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production-ai
4 postsA Multi-Agent AI Game Cost $1,847 in One Weekend — Here's Why
A two-agent AI game cost $1,847 in one weekend. Breakdown of why multi-agent LLM costs multiply, plus the fixes that cut expensive calls.
LangGraph Pipelines Can Succeed and Still Be Wrong
LangGraph pipelines can finish cleanly while routing decisions silently drift wrong. See why maker/checker divergence and state snapshots catch what standard monitoring misses.
A 5-Layer AI Quality Architecture for 5 Production AI Systems
An engineer details a 5-layer quality architecture built across 5 production AI systems like ARIA, using input, processing and output gates to catch hallucination and drift.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comA Production Checklist for Rolling Out Open-Weight AI Models
A practical rollout guide for teams adopting open-weight AI models, covering task contracts, eval sets, routing layers, and output validation.