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Autonomous agents need guardrails, not line-by-line scripts

Autonomous does not mean uncontrollable. Cogweald’s model can decide what happens next in a world. It cannot change the database schema, bypass authorization, arbitrarily rewrite published content, or turn unvalidated text directly into system state. The guardrails live outside the model: Output must match a structured schema. World state can only change through the server-side persistence layer.…

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What self-hosting AI code review actually costs

The "best self-hosted AI code review tool" question gets searched constantly, and almost everything that ranks is a vendor listicle with no method. One source actually ran a test and published costs.

  • Self-hosting AI code review costs $4,100 to $9,100 per month.
  • Costs include GPU usage plus 0.25 to 0.5 FTE maintenance work.
  • Self-hosting offers privacy advantages despite higher costs.

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