Every agent framework claims privacy and local-first. Here's what actually happens when you build a multi-agent system that runs entirely on your own hardware.
Self-Hosted AI Agent Systems: Why Local Inference Matters More Than You Think
Every agent framework claims privacy and local-first. Here's what actually happens when you build a multi-agent system that runs entirely on your own hardware.
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Eight stages, two human gates, four memory layers. The full state machine for agentic coding, with the alternatives I rejected.
1h 26m from prompt to merged PR for a real fintech webhook handler. $1.42 in LLM spend across architect + pm + 2 senior-dev + 5 reviewers. The full trail with caveats.