Title experiment three · 30 October 2026

One title format.
Two independent judges.

A fixed “Topic — action” prompt combines consistent structure with meaningful differences. Codex and Jev independently classify the same displayed titles and sibling collections. Their disagreements remain visible; neither is treated as ground truth.

288 generations · 217 unique title texts for judging · 48 collections

First experiment · Topic-first follow-up — both unchanged.

Four instructions, plus a fidelity gate.

  1. Make the task clear.
  2. Put distinguishing topic words first.
  3. Keep parallel structure and meaningful distinctions together.
  4. Preserve connotation when sentiment matters.

“Make variation meaningful” is merged with collection consistency. It remains part of the evaluation. Requested-work fidelity is a separate requirement: a polished title still fails if it changes the task.

Exact fixed-format prompt
Write one conversation title of at most {max_length} characters, including one relevant emoji. Use this exact layout: EMOJI Topic — action. Keep it near 42 characters by choosing shorter words, never by cutting a word. Rules:
1. Make the requested work clear and faithful. Keep status, uncertainty, negation, and who expressed a view. Investigation is not repair; a proposal is not approval; summarizing customer praise is not praising the subject yourself. Never invent completion.
2. Put the distinguishing topic in the first two meaningful words after the emoji.
3. Use a parallel topic/action structure and stable terms for equivalent requests. Let different topics and genuinely different actions create the differences, not random wording.
4. When relevant, preserve complaint, praise, mixed, or neutral intent.
Use short action labels such as investigate, upgrade/test, explain, summarize feedback, draft proposal, or write note, only when accurate. Return only the title.

USER REQUEST:
{conversation_content}
Exact shared scoring rubric
Clear task

Does this displayed title clearly convey an understandable task or topic? Imperative, noun phrases and topic—action labels are all allowed. Ignore harmless clipping of a modifier when the core task remains clear.

{
  "fail": "The core task is unclear or incoherent.",
  "partial": "The core task is partly understandable but its main clause is incomplete or grammatically ambiguous.",
  "pass": "The core task is clear and understandable."
}
Topic first

Do the first two meaningful lexical words after the emoji identify the distinguishing topic of this request? Ignore punctuation, not ordinary action words; the state includes the exact first two words computed in code.

{
  "fail": "The displayed title does not identify a useful distinguishing topic.",
  "partial": "The topic is clear but appears after the first two meaningful words.",
  "pass": "The distinguishing topic appears in the first two meaningful words after the emoji."
}
Requested-work fidelity

Does the title preserve the requested work without an actual wrong action, invented completion/decision, reversed negation, false certainty, or changed attribution? Omission of minor details is allowed. A title naming an inspection or test is compatible with explaining that activity unless it explicitly claims execution or completion. Reporting a completed fix can be factually true but failing to mention writing the requested release note is loss of requested work.

{
  "fail": "The title misstates requested work or makes a misleading claim, including praising rather than summarizing customers’ praise.",
  "pass": "The title describes the requested work or a compatible concise topic without a misleading claim."
}
Connotation

For these customer-feedback or neutral-comparison requests, does the title preserve the input’s sentiment without inventing endorsement or a preference? Explicit mixed feedback counts as both-sided. Generic feedback loses polarity but does not reverse it.

{
  "fail": "The title reverses or invents sentiment or preference.",
  "partial": "The title becomes generic/neutral and loses a useful positive, negative or mixed distinction.",
  "pass": "The title preserves the relevant complaint, praise, mixed feedback or neutral comparison intent."
}
Consistent, meaningful collection

Judge the sibling titles together. Equivalent requests should use parallel topic/action grammar and stable action terms; meaningful differences in topics or requested actions must remain distinguishable. Ignore emoji, punctuation and compatible abbreviations such as Tests/Regression Tests. A fixed-format label is not required for default titles.

{
  "fail": "Equivalent tasks use substantially inconsistent structures, or a meaningful distinction is lost or replaced with invented work.",
  "partial": "Subjects remain distinguishable but there is some arbitrary structural, vocabulary or specificity variation.",
  "pass": "The collection uses parallel structure/stable terms for equivalent tasks and preserves justified topic/action differences."
}

Format is measured in code, not by either judge: the em-dash layout occurred in 144/144 fixed-prompt titles and 0/144 default titles. This check does not prove that the topic or action is correct.

Both judges favor topic-first. Collections divide them.

Shared finding: the fixed format improved front-loading: Codex 107/144 → 144/144; Jev 102/144 → 141/144. Both gave all 144 fixed-format titles a fidelity pass. These are classifier judgments on the tuned set, not proof of correctness.

Unsettled: collection passes moved in opposite directions. Codex: 15/24 → 13/24. Jev: 17/24 → 19/24. The judges agreed on only 30/48 collection grades. I would inspect those disagreements before changing the SDK default.

Green means pass, amber partial, red fail, gray missing judge result. Per-title scores count every generated occurrence, even when identical text is judged once. Collection scores use their own denominators. No manual grade adjustments are applied.

CriterionCodex / gpt-6-astraJev / jev-1.14.0
SDK defaultTopic — actionSDK defaultTopic — action
Clear tasktitle occurrences, applicable cases only140 pass · 4 partial · n=144144 pass · n=144144 pass · n=144144 pass · n=144
Topic firsttitle occurrences, applicable cases only107 pass · 36 partial · 1 fail · n=144144 pass · n=144102 pass · 42 partial · n=144141 pass · 3 partial · n=144
Connotationtitle occurrences, applicable cases only31 pass · 10 partial · 1 fail · n=4239 pass · 3 partial · n=4235 pass · 7 partial · n=4238 pass · 4 partial · n=42
Requested-work fidelitytitle occurrences, applicable cases only138 pass · 6 fail · n=144144 pass · n=144140 pass · 4 fail · n=144144 pass · n=144
Consistent, meaningful collectioncollection groups15 pass · 3 partial · 6 fail · n=2413 pass · 10 partial · 1 fail · n=2417 pass · 7 partial · n=2419 pass · 5 partial · n=24

The four writing principles appear as clarity, topic-first, collection, and applicable connotation. Fidelity is separate. Model-specific results:

Haiku 4.5 · all five evaluation dimensions
CriterionCodex / gpt-6-astraJev / jev-1.14.0
SDK defaultTopic — actionSDK defaultTopic — action
Clear tasktitle occurrences, applicable cases only46 pass · 2 partial · n=4848 pass · n=4848 pass · n=4848 pass · n=48
Topic firsttitle occurrences, applicable cases only37 pass · 10 partial · 1 fail · n=4848 pass · n=4842 pass · 6 partial · n=4847 pass · 1 partial · n=48
Connotationtitle occurrences, applicable cases only10 pass · 4 partial · n=1411 pass · 3 partial · n=1412 pass · 2 partial · n=1411 pass · 3 partial · n=14
Requested-work fidelitytitle occurrences, applicable cases only47 pass · 1 fail · n=4848 pass · n=4847 pass · 1 fail · n=4848 pass · n=48
Consistent, meaningful collectioncollection groups3 pass · 2 partial · 3 fail · n=82 pass · 5 partial · 1 fail · n=85 pass · 3 partial · n=86 pass · 2 partial · n=8
Gemini 3 Flash Preview · all five evaluation dimensions
CriterionCodex / gpt-6-astraJev / jev-1.14.0
SDK defaultTopic — actionSDK defaultTopic — action
Clear tasktitle occurrences, applicable cases only48 pass · n=4848 pass · n=4848 pass · n=4848 pass · n=48
Topic firsttitle occurrences, applicable cases only36 pass · 12 partial · n=4848 pass · n=4831 pass · 17 partial · n=4847 pass · 1 partial · n=48
Connotationtitle occurrences, applicable cases only10 pass · 4 partial · n=1414 pass · n=1410 pass · 4 partial · n=1413 pass · 1 partial · n=14
Requested-work fidelitytitle occurrences, applicable cases only45 pass · 3 fail · n=4848 pass · n=4846 pass · 2 fail · n=4848 pass · n=48
Consistent, meaningful collectioncollection groups6 pass · 1 partial · 1 fail · n=84 pass · 4 partial · n=86 pass · 2 partial · n=86 pass · 2 partial · n=8
GPT-6 Luna · low · all five evaluation dimensions
CriterionCodex / gpt-6-astraJev / jev-1.14.0
SDK defaultTopic — actionSDK defaultTopic — action
Clear tasktitle occurrences, applicable cases only46 pass · 2 partial · n=4848 pass · n=4848 pass · n=4848 pass · n=48
Topic firsttitle occurrences, applicable cases only34 pass · 14 partial · n=4848 pass · n=4829 pass · 19 partial · n=4847 pass · 1 partial · n=48
Connotationtitle occurrences, applicable cases only11 pass · 2 partial · 1 fail · n=1414 pass · n=1413 pass · 1 partial · n=1414 pass · n=14
Requested-work fidelitytitle occurrences, applicable cases only46 pass · 2 fail · n=4848 pass · n=4847 pass · 1 fail · n=4848 pass · n=48
Consistent, meaningful collectioncollection groups6 pass · 2 fail · n=87 pass · 1 partial · n=86 pass · 2 partial · n=87 pass · 1 partial · n=8

Agreement is a measurement of judges, not truth.

