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      "content": "Optimizing tokens : research and development",
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      "content": "Yes chef. Optimizing token spend across R&D work. Let me pull current usage data and map where the burn is happening.",
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      "content": "Here's where the fat is and what I'm cutting:\n\nToken Burn Map\n\n**Biggest offenders (R&D context):**\n\n```\n| Area                        | Problem                                              | Fix                                                                                                   |\n| --------------------------- | ---------------------------------------------------- | ----------------------------------------------------------------------------------------------------- |\n| Research (Julia/last30days) | Broad sweeps, fabricated sources, retries            | Tighter queries, verification gate already added, cap at 3 sources per signal                         |\n| Dev (Thibault)              | Full file rewrites when surgical edits suffice       | Briefs must specify edit-only vs. full generation. Include exact file paths + line ranges             |\n| Boot sequence               | 5 file reads on every session (~8-10k tokens loaded) | Already necessary — but can trim LEARNINGS.md (it's bloated at 200+ lines, half are one-time lessons) |\n| Main session (Opus)         | Running R&D coordination on the most expensive model | Sub-agents already on Sonnet. Main stays Opus for orchestration judgment                              |\n| Context creep               | Sessions grow past 50k without compacting            | Enforce auto-compact more aggressively — after every completed sub-agent, not just after \"tasks\"      |\n```\nConcrete Actions",
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      "content": "1. **LEARNINGS.md audit** — Archive resolved/one-time rules, keep only active patterns. Should be ~50 lines, not 200.\n2. **Research brief template** — Max 3 sources, must verify each URL loads, hard token cap per research sub-agent (set `runTimeoutSeconds`)\n3. **Dev brief template** — Surgical by default. Include: file path, line range, what changes, what stays. No \"rebuild this section\" when \"edit lines 45-60\" works.\n4. **Sub-agent timeout enforcement** — Research: 120s max. Dev: 300s max. Kills runaway agents.\n5. **Compact triggers** — After every sub-agent result collection, not just task completion.\n\nWant me to implement these now, or adjust the approach first?",
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