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Veille concurrentielle IA Factory — sources, digest format, audit scoring.
Instalar con Codex o Claude Copia este prompt, pégalo en Codex, Claude u otro asistente, y deja que revise la página de la skill y la instale por ti.
Basado en la clasificación ocupacional SOC
Force a full-file rewrite (Write) instead of patch (Edit) when Edit keeps failing or diff is large. Context rot mitigation — use when Edit has failed ≥2× on same file, or when estimated diff >30% of file size.
STOA PR Guardian — advisory three-axis review (ADR compliance, security, AI code smell) with binary GO/NO-GO verdict + confidence. Never approves, never blocks merge.
Analyze cycle capacity gap and propose backlog items to fill the sprint to ~80% of proven velocity.
Visual roadmap snapshot — theme progress, milestones, velocity. Zero new infra (Linear MCP + velocity.json).
Cycle-aware bidirectional sync between plan.md and Linear. Discovers all cycle tickets, detects drift, updates markers.
Debug GitHub Actions CI pipeline failures. Analyse les logs de workflow, identifie la cause racine et propose un fix.
| name | competitive-watch |
| description | Veille concurrentielle IA Factory — sources, digest format, audit scoring. |
| argument-hint | [digest | audit | benchmark] |
Veille concurrentielle integree a l'IA Factory STOA. 3 niveaux d'execution.
claude --version + release notesnpm view @anthropic-ai/claude-code version| Outil | Changelog | Focus |
|---|---|---|
| Cursor | https://cursor.com/changelog | Composer, multi-file, AI rules |
| Windsurf (Codeium) | https://codeium.com/blog | Cascade, flows |
| Aider | https://aider.chat/HISTORY.html | Modes, benchmarks |
| OpenAI Codex CLI | https://github.com/openai/codex | Sandbox, autonomie |
| Amazon Q Developer | https://aws.amazon.com/q/developer/ | AWS integration |
| Google Jules / Gemini CLI | https://developers.googleblog.com | Workspace integration |
L1 fonctionne en 2 phases (collect + digest) avec accumulation JSONL:
watch-collect.sh (2x/jour) watch-digest.sh (lundi)
Sources → JSONL append → Dedup + tri + format digest
.claude/watch/signals-YYYY-WNN.jsonl
watch-collect.sh)signals-2026-W09.jsonlwatch-digest.sh)$SLACK_WEBHOOK{"ts":"2026-02-24T08:00:00+00:00","source":"reddit","title":"...","url":"...","score":142,"meta":{}}
competitive-watch.sh) reste disponible pour affichage rapide en CLI.:telescope: VEILLE IA FACTORY — Semaine YYYY-WNN
:loudspeaker: BREAKING (action requise)
- [changement majeur qui impacte notre setup]
:new: NOUVEAUTES
- Claude Code vX.X.X : [features notables]
- Boris tip : [resume si nouveau thread]
:crossed_swords: CONCURRENCE
- Cursor : [mouvement notable]
- [autre concurrent] : [mouvement notable]
:speech_balloon: COMMUNAUTE (top signaux)
- [Reddit/HN posts classes par score]
:bulb: PATTERNS A TESTER
- [pattern vu dans la communaute qu'on n'utilise pas encore]
:bar_chart: NOTRE SCORE
- Setup actuel : XX/100 (dernier audit)
:dart: ACTION ITEMS
- [ ] [action concrete si necessaire]
| Niveau | Cadence | Declencheur | Outil |
|---|---|---|---|
| L1 Collect | 2x/jour (8h + 18h CET) | cron / launchd / n8n | scripts/ai-ops/watch-collect.sh |
| L1 Digest | Hebdo (lundi 8h CET) | cron / launchd / n8n | scripts/ai-ops/watch-digest.sh |
| L1 One-shot | Manuel (CLI) | Utilisateur | scripts/ai-ops/competitive-watch.sh |
| L2 Audit | Mensuel (1er du mois 8h UTC) | GHA cron | .github/workflows/monthly-ia-factory-audit.yml |
| L3 Benchmark | Trimestriel | Manuel | /benchmark-competitors slash command |
Setup cron/launchd/n8n: voir scripts/ai-ops/CRON-SETUP.md
User: /competitive-watch digest → lance le digest de la semaine courante
User: /competitive-watch collect → lance une collecte manuelle
User: /competitive-watch audit → affiche le dernier score audit
User: /competitive-watch benchmark → lance le benchmark trimestriel complet