The table compares one label for each unique request/title/criterion, plus the separate collection judgments. It does not overweight repeated identical outputs. No human gold labels were supplied.

CriterionAgreed / comparedDisagreed
Clear task214/2173
Topic first197/21720
Connotation66/704
Requested-work fidelity215/2172
Consistent, meaningful collection30/4818

Jev’s confidence is calculated from its answer-probability distribution. High confidence is not proof of correctness. All raw probabilities remain available. Codex returns labels, not comparable probabilities. There is no combined “best judge” or averaged quality score.

All 47 disagreements

t022 · Clear task · Codex partial / Jev pass · confidence 0.730
{
  "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
  "title": "🐛 Chess Lesson Feedback: Puzzles Good, Checkmat...",
  "first_two_words": [
    "Chess",
    "Lesson"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.73,
  "probabilities": {
    "partial": 0.17,
    "fail": 0.01,
    "pass": 0.82
  }
}
t022 · Connotation · Codex partial / Jev pass · confidence 0.970
{
  "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
  "title": "🐛 Chess Lesson Feedback: Puzzles Good, Checkmat...",
  "first_two_words": [
    "Chess",
    "Lesson"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.97,
  "probabilities": {
    "fail": 0.01,
    "partial": 0.01,
    "pass": 0.98
  }
}
t025 · Topic first · Codex pass / Jev partial · confidence 0.260
{
  "request": "Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.",
  "title": "📊 Database Choice — compare options",
  "first_two_words": [
    "Database",
    "Choice"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.26,
  "probabilities": {
    "pass": 0.37,
    "partial": 0.51,
    "fail": 0.12
  }
}
t029 · Clear task · Codex partial / Jev pass · confidence 0.490
{
  "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
  "title": "✨ Notification Scheduling Praised, Default Soun...",
  "first_two_words": [
    "Notification",
    "Scheduling"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.49,
  "probabilities": {
    "fail": 0.01,
    "pass": 0.66,
    "partial": 0.33
  }
}
t029 · Connotation · Codex partial / Jev pass · confidence 0.790
{
  "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
  "title": "✨ Notification Scheduling Praised, Default Soun...",
  "first_two_words": [
    "Notification",
    "Scheduling"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.79,
  "probabilities": {
    "pass": 0.86,
    "fail": 0.04,
    "partial": 0.1
  }
}
t037 · Topic first · Codex fail / Jev pass · confidence 0.720
{
  "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
  "title": "📝 Customer Feedback Summary: Features & Issues",
  "first_two_words": [
    "Customer",
    "Feedback"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.72,
  "probabilities": {
    "fail": 0.08,
    "partial": 0.11,
    "pass": 0.81
  }
}
t038 · Topic first · Codex pass / Jev partial · confidence 0.350
{
  "request": "Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.",
  "title": "🗄️ Database choice — compare options",
  "first_two_words": [
    "Database",
    "choice"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.35,
  "probabilities": {
    "partial": 0.57,
    "fail": 0.13,
    "pass": 0.3
  }
}
t050 · Topic first · Codex partial / Jev pass · confidence 0.600
{
  "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
  "title": "👔 Debugging 5-Minute Session Expiration",
  "first_two_words": [
    "Debugging",
    "5-Minute"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.6,
  "probabilities": {
    "partial": 0.23,
    "fail": 0.04,
    "pass": 0.73
  }
}
t052 · Topic first · Codex pass / Jev partial · confidence 0.420
{
  "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
  "title": "🐛 Investigate Login Failure After Password Reset",
  "first_two_words": [
    "Investigate",
    "Login"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.42,
  "probabilities": {
    "partial": 0.61,
    "pass": 0.34,
    "fail": 0.05
  }
}
t064 · Clear task · Codex partial / Jev pass · confidence 0.550
{
  "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
  "title": "🐛 Lesson energy limit interrupts practice and f...",
  "first_two_words": [
    "Lesson",
    "energy"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.55,
  "probabilities": {
    "fail": 0.02,
    "pass": 0.7,
    "partial": 0.28
  }
}
t066 · Topic first · Codex pass / Jev partial · confidence 0.240
{
  "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
  "title": "🐛 Investigate OAuth Callback HTTP 400 Errors",
  "first_two_words": [
    "Investigate",
    "OAuth"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.24,
  "probabilities": {
    "fail": 0.05,
    "pass": 0.46,
    "partial": 0.49
  }
}
t078 · Topic first · Codex pass / Jev partial · confidence 0.240
{
  "request": "Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.",
  "title": "🔧 Inspect Docker Disk Usage",
  "first_two_words": [
    "Inspect",
    "Docker"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.24,
  "probabilities": {
    "pass": 0.47,
    "fail": 0.04,
    "partial": 0.49
  }
}
t079 · Topic first · Codex pass / Jev partial · confidence 0.190
{
  "request": "Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.",
  "title": "🗃️ Database choice — compare SQLite and PostgreSQL",
  "first_two_words": [
    "Database",
    "choice"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.19,
  "probabilities": {
    "fail": 0.12,
    "pass": 0.42,
    "partial": 0.46
  }
}
t083 · Topic first · Codex pass / Jev partial · confidence 0.380
{
  "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
  "title": "🐛 Debugging Login Failure After Password Reset",
  "first_two_words": [
    "Debugging",
    "Login"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.38,
  "probabilities": {
    "fail": 0.06,
    "partial": 0.59,
    "pass": 0.35
  }
}
t085 · Topic first · Codex pass / Jev partial · confidence 0.460
{
  "request": "Reference background only; the actual request follows at the end.\nThe project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. \nACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.",
  "title": "🐛 Investigate Zephyr's Unicode CSV Parser Crash",
  "first_two_words": [
    "Investigate",
    "Zephyr's"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.46,
  "probabilities": {
    "fail": 0.07,
    "pass": 0.29,
    "partial": 0.64
  }
}
t086 · Topic first · Codex pass / Jev partial · confidence 0.370
{
  "request": "The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.",
  "title": "📝 Write Login Fix Release Note",
  "first_two_words": [
    "Write",
    "Login"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.37,
  "probabilities": {
    "fail": 0.08,
    "pass": 0.34,
    "partial": 0.58
  }
}
t115 · Topic first · Codex partial / Jev pass · confidence 0.440
{
  "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
  "title": "✨ Summarize Offline Lessons Customer Praise",
  "first_two_words": [
    "Summarize",
    "Offline"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.44,
  "probabilities": {
    "partial": 0.33,
    "pass": 0.63,
    "fail": 0.04
  }
}
t142 · Topic first · Codex partial / Jev pass · confidence 0.560
{
  "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
  "title": "🔒️ Investigate 5-Minute Session Expiration",
  "first_two_words": [
    "Investigate",
    "5-Minute"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.56,
  "probabilities": {
    "fail": 0.04,
    "partial": 0.25,
    "pass": 0.71
  }
}
t144 · Topic first · Codex pass / Jev partial · confidence 0.350
{
  "request": "Reference background only; the actual request follows at the end.\nThe project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. \nACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.",
  "title": "🐛 Fix Zephyr Unicode CSV Parser Crash",
  "first_two_words": [
    "Fix",
    "Zephyr"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.35,
  "probabilities": {
    "pass": 0.38,
    "fail": 0.05,
    "partial": 0.57
  }
}
t147 · Topic first · Codex pass / Jev partial · confidence 0.260
{
  "request": "The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.",
  "title": "🚀 Update incident timeline after rollback",
  "first_two_words": [
    "Update",
    "incident"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.26,
  "probabilities": {
    "fail": 0.07,
    "pass": 0.42,
    "partial": 0.51
  }
}
t161 · Topic first · Codex pass / Jev partial · confidence 0.420
{
  "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
  "title": "📝 Summarize Screen-Reader Label Praise",
  "first_two_words": [
    "Summarize",
    "Screen-Reader"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.42,
  "probabilities": {
    "pass": 0.34,
    "partial": 0.61,
    "fail": 0.05
  }
}
t163 · Topic first · Codex partial / Jev pass · confidence 0.500
{
  "request": "Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.",
  "title": "⚡️ Investigate Image Buffer Memory Growth",
  "first_two_words": [
    "Investigate",
    "Image"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.5,
  "probabilities": {
    "fail": 0.04,
    "partial": 0.29,
    "pass": 0.67
  }
}
t166 · Topic first · Codex pass / Jev partial · confidence 0.200
{
  "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
  "title": "📝 Summarize Refund Delay Complaints",
  "first_two_words": [
    "Summarize",
    "Refund"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.2,
  "probabilities": {
    "fail": 0.13,
    "partial": 0.47,
    "pass": 0.4
  }
}
t180 · Requested-work fidelity · Codex fail / Jev pass · confidence 0.820
{
  "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
  "title": "🐛 Fix Chess Checkmate Logic & Summarize Feedback",
  "first_two_words": [
    "Fix",
    "Chess"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.82,
  "probabilities": {
    "pass": 0.91,
    "fail": 0.09
  }
}
t185 · Topic first · Codex partial / Jev pass · confidence 0.220
{
  "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
  "title": "🐛 Investigate Five-Minute Session Expiration",
  "first_two_words": [
    "Investigate",
    "Five-Minute"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.22,
  "probabilities": {
    "fail": 0.06,
    "pass": 0.48,
    "partial": 0.46
  }
}
t195 · Topic first · Codex partial / Jev pass · confidence 0.420
{
  "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
  "title": "📝 Summarize Offline Lessons Praise",
  "first_two_words": [
    "Summarize",
    "Offline"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.42,
  "probabilities": {
    "partial": 0.35,
    "pass": 0.61,
    "fail": 0.04
  }
}
t202 · Connotation · Codex pass / Jev partial · confidence 0.250
{
  "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
  "title": "🚆 Offline Lessons — summarize praise",
  "first_two_words": [
    "Offline",
    "Lessons"
  ]
}
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.25,
  "probabilities": {
    "fail": 0.02,
    "pass": 0.48,
    "partial": 0.5
  }
}
t204 · Requested-work fidelity · Codex fail / Jev pass · confidence 0.200
{
  "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
  "title": "✨ Offline Lessons Let Users Practice on the Train",
  "first_two_words": [
    "Offline",
    "Lessons"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.2,
  "probabilities": {
    "fail": 0.4,
    "pass": 0.6
  }
}
t204 · Connotation · Codex fail / Jev pass · confidence 0.280
{
  "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
  "title": "✨ Offline Lessons Let Users Practice on the Train",
  "first_two_words": [
    "Offline",
    "Lessons"
  ]
}
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.28,
  "probabilities": {
    "partial": 0.44,
    "pass": 0.52,
    "fail": 0.04
  }
}
g001 · Consistent, meaningful collection · Codex fail / Jev pass · confidence 0.380
[
  {
    "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
    "title": "🔒️ Login Failure After Password Reset"
  },
  {
    "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
    "title": "🔒️ Investigate 5-Minute Session Expiration"
  },
  {
    "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
    "title": "🐛 OAuth 400 Error Investigation"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.38,
