Moving the memory observer to a local model: five constraints nobody documents
A September 2026 claude-mem 13.24.1 case study: moving observations from Sonnet 5 to Qwen2.5-Coder-7B, with measured timeout and output-quality limits.
Focused setup guides. Each one covers a specific workflow, with copy-paste steps, an estimated duration, and a concrete result at the end.
A September 2026 claude-mem 13.24.1 case study: moving observations from Sonnet 5 to Qwen2.5-Coder-7B, with measured timeout and output-quality limits.
Jev, ses benchmarks et nos essais Laya sur Mac : résultats face aux règles simples, limites et installation locale sans API d’IA. Dossier FR/EN.
Jev benchmarks and our Laya experiments on Mac: results against simple rules, limitations and local setup without an AI API. French and English report.
Une configuration d'agents inspectée, partagée par Claude Code et Codex : releases immuables, 4 couches d'exécution, routage BM25 des skills et écarts relevés. Rapport complet à lire en ligne.
An inspected agent configuration shared by Claude Code and Codex: immutable releases, 4 execution layers, BM25 skill routing and the gaps found. Full report to read online.
Ce que Back Market a mesuré après 2 mois sur OpenRouter : budget par personne, choix des fournisseurs, chaîne de responsabilité. Rapport complet à lire en ligne.
What Back Market measured after 2 months on OpenRouter: a per-person budget, a provider shortlist, a longer liability chain. Full report to read online.
I ran claude-mem for four and a half months. Six things were broken, four of them since March, and none ever raised an error.
Choose context controls from L0 to L5 according to the failure you observe, from project documentation to scoped rules, behavior checks and shared configuration.
Compare eager and deferred MCP tool loading, distinguish context use from billed tokens, and choose servers for a concrete workflow need.
An illustrative 243-file migration split across bounded agents, with a shared brief, local checks and sequential merge validation.
Hooks are shell scripts with your user permissions. MCP servers are third-party code with access to your credentials. Their timing and access depend on the configured events and server.
Three configuration layers for project context, daily tools and persistent memory, with checks for what loads and how it behaves.
Separate test creation from implementation, verify the expected failure, and give automated TDD retries an explicit exit path.
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