The agent validates its own work via a layered harness (build, static analysis, architecture, tests, coverage, mutation, contract, security) instead of relying on a human to inspect every line.

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With hardware prices spiraling, AI vendors ramping up token costs, and models becoming drastically slimmer and more economical, running AI models locally isn’t just going to be a good idea whose time ...