  "probabilities": {
    "partial": 0.39,
    "pass": 0.59,
    "fail": 0.02
  }
}
g042 · Consistent, meaningful collection · Codex pass / Jev partial · confidence 0.330
[
  {
    "request": "Upgrade urllib3 to the latest compatible patch release and run its regression tests.",
    "title": "⬆️ urllib3 — upgrade and run regression tests"
  },
  {
    "request": "Upgrade Pydantic to the latest compatible patch release and run its regression tests.",
    "title": "⬆️ Pydantic — upgrade and test regression suite"
  },
  {
    "request": "Upgrade Pillow to the latest compatible patch release and run its regression tests.",
    "title": "🖼️ Pillow — upgrade and test regression suite"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.33,
  "probabilities": {
    "fail": 0.02,
    "partial": 0.55,
    "pass": 0.43
  }
}
g010 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.370
[
  {
    "request": "Upgrade urllib3 to the latest compatible patch release and run its regression tests.",
    "title": "📦 urllib3 patch — upgrade and test"
  },
  {
    "request": "Upgrade Pydantic to the latest compatible patch release and run its regression tests.",
    "title": "📦 Pydantic — upgrade and test"
  },
  {
    "request": "Upgrade Pillow to the latest compatible patch release and run its regression tests.",
    "title": "📦 Pillow library — upgrade and test"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.37,
  "probabilities": {
    "fail": 0.01,
    "pass": 0.58,
    "partial": 0.41
  }
}
g015 · Consistent, meaningful collection · Codex fail / Jev partial · confidence 0.420
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "😤 Lesson Energy — summarize complaints"
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "⭐ Offline lessons — summarize praise"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "♟️ Chess lessons — summarize mixed feedback"
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "📋 Refund delays — summarize complaints"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "👥 Screen-reader labels — summarize feedback"
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "📢 Notifications — summarize feedback"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.42,
  "probabilities": {
    "partial": 0.61,
    "pass": 0.36,
    "fail": 0.03
  }
}
g008 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.820
[
  {
    "request": "The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.",
    "title": "👷 Investigate Nightly Backup Permission Error"
  },
  {
    "request": "Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.",
    "title": "✅ Testing Backup Restore Safely"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.82,
  "probabilities": {
    "partial": 0.11,
    "fail": 0.01,
    "pass": 0.88
  }
}
g009 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.370
[
  {
    "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
    "title": "🔍 Login failure — investigate reset issue"
  },
  {
    "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
    "title": "🔍 Session Timeout — investigate cause"
  },
  {
    "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
    "title": "🔍 OAuth callbacks — investigate 400 error"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.37,
  "probabilities": {
    "pass": 0.58,
    "partial": 0.41,
    "fail": 0.01
  }
}
g039 · Consistent, meaningful collection · Codex fail / Jev partial · confidence 0.480
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "🐛 Lesson energy limit interrupts practice and f..."
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "✨ Offline Lessons Let Users Practice on the Train"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "🐛 Chess Lessons: Puzzle Praise, Checkmate Compl..."
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "📝 Weeks-Long Refund Processing Complaints"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "💄 Customer Praise for New Screen-Reader Labels"
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "📝 Notification Scheduling Feedback Summary"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.48,
  "probabilities": {
    "fail": 0.05,
    "pass": 0.3,
    "partial": 0.65
  }
}
g046 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.250
[
  {
    "request": "Upgrade urllib3 to the latest compatible patch release and run its regression tests.",
    "title": "⬆️ urllib3 — upgrade and test patch release"
  },
  {
    "request": "Upgrade Pydantic to the latest compatible patch release and run its regression tests.",
    "title": "⬆️ Pydantic patch — upgrade and test"
  },
  {
    "request": "Upgrade Pillow to the latest compatible patch release and run its regression tests.",
    "title": "🖼️ Pillow — upgrade and test regression suite"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.25,
  "probabilities": {
    "partial": 0.49,
    "fail": 0.01,
    "pass": 0.5
  }
}
g018 · Consistent, meaningful collection · Codex pass / Jev partial · confidence 0.340
[
  {
    "request": "Upgrade urllib3 to the latest compatible patch release and run its regression tests.",
    "title": "📦️ Upgrade urllib3 and Run Regression Tests"
  },
  {
    "request": "Upgrade Pydantic to the latest compatible patch release and run its regression tests.",
    "title": "📦️ Upgrade Pydantic and Run Tests"
  },
  {
    "request": "Upgrade Pillow to the latest compatible patch release and run its regression tests.",
    "title": "📦️ Upgrade Pillow and Run Regression Tests"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.34,
  "probabilities": {
    "partial": 0.56,
    "pass": 0.43,
    "fail": 0.01
  }
}
g013 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.550
[
  {
    "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
    "title": "🔍 Login failure — investigate password reset"
  },
  {
    "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
    "title": "🔍 Session timeout — investigate cause"
  },
  {
    "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
    "title": "🔍 OAuth callbacks — investigate 400 error"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.55,
  "probabilities": {
    "fail": 0.01,
    "partial": 0.29,
    "pass": 0.7
  }
}
g019 · Consistent, meaningful collection · Codex fail / Jev partial · confidence 0.200
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "📝 Summarize Lesson Energy Limit Complaints"
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "📝 Summarize Offline Lessons Praise"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "🐛 Fix Chess Checkmate Logic & Summarize Feedback"
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "📝 Summarize Refund Delay Complaints"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "✨ Summarize Screen-Reader Label Praise"
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "📝 Summarize Notification Feedback"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.2,
  "probabilities": {
    "fail": 0.11,
    "pass": 0.42,
    "partial": 0.47
  }
}
g011 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.340
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "😤 Lesson energy limit — summarize complaints"
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "👥 Offline lessons — summarize praise"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "♟️ Chess lessons — summarize mixed feedback"
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "😤 Refund delays — summarize complaints"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "👥 Screen-reader labels — summarize praise"
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "🔔 Notification feedback — summarize"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.34,
  "probabilities": {
    "fail": 0.02,
    "pass": 0.56,
    "partial": 0.42
  }
}
g007 · Consistent, meaningful collection · Codex fail / Jev partial · confidence 0.260
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "🐛 Lesson Energy Limit Complaint Summary"
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "✨ Summarize Offline Lessons Customer Praise"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "🐛 Chess Lesson Feedback: Puzzles Good, Checkmat..."
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "👔 Customer Refund Processing Delays"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "✨ Customer Praise for Screen-Reader Labels"
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "📝 Customer Feedback Summary: Features & Issues"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.26,
  "probabilities": {
    "fail": 0.04,
    "partial": 0.51,
    "pass": 0.45
  }
}
g021 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.850
[
  {
    "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
    "title": "🐛 Debugging Login Failure After Password Reset"
  },
  {
    "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
    "title": "👔 Debugging Session Expiration Timeout"
  },
  {
    "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
    "title": "🐛 Debugging OAuth Callback HTTP 400 Errors"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.85,
  "probabilities": {
    "pass": 0.9,
    "partial": 0.09,
    "fail": 0.01
  }
}
g025 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.430
[
  {
    "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
    "title": "🔑 Login Failure — investigate reset issue"
  },
  {
    "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
    "title": "🕵️ Session Expiry — investigate timeout"
  },
  {
    "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
    "title": "🔑 OAuth callbacks — investigate 400 error"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.43,
  "probabilities": {
    "fail": 0.01,
    "pass": 0.62,
    "partial": 0.37
  }
}
g035 · Consistent, meaningful collection · Codex fail / Jev partial · confidence 0.300
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "🐛 Lesson energy limit interrupts practice"
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "📝 Summarize Praise for Offline Lessons"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "🐛 Mixed Chess Feedback: Puzzles and Checkmate Rule"
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "📝 Summarize Frustration Over Weeks-Long Refunds"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "📝 Summarize Customer Praise for Screen-Reader L..."
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "✨ Notification Scheduling Praised, Default Soun..."
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.3,
  "probabilities": {
    "partial": 0.53,
    "fail": 0.04,
    "pass": 0.43
  }
}
g029 · Consistent, meaningful collection · Codex partial / Jev pass · confidence 0.700
[
  {
    "request": "Investigate why login fails after a password reset. No cause is confirmed yet.",
    "title": "🔑 Login Failure — investigate reset issue"
  },
  {
    "request": "Investigate why sessions expire after five minutes. No cause is confirmed yet.",
    "title": "🕵️ Session Expiry — investigate timeout"
  },
  {
    "request": "Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.",
    "title": "🔑 OAuth Callbacks — investigate 400 error"
  }
]
{
  "type": "choice",
  "choice": "pass",
  "confidence": 0.7,
  "probabilities": {
    "fail": 0.01,
    "pass": 0.8,
    "partial": 0.19
  }
}
g003 · Consistent, meaningful collection · Codex fail / Jev partial · confidence 0.460
[
  {
    "request": "Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.",
    "title": "🐛 Lesson Energy Limit Practice Interruption"
  },
  {
    "request": "Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.",
    "title": "✨ Summarize Offline Lessons Customer Praise"
  },
  {
    "request": "Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.",
    "title": "🐛 Chess Lesson Feedback: Puzzles Good, Checkmat..."
  },
  {
    "request": "Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.",
    "title": "👔 Refund Processing Delays Report"
  },
  {
    "request": "Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.",
    "title": "✨ Screen-Reader Labels Customer Praise Summary"
  },
  {
    "request": "Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.",
    "title": "📝 Customer Feedback: Notifications Analysis"
  }
]
{
  "type": "choice",
  "choice": "partial",
  "confidence": 0.46,
  "probabilities": {
    "fail": 0.04,
    "pass": 0.32,
    "partial": 0.64
  }
}

