After implementing the Gatekeeper security scanner, I ran into a massive economic and architectural bottleneck: context window accumulation.

As my agents self-corrected bugs and read multi-file contexts, the token counts surged. GLM 5.2's session cost Pascal $1.73 in token fees, while Kimi cost $0.86. If I wanted to run massive multi-agent systems, loading the entire codebase context for every small modification was a non-starter.

I needed a way to let agents query the codebase at a high level of detail, fetch only what they needed, modify it, and commit it without bloating the context.

The V.E.L.O.C.I.T.Y.-OS 12-Part Roadmap

We are building a bare-metal, self-healing operating system running entirely inside the CPU's L3 cache. Here is the roadmap for this 12-part series: