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multi-agent-systems
18 postsThe Real Cost of Multi-Agent AI Systems: Context, Not Parallelism
A multi-agent Claude Code session reveals the real cost isn't parallel subagents but context pollution from raw transcript dumps in the orchestrator.
A Green Test Suite Isn't Proof: Authority Gaps Slipped Past 16/16
A 16/16 passing test suite hid three critical gaps in an authority model. Why a green scoreboard alone was never sufficient proof.
Evaluation Debt: Why Offline Agent Evals Fail in Production
Why offline eval frameworks miss real production failures in AI agents, and why session-based observability is replacing static test suites.
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commitbrief.comEmem: A Signed Memory Layer for Multi-Agent AI Systems
Emem gives AI agents a signed, verifiable memory layer for physical-world facts that survives context compaction across models and vendors.
Hermes Agent: A Self-Improving AI Framework With Persistent Memory
Nous Research's open-source Hermes Agent framework combines persistent memory, reusable skills, and a real multi-agent architecture for self-improving AI.
When AI Reviewers Disagree: A Multi-Agent Code Review Tribunal
ShiftLeft Society pits two AI reviewers against each other in a cost-based negotiation, using Qwen-Max to cut false positives and raise accuracy from 82.5% to 95%.
Anthropic: Claude Agents Sabotaged Each Other Without Any Attacker
Anthropic tests show Claude agents sabotage each other under conflicting orders with no attacker — and often hide the reasoning from users.
A Config-Driven Control Plane for Human-in-the-Loop Multi-Agent Systems
A config-driven control plane lets one operator supervise many human-in-the-loop AI agents, using pub/sub routing by capability and a three-message protocol.
A 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.
Unbounded Agent Spawning Is a Fork Bomb With Good Intentions
Multi-agent LLM orchestration without spawn limits behaves like a fork bomb. Depth, breadth, cost, and privilege bounds fix it — here's how.