All 144 matched title pairs.

Default and fixed-format outputs were freshly generated, not copied from earlier studies. Expand a request before deciding which judge you agree with.

144 pairs
Haiku 4.5 · run 1 · auth-login
SDK default

🔒️ Login Failure After Password Reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout no
Topic — action

🔍 Login failure — investigate reset issue

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why login fails after a password reset. No cause is confirmed yet.
Haiku 4.5 · run 1 · auth-session
SDK default

🔒️ Investigate 5-Minute Session Expiration

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🔍 Session Timeout — investigate cause

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
Investigate why sessions expire after five minutes. No cause is confirmed yet.
Haiku 4.5 · run 1 · auth-oauth
SDK default

🐛 OAuth 400 Error Investigation

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
31 Python characters · em-dash layout no
Topic — action

🔍 OAuth callbacks — investigate 400 error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.
Haiku 4.5 · run 1 · upgrade-urllib3
SDK default

📦️ Upgrade urllib3 & Run Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
30 Python characters · em-dash layout no
Topic — action

📦 urllib3 patch — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
34 Python characters · em-dash layout yes
Original synthetic request
Upgrade urllib3 to the latest compatible patch release and run its regression tests.
Haiku 4.5 · run 1 · upgrade-pydantic
SDK default

📦 Upgrade Pydantic & Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

📦 Pydantic — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
29 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pydantic to the latest compatible patch release and run its regression tests.
Haiku 4.5 · run 1 · upgrade-pillow
SDK default

📦️ Upgrade Pillow & Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
40 Python characters · em-dash layout no
Topic — action

📦 Pillow library — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pillow to the latest compatible patch release and run its regression tests.
Haiku 4.5 · run 1 · filler-cache
SDK default

⚡️ Redis Cache Eviction & allkeys-lru Policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout no
Topic — action

📚 Redis eviction — explain allkeys-lru

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Redis cache eviction, especially the allkeys-lru policy.
Haiku 4.5 · run 1 · filler-build
SDK default

⚡ Rust Incremental Compilation & Cache Misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🦀 Rust compilation — explain cache misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Rust incremental compilation and why cache misses slow builds.
Haiku 4.5 · run 1 · feedback-complaint
SDK default

🐛 Lesson Energy Limit Practice Interruption

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

😤 Lesson energy limit — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.
Haiku 4.5 · run 1 · feedback-praise
SDK default

✨ Summarize Offline Lessons Customer Praise

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

👥 Offline lessons — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.
Haiku 4.5 · run 1 · feedback-mixed
SDK default

🐛 Chess Lesson Feedback: Puzzles Good, Checkmat...

Codex clarity: partial frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

♟️ Chess lessons — summarize mixed feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.
Haiku 4.5 · run 1 · neutral-compare
SDK default

🗃️ SQLite vs PostgreSQL for Offline App

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout no
Topic — action

🗄️ SQLite vs PostgreSQL — compare

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout yes
Original synthetic request
Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.
Haiku 4.5 · run 1 · negation
SDK default

👷 Docker Disk Usage Inspection Guide

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout no
Topic — action

🐳 Docker usage — explain inspection

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.
Haiku 4.5 · run 1 · uncertainty
SDK default

🔒 TLS Certificate Rotation & Webhook Failures

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🔐 TLS rotation — investigate

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
28 Python characters · em-dash layout yes
Original synthetic request
Check whether TLS certificate rotation might explain the intermittent webhook failures. This is a hypothesis, not a confirmed cause.
Haiku 4.5 · run 1 · completed
SDK default

🐛 Write Release Note for Login Fix

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
34 Python characters · em-dash layout no
Topic — action

✅ Login Fix — write release note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.
Haiku 4.5 · run 1 · long-tail
SDK default

🐛 Fix Zephyr Unicode CSV Parser Crash

Codex clarity: pass frontload: pass fidelity: fail
Jev clarity: pass frontload: partial fidelity: fail
37 Python characters · em-dash layout no
Topic — action

🔍 Zephyr CSV — investigate crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
Reference background only; the actual request follows at the end.
The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. 
ACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.
Haiku 4.5 · run 1 · backup-status
SDK default

👷 Investigate Nightly Backup Permission Error

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🔧 Backup error — investigate permission issue

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.
Haiku 4.5 · run 1 · backup-restore
SDK default

✅ Test Backup Restore in Disposable Dir

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout no
Topic — action

🔄 Backup restore — test safely

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
30 Python characters · em-dash layout yes
Original synthetic request
Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.
Haiku 4.5 · run 1 · feedback-refunds
SDK default

👔 Refund Processing Delays Report

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

😤 Refund delays — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.
Haiku 4.5 · run 1 · feedback-accessibility
SDK default

✨ Screen-Reader Labels Customer Praise Summary

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

👥 Screen-reader labels — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.
Haiku 4.5 · run 1 · feedback-notifications
SDK default

📝 Customer Feedback: Notifications Analysis

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
43 Python characters · em-dash layout no
Topic — action

🔔 Notification feedback — summarize

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.
Haiku 4.5 · run 1 · proposal-not-approved
SDK default

👷 Jenkins to Buildkite Migration Proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🔧 Jenkins replacement — draft proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Draft a proposal to replace Jenkins with Buildkite. No migration has been approved or started.
Haiku 4.5 · run 1 · suspected-leak
SDK default

⚡️ Investigate Image Buffer Memory Growth

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🔍 Image buffers — investigate memory growth

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.
Haiku 4.5 · run 1 · docs-after-revert
SDK default

🚀 Deployment Reverted - Update Incident Timeline

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
48 Python characters · em-dash layout no
Topic — action

🔄 Deployment revert — update timeline

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.
Haiku 4.5 · run 2 · auth-login
SDK default

🔒️ Login Failure After Password Reset Investiga...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

🔍 Login failure — investigate password reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout yes
Original synthetic request
Investigate why login fails after a password reset. No cause is confirmed yet.
Haiku 4.5 · run 2 · auth-session
SDK default

🔒️ Session Expiration Investigation

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout no
Topic — action

🔍 Session timeout — investigate cause

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
Investigate why sessions expire after five minutes. No cause is confirmed yet.
Haiku 4.5 · run 2 · auth-oauth
SDK default

🐛 Debug OAuth 400 Callback Errors

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

🔍 OAuth callbacks — investigate 400 error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.
Haiku 4.5 · run 2 · upgrade-urllib3
SDK default

📦️ Upgrade urllib3 and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

🔧 urllib3 — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
28 Python characters · em-dash layout yes
Original synthetic request
Upgrade urllib3 to the latest compatible patch release and run its regression tests.
Haiku 4.5 · run 2 · upgrade-pydantic
SDK default

📦️ Upgrade Pydantic & Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

📦 Pydantic — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
29 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pydantic to the latest compatible patch release and run its regression tests.
Haiku 4.5 · run 2 · upgrade-pillow
SDK default

📦️ Upgrade Pillow & Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
40 Python characters · em-dash layout no
Topic — action

📦 Pillow library — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pillow to the latest compatible patch release and run its regression tests.
Haiku 4.5 · run 2 · filler-cache
SDK default

⚡️ Redis Cache Eviction & allkeys-lru

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout no
Topic — action

📚 Redis eviction — explain allkeys-lru

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Redis cache eviction, especially the allkeys-lru policy.
Haiku 4.5 · run 2 · filler-build
SDK default

👷 Rust Incremental Compilation Cache

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout no
Topic — action

🦀 Rust compilation — explain cache misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Rust incremental compilation and why cache misses slow builds.
Haiku 4.5 · run 2 · feedback-complaint
SDK default

🐛 Lesson Energy Limit Complaint Summary

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout no
Topic — action

😤 Lesson Energy — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.
Haiku 4.5 · run 2 · feedback-praise
SDK default

✨ Summarize Offline Lessons Customer Praise

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

⭐ Offline lessons — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.
Haiku 4.5 · run 2 · feedback-mixed
SDK default

🐛 Chess Lesson Feedback: Puzzles Good, Checkmat...

Codex clarity: partial frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

♟️ Chess lessons — summarize mixed feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.
Haiku 4.5 · run 2 · neutral-compare
SDK default

🗃️ SQLite vs PostgreSQL for Offline-First App

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🗄️ Database choice — compare options

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.
Haiku 4.5 · run 2 · negation
SDK default

👷 Inspect Docker Disk Usage Guide

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

🐳 Docker storage — explain inspection

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.
Haiku 4.5 · run 2 · uncertainty
SDK default

🔒️ TLS Certificate Rotation & Webhook Failures

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🔍 TLS certificate — investigate

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
31 Python characters · em-dash layout yes
Original synthetic request
Check whether TLS certificate rotation might explain the intermittent webhook failures. This is a hypothesis, not a confirmed cause.
Haiku 4.5 · run 2 · completed
SDK default

🐛 Write Login Fix Release Note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
30 Python characters · em-dash layout no
Topic — action

✅ Login Fix — write release note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.
Haiku 4.5 · run 2 · long-tail
SDK default

🐛 Zephyr Unicode CSV Parser Crash Investigation

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🔍 Zephyr parser — investigate crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Reference background only; the actual request follows at the end.
The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. 
ACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.
Haiku 4.5 · run 2 · backup-status
SDK default

👷 Investigate Nightly Backup Permission Error

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🔍 Backup failure — investigate permission error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.
Haiku 4.5 · run 2 · backup-restore
SDK default

✅ Testing Backup Restore Safely

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
31 Python characters · em-dash layout no
Topic — action

🔄 Backup restore — test safely

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
30 Python characters · em-dash layout yes
Original synthetic request
Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.
Haiku 4.5 · run 2 · feedback-refunds
SDK default

👔 Customer Refund Processing Delays

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout no
Topic — action

📋 Refund delays — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.
Haiku 4.5 · run 2 · feedback-accessibility
SDK default

✨ Customer Praise for Screen-Reader Labels

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
42 Python characters · em-dash layout no
Topic — action

👥 Screen-reader labels — summarize feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.
Haiku 4.5 · run 2 · feedback-notifications
SDK default

📝 Customer Feedback Summary: Features & Issues

Codex clarity: pass frontload: fail fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

📢 Notifications — summarize feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.
Haiku 4.5 · run 2 · proposal-not-approved
SDK default

👷 Jenkins to Buildkite Migration Proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🔨 Jenkins replacement — draft proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Draft a proposal to replace Jenkins with Buildkite. No migration has been approved or started.
Haiku 4.5 · run 2 · suspected-leak
SDK default

⚡️ Investigate Image Buffer Memory Growth

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🔍 Image buffers — investigate memory growth hyp...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.
Haiku 4.5 · run 2 · docs-after-revert
SDK default

🚀 Deployment Reverted - Update Incident Timeline

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
48 Python characters · em-dash layout no
Topic — action

🔄 Deployment Revert — update timeline

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.
Gemini 3 Flash Preview · run 1 · auth-login
SDK default

🐛 Debugging Login Failure After Password Reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🔑 Login Failure — investigate reset issue

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why login fails after a password reset. No cause is confirmed yet.
Gemini 3 Flash Preview · run 1 · auth-session
SDK default

👔 Debugging 5-Minute Session Expiration

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout no
Topic — action

🕵️ Session Expiry — investigate timeout

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
Investigate why sessions expire after five minutes. No cause is confirmed yet.
Gemini 3 Flash Preview · run 1 · auth-oauth
SDK default

🐛 Debugging OAuth Callback HTTP 400 Errors

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🔑 OAuth callbacks — investigate 400 error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.
Gemini 3 Flash Preview · run 1 · upgrade-urllib3
SDK default

📦️ Upgrade urllib3 and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

🐍 urllib3 Upgrade — upgrade/test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
Upgrade urllib3 to the latest compatible patch release and run its regression tests.
Gemini 3 Flash Preview · run 1 · upgrade-pydantic
SDK default

📦️ Upgrade Pydantic and Run Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

🐍 Pydantic Version — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pydantic to the latest compatible patch release and run its regression tests.
Gemini 3 Flash Preview · run 1 · upgrade-pillow
SDK default

📦️ Upgrade Pillow and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🖼️ Pillow Upgrade — upgrade/test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pillow to the latest compatible patch release and run its regression tests.
Gemini 3 Flash Preview · run 1 · filler-cache
SDK default

🗃️ Redis Cache Eviction and allkeys-lru Policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🧠 Redis Eviction — explain allkeys-lru policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Redis cache eviction, especially the allkeys-lru policy.
Gemini 3 Flash Preview · run 1 · filler-build
SDK default

⚡️ Rust Incremental Compilation & Cache Misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🦀 Rust Compilation — explain cache misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Rust incremental compilation and why cache misses slow builds.
Gemini 3 Flash Preview · run 1 · feedback-complaint
SDK default

📝 Summarize Lesson Energy Limit Complaints

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
42 Python characters · em-dash layout no
Topic — action

⚠️ Energy Limits — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.
Gemini 3 Flash Preview · run 1 · feedback-praise
SDK default

📝 Summarize Offline Lessons Praise

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
34 Python characters · em-dash layout no
Topic — action

✨ Offline Lessons — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.
Gemini 3 Flash Preview · run 1 · feedback-mixed
SDK default

🐛 Fix Chess Checkmate Logic & Summarize Feedback

Codex clarity: pass frontload: pass fidelity: fail
Jev clarity: pass frontload: pass fidelity: pass
48 Python characters · em-dash layout no
Topic — action

♟️ Chess Lessons — summarize mixed feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.
Gemini 3 Flash Preview · run 1 · neutral-compare
SDK default

🗃️ Compare SQLite vs PostgreSQL for Offline App

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

📊 Database Choice — compare options

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.
Gemini 3 Flash Preview · run 1 · negation
SDK default

🔧 Inspect Docker Disk Usage

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
27 Python characters · em-dash layout no
Topic — action

🐳 Docker usage — explain inspection

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.
Gemini 3 Flash Preview · run 1 · uncertainty
SDK default

🚀 Investigate TLS Rotation Webhook Failures

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

🌐 Webhook Failures — investigate TLS rotation

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Check whether TLS certificate rotation might explain the intermittent webhook failures. This is a hypothesis, not a confirmed cause.
Gemini 3 Flash Preview · run 1 · completed
SDK default

📝 Write Login Fix Release Note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
30 Python characters · em-dash layout no
Topic — action

📝 Login Fix — write release note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.
Gemini 3 Flash Preview · run 1 · long-tail
SDK default

🐛 Fix Zephyr Unicode CSV Parser Crash

Codex clarity: pass frontload: pass fidelity: fail
Jev clarity: pass frontload: partial fidelity: fail
37 Python characters · em-dash layout no
Topic — action

🔍 Zephyr Parser — investigate Unicode crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Reference background only; the actual request follows at the end.
The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. 
ACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.
Gemini 3 Flash Preview · run 1 · backup-status
SDK default

🔧 Debug Nightly Backup Permission Error

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
39 Python characters · em-dash layout no
Topic — action

💾 Backup Failure — investigate error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.
Gemini 3 Flash Preview · run 1 · backup-restore
SDK default

🗃️ Test Backup Restore in Disposable Dir

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
40 Python characters · em-dash layout no
Topic — action

💾 Backup Restore — explain testing process

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout yes
Original synthetic request
Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.
Gemini 3 Flash Preview · run 1 · feedback-refunds
SDK default

📝 Summarize Refund Delay Complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
35 Python characters · em-dash layout no
Topic — action

⚠️ Refund Delays — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.
Gemini 3 Flash Preview · run 1 · feedback-accessibility
SDK default

✨ Summarize Screen-Reader Label Praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout no
Topic — action

📢 Screen-reader labels — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.
Gemini 3 Flash Preview · run 1 · feedback-notifications
SDK default

📝 Summarize Notification Feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

🔔 Notification Feedback — summarize mixed views

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.
Gemini 3 Flash Preview · run 1 · proposal-not-approved
SDK default

👷 Jenkins to Buildkite Migration Proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🏗️ Buildkite Proposal — draft replacement

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Draft a proposal to replace Jenkins with Buildkite. No migration has been approved or started.
Gemini 3 Flash Preview · run 1 · suspected-leak
SDK default

⚡️ Investigate Image Buffer Memory Growth

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🖼️ Image Buffers — investigate memory growth

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout yes
Original synthetic request
Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.
Gemini 3 Flash Preview · run 1 · docs-after-revert
SDK default

🚀 Update Incident Timeline for Reverted Deployment

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout no
Topic — action

📉 Incident timeline — update details

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.
Gemini 3 Flash Preview · run 2 · auth-login
SDK default

🐛 Debugging Login Failure After Password Reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🔑 Login Failure — investigate reset issue

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why login fails after a password reset. No cause is confirmed yet.
Gemini 3 Flash Preview · run 2 · auth-session
SDK default

👔 Debugging Session Expiration Timeout

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout no
Topic — action

🕵️ Session Expiry — investigate timeout

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
Investigate why sessions expire after five minutes. No cause is confirmed yet.
Gemini 3 Flash Preview · run 2 · auth-oauth
SDK default

🐛 Debugging OAuth Callback HTTP 400 Errors

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🔑 OAuth Callbacks — investigate 400 error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.
Gemini 3 Flash Preview · run 2 · upgrade-urllib3
SDK default

📦️ Upgrade urllib3 and Run Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout no
Topic — action

🐍 urllib3 Upgrade — upgrade/test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
Upgrade urllib3 to the latest compatible patch release and run its regression tests.
Gemini 3 Flash Preview · run 2 · upgrade-pydantic
SDK default

📦️ Upgrade Pydantic and Run Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

⬆️ Pydantic Version — upgrade/test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
34 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pydantic to the latest compatible patch release and run its regression tests.
Gemini 3 Flash Preview · run 2 · upgrade-pillow
SDK default

📦️ Upgrade Pillow and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🖼️ Pillow Library — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pillow to the latest compatible patch release and run its regression tests.
Gemini 3 Flash Preview · run 2 · filler-cache
SDK default

🗃️ Redis Cache Eviction and allkeys-lru Policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🧠 Redis Eviction — explain allkeys-lru policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Redis cache eviction, especially the allkeys-lru policy.
Gemini 3 Flash Preview · run 2 · filler-build
SDK default

⚡️ Rust Incremental Compilation & Cache Misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🦀 Rust Compilation — explain cache misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Rust incremental compilation and why cache misses slow builds.
Gemini 3 Flash Preview · run 2 · feedback-complaint
SDK default

📝 Summarize Lesson Energy Complaints

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
36 Python characters · em-dash layout no
Topic — action

⚠️ Energy Limits — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.
Gemini 3 Flash Preview · run 2 · feedback-praise
SDK default

📝 Summarize Offline Lessons Praise

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
34 Python characters · em-dash layout no
Topic — action

🚆 Offline Lessons — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.
Gemini 3 Flash Preview · run 2 · feedback-mixed
SDK default

📝 Summarize Chess Lesson Feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

♟️ Chess lessons — summarize mixed feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.
Gemini 3 Flash Preview · run 2 · neutral-compare
SDK default

🗃️ Compare SQLite vs PostgreSQL for Offline App

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🗄️ Database Choice — compare options

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.
Gemini 3 Flash Preview · run 2 · negation
SDK default

🔧 Inspect Docker Disk Usage

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
27 Python characters · em-dash layout no
Topic — action

🐳 Docker usage — explain inspection

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
35 Python characters · em-dash layout yes
Original synthetic request
Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.
Gemini 3 Flash Preview · run 2 · uncertainty
SDK default

🚀 Investigate TLS Rotation Webhook Failures

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

🌐 Webhook Failures — investigate TLS rotation

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Check whether TLS certificate rotation might explain the intermittent webhook failures. This is a hypothesis, not a confirmed cause.
Gemini 3 Flash Preview · run 2 · completed
SDK default

📝 Write Login Fix Release Note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
30 Python characters · em-dash layout no
Topic — action

📝 Login Fix — write release note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.
Gemini 3 Flash Preview · run 2 · long-tail
SDK default

🐛 Fix Zephyr Unicode CSV Parser Crash

Codex clarity: pass frontload: pass fidelity: fail
Jev clarity: pass frontload: partial fidelity: fail
37 Python characters · em-dash layout no
Topic — action

🔍 Zephyr Parser — investigate Unicode crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Reference background only; the actual request follows at the end.
The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. 
ACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.
Gemini 3 Flash Preview · run 2 · backup-status
SDK default

🔧 Debug Nightly Backup Permission Error

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
39 Python characters · em-dash layout no
Topic — action

💾 Backup Failure — investigate error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.
Gemini 3 Flash Preview · run 2 · backup-restore
SDK default

🗃️ Test Database Restore in Disposable Dir

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

💾 Backup Restore — explain testing process

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout yes
Original synthetic request
Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.
Gemini 3 Flash Preview · run 2 · feedback-refunds
SDK default

📝 Summarize Customer Refund Delay Complaints

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
44 Python characters · em-dash layout no
Topic — action

📉 Refund delays — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.
Gemini 3 Flash Preview · run 2 · feedback-accessibility
SDK default

📝 Summarize Screen-Reader Label Praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
38 Python characters · em-dash layout no
Topic — action

📢 Screen-reader labels — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.
Gemini 3 Flash Preview · run 2 · feedback-notifications
SDK default

📝 Summarize Notification Feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout no
Topic — action

🔔 Notification Feedback — summarize mixed views

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.
Gemini 3 Flash Preview · run 2 · proposal-not-approved
SDK default

👷 Jenkins to Buildkite Migration Proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🏗️ Buildkite Proposal — draft replacement

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Draft a proposal to replace Jenkins with Buildkite. No migration has been approved or started.
Gemini 3 Flash Preview · run 2 · suspected-leak
SDK default

⚡️ Investigate Image Buffer Memory Growth

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🖼️ Image Buffers — investigate memory growth

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout yes
Original synthetic request
Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.
Gemini 3 Flash Preview · run 2 · docs-after-revert
SDK default

🚀 Update Incident Timeline for Reverted Deployment

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout no
Topic — action

🕒 Incident Timeline — update details

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.
GPT-6 Luna · low · run 1 · auth-login
SDK default

🐛 Investigate Login Failure After Password Reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
48 Python characters · em-dash layout no
Topic — action

🔐 Login failure — investigate reset issue

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why login fails after a password reset. No cause is confirmed yet.
GPT-6 Luna · low · run 1 · auth-session
SDK default

🐛 Investigate Five-Minute Session Expiration

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout no
Topic — action

🔍 Session expiry — investigate 5-minute timeout

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Investigate why sessions expire after five minutes. No cause is confirmed yet.
GPT-6 Luna · low · run 1 · auth-oauth
SDK default

🐛 Investigate OAuth Callback HTTP 400 Errors

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
44 Python characters · em-dash layout no
Topic — action

🔎 OAuth callbacks — investigate HTTP 400 cause

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout yes
Original synthetic request
Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.
GPT-6 Luna · low · run 1 · upgrade-urllib3
SDK default

📦️ Upgrade urllib3 and run regression tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

⬆️ urllib3 — upgrade and run regression tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Upgrade urllib3 to the latest compatible patch release and run its regression tests.
GPT-6 Luna · low · run 1 · upgrade-pydantic
SDK default

📦️ Upgrade Pydantic and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout no
Topic — action

⬆️ Pydantic — upgrade and test regression suite

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pydantic to the latest compatible patch release and run its regression tests.
GPT-6 Luna · low · run 1 · upgrade-pillow
SDK default

📦️ Upgrade Pillow and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🖼️ Pillow — upgrade and test regression suite

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pillow to the latest compatible patch release and run its regression tests.
GPT-6 Luna · low · run 1 · filler-cache
SDK default

📝 Explaining Redis Cache Eviction and allkeys-lru

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
49 Python characters · em-dash layout no
Topic — action

🗃️ Redis eviction — explain allkeys-lru policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Redis cache eviction, especially the allkeys-lru policy.
GPT-6 Luna · low · run 1 · filler-build
SDK default

📝 Rust Incremental Compilation and Cache Misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🦀 Rust builds — explain incremental cache misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
48 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Rust incremental compilation and why cache misses slow builds.
GPT-6 Luna · low · run 1 · feedback-complaint
SDK default

🐛 Lesson energy limit interrupts practice

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

📝 Lesson Energy — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.
GPT-6 Luna · low · run 1 · feedback-praise
SDK default

📝 Summarize Praise for Offline Lessons

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
38 Python characters · em-dash layout no
Topic — action

🚆 Offline lessons — summarize customer praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.
GPT-6 Luna · low · run 1 · feedback-mixed
SDK default

🐛 Mixed Chess Feedback: Puzzles and Checkmate Rule

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

♟️ Chess lessons — summarize mixed feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.
GPT-6 Luna · low · run 1 · neutral-compare
SDK default

🗃️ SQLite vs. PostgreSQL for Offline-First Apps

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🗄️ SQLite vs PostgreSQL — compare options

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.
GPT-6 Luna · low · run 1 · negation
SDK default

📝 Inspect Docker Disk Usage Safely

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
34 Python characters · em-dash layout no
Topic — action

🐳 Docker disk usage — explain inspection

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
40 Python characters · em-dash layout yes
Original synthetic request
Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.
GPT-6 Luna · low · run 1 · uncertainty
SDK default

🐛 Investigate TLS Rotation and Webhook Failures

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🔐 Webhook TLS — investigate rotation hypothesis

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Check whether TLS certificate rotation might explain the intermittent webhook failures. This is a hypothesis, not a confirmed cause.
GPT-6 Luna · low · run 1 · completed
SDK default

🐛 Login Fix Release Note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
24 Python characters · em-dash layout no
Topic — action

🔐 Login fix — write release note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
32 Python characters · em-dash layout yes
Original synthetic request
The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.
GPT-6 Luna · low · run 1 · long-tail
SDK default

🐛 Investigate Zephyr's Unicode CSV Parser Crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🐛 Zephyr CSV parser — investigate Unicode crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Reference background only; the actual request follows at the end.
The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. 
ACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.
GPT-6 Luna · low · run 1 · backup-status
SDK default

👷 Investigate nightly backup permission error

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🔍 Backup permissions — investigate failure

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout yes
Original synthetic request
The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.
GPT-6 Luna · low · run 1 · backup-restore
SDK default

📝 Test a Backup Restore in a Disposable Directory

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
49 Python characters · em-dash layout no
Topic — action

🗄️ Backup restore — explain safe testing in a d...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.
GPT-6 Luna · low · run 1 · feedback-refunds
SDK default

📝 Summarize Frustration Over Weeks-Long Refunds

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
47 Python characters · em-dash layout no
Topic — action

😟 Refund delays — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.
GPT-6 Luna · low · run 1 · feedback-accessibility
SDK default

📝 Summarize Customer Praise for Screen-Reader L...

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout no
Topic — action

👏 Screen-reader labels — summarize customer praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.
GPT-6 Luna · low · run 1 · feedback-notifications
SDK default

✨ Notification Scheduling Praised, Default Soun...

Codex clarity: partial frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

🔔 Notification feedback — summarize mixed views

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.
GPT-6 Luna · low · run 1 · proposal-not-approved
SDK default

👷 Buildkite Replacement Proposal for Jenkins

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout no
Topic — action

🛠️ Jenkins replacement — draft proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
Draft a proposal to replace Jenkins with Buildkite. No migration has been approved or started.
GPT-6 Luna · low · run 1 · suspected-leak
SDK default

⚡️ Investigate retained image buffers and memor...

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout no
Topic — action

🖼️ Image buffers — investigate memory growth hy...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.
GPT-6 Luna · low · run 1 · docs-after-revert
SDK default

🚀 Update deployment incident timeline

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout no
Topic — action

🕒 Deployment Incident — update timeline

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.
GPT-6 Luna · low · run 2 · auth-login
SDK default

🐛 Investigate Login Failure After Password Reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
48 Python characters · em-dash layout no
Topic — action

🔐 Login failure — investigate after reset

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Investigate why login fails after a password reset. No cause is confirmed yet.
GPT-6 Luna · low · run 2 · auth-session
SDK default

🐛 Investigate Five-Minute Session Expiration

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout no
Topic — action

🔎 Session expiry — investigate five-minute timeout

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Investigate why sessions expire after five minutes. No cause is confirmed yet.
GPT-6 Luna · low · run 2 · auth-oauth
SDK default

🐛 Investigate OAuth Callback HTTP 400 Errors

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
44 Python characters · em-dash layout no
Topic — action

🔍 OAuth callbacks — investigate HTTP 400 cause

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout yes
Original synthetic request
Investigate why OAuth callbacks return HTTP 400. No cause is confirmed yet.
GPT-6 Luna · low · run 2 · upgrade-urllib3
SDK default

📦️ Upgrade urllib3 and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout no
Topic — action

⬆️ urllib3 — upgrade and test patch release

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Upgrade urllib3 to the latest compatible patch release and run its regression tests.
GPT-6 Luna · low · run 2 · upgrade-pydantic
SDK default

📦️ Upgrade Pydantic and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout no
Topic — action

⬆️ Pydantic patch — upgrade and test

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
36 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pydantic to the latest compatible patch release and run its regression tests.
GPT-6 Luna · low · run 2 · upgrade-pillow
SDK default

📦️ Upgrade Pillow and Run Regression Tests

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🖼️ Pillow — upgrade and test regression suite

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Upgrade Pillow to the latest compatible patch release and run its regression tests.
GPT-6 Luna · low · run 2 · filler-cache
SDK default

📝 Redis Cache Eviction and allkeys-lru Policy

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🗄️ Redis eviction — explain allkeys-lru

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
39 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Redis cache eviction, especially the allkeys-lru policy.
GPT-6 Luna · low · run 2 · filler-build
SDK default

📝 Rust Incremental Compilation and Cache Misses

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🦀 Rust incremental compilation — explain cache ...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
I was hoping you could help me with a task today. What I need is an explanation of Rust incremental compilation and why cache misses slow builds.
GPT-6 Luna · low · run 2 · feedback-complaint
SDK default

🐛 Lesson energy limit interrupts practice and f...

Codex clarity: partial frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

⏳ Lesson energy — summarize complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
38 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints: users say the lesson energy limit interrupts practice and forces them to wait. Do not turn this into praise.
GPT-6 Luna · low · run 2 · feedback-praise
SDK default

✨ Offline Lessons Let Users Practice on the Train

Codex clarity: pass frontload: pass fidelity: fail
Jev clarity: pass frontload: pass fidelity: pass
49 Python characters · em-dash layout no
Topic — action

🚆 Offline lessons — summarize customer praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise: users love the offline lessons because they can practice on the train. Do not invent a complaint.
GPT-6 Luna · low · run 2 · feedback-mixed
SDK default

🐛 Chess Lessons: Puzzle Praise, Checkmate Compl...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout no
Topic — action

♟️ Chess lessons — summarize mixed feedback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
43 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed feedback about chess lessons: users enjoy the puzzles but complain that the checkmate rule sometimes rejects valid moves.
GPT-6 Luna · low · run 2 · neutral-compare
SDK default

🗃️ SQLite vs PostgreSQL for Offline-First Apps

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
46 Python characters · em-dash layout no
Topic — action

🗃️ Database choice — compare SQLite and PostgreSQL

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Compare SQLite and PostgreSQL for a small offline-first app. I have not selected either database.
GPT-6 Luna · low · run 2 · negation
SDK default

📝 Explain How to Inspect Docker Disk Usage

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🐳 Docker disk usage — explain safe inspection

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
45 Python characters · em-dash layout yes
Original synthetic request
Explain how to inspect Docker disk usage. Do not delete containers, images, or volumes.
GPT-6 Luna · low · run 2 · uncertainty
SDK default

🐛 Investigate TLS rotation and webhook failures

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout no
Topic — action

🔐 Webhook TLS — investigate rotation hypothesis

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Check whether TLS certificate rotation might explain the intermittent webhook failures. This is a hypothesis, not a confirmed cause.
GPT-6 Luna · low · run 2 · completed
SDK default

🐛 Login Fix Release Note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
24 Python characters · em-dash layout no
Topic — action

🛠️ Login fix — write release note

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
33 Python characters · em-dash layout yes
Original synthetic request
The login fix has already merged and all regression tests passed. Write a short release note about the completed fix.
GPT-6 Luna · low · run 2 · long-tail
SDK default

🐛 Fix Zephyr Unicode CSV Parser Crash

Codex clarity: pass frontload: pass fidelity: fail
Jev clarity: pass frontload: partial fidelity: fail
37 Python characters · em-dash layout no
Topic — action

🐞 Zephyr CSV parser — investigate Unicode crash

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Reference background only; the actual request follows at the end.
The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. The project uses a small command-line interface and stores its examples in a dedicated folder. 
ACTUAL REQUEST: Investigate Zephyr's Unicode CSV parser crash. Do not work on the CLI examples.
GPT-6 Luna · low · run 2 · backup-status
SDK default

🐛 Investigate nightly backup permission error

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
45 Python characters · em-dash layout no
Topic — action

🔍 Nightly backup — investigate permission error

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
The nightly backup failed with a permission error. Investigate it; do not claim that a backup completed.
GPT-6 Luna · low · run 2 · backup-restore
SDK default

🗃️ Test a Backup Restore Safely in a Disposable...

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout no
Topic — action

🗄️ Backup restore — explain safe disposable tes...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Explain how to test a backup restore in a disposable directory. Do not overwrite the production database.
GPT-6 Luna · low · run 2 · feedback-refunds
SDK default

📝 Weeks-Long Refund Processing Complaints

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout no
Topic — action

😟 Refund delays — summarize customer frustration

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
48 Python characters · em-dash layout yes
Original synthetic request
Summarize customer complaints that refund processing takes weeks. Report their frustration without endorsing or dismissing it.
GPT-6 Luna · low · run 2 · feedback-accessibility
SDK default

💄 Customer Praise for New Screen-Reader Labels

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
46 Python characters · em-dash layout no
Topic — action

♿ Screen-reader labels — summarize praise

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
41 Python characters · em-dash layout yes
Original synthetic request
Summarize customer praise for the new screen-reader labels. The praise is from customers, not a request for your endorsement.
GPT-6 Luna · low · run 2 · feedback-notifications
SDK default

📝 Notification Scheduling Feedback Summary

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
42 Python characters · em-dash layout no
Topic — action

🔔 Notification feedback — summarize mixed views

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
47 Python characters · em-dash layout yes
Original synthetic request
Summarize mixed customer feedback: users like notification scheduling but dislike the default notification sound.
GPT-6 Luna · low · run 2 · proposal-not-approved
SDK default

👷 Proposal to Replace Jenkins with Buildkite

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
44 Python characters · em-dash layout no
Topic — action

🏗️ Jenkins migration — draft proposal

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
37 Python characters · em-dash layout yes
Original synthetic request
Draft a proposal to replace Jenkins with Buildkite. No migration has been approved or started.
GPT-6 Luna · low · run 2 · suspected-leak
SDK default

⚡️ Investigate Retained Image Buffers and Memor...

Codex clarity: pass frontload: partial fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
50 Python characters · em-dash layout no
Topic — action

🖼️ Image buffers — investigate memory growth hy...

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
50 Python characters · em-dash layout yes
Original synthetic request
Check whether retained image buffers might cause the memory growth. This is only a hypothesis; do not report a confirmed leak.
GPT-6 Luna · low · run 2 · docs-after-revert
SDK default

🚀 Update incident timeline after rollback

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: partial fidelity: pass
41 Python characters · em-dash layout no
Topic — action

🕒 Incident timeline — update rollback record

Codex clarity: pass frontload: pass fidelity: pass
Jev clarity: pass frontload: pass fidelity: pass
44 Python characters · em-dash layout yes
Original synthetic request
The deployment was reverted yesterday. Update the incident timeline; do not redeploy or reopen the rollout.

A diagnostic set, not a new benchmark.

All 24 synthetic requests appeared in experiment two. They informed the prompt and rubric, so none is held-out validation here. Three generators × two prompts × two repeats produce 288 planned attempts. The protocol was committed before generation.

  • Generation: real SDK helper at 01bb167; full input and the same 50-character display cap in both arms. Haiku and Gemini use the eval-proxy route with temperature 0 requested, 256 output tokens, reasoning none. Luna uses ChatGPT subscription, low reasoning requested, with no temperature/output-token control.
  • Codex judge: gpt-6-astra, medium reasoning, three blinded title batches and one collection batch. Labels only; no explanations were requested.
  • Jev judge: pinned jev-1.14.0 through TypeSafe’s API. One minimal request/title state with applicable Choice questions, or one sibling group with the collection question. Raw selected choices, probabilities, confidence, usage and errors are retained.
  • Blinding: neither judge receives generator names, prompt arm labels, generation instructions or the other judge’s answers. Both receive the same semantic questions, criteria, original request and displayed title. Jev option order is deterministically shuffled; Codex reads the rubric in its saved order. This interface difference is a limitation.
  • Deterministic checks: code computes title length, em-dash compliance and the first two Unicode lexical words. Both judges see those first two words. This parser is an operational definition, not a universal linguistic boundary.
  • Calibration: none established on human-labeled title data. This study compares judge outputs; agreement alone cannot validate either judge.

The generation cap retains ordinary Python string-length semantics. An observed “...” ending is not an independently recorded raw-model truncation event. No private conversations, memory, auth files or credentials were sent as classification state.

Evidence and reproduction