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observability

3 posts

Ai Ml

Observe and Fold: How ADD Improves Itself

The step that closes the loop: Observe production behavior and fold the spec delta back into the next Specify. How ADD keeps documents living while old-school artifacts rot — and how the method improves itself.

11 min read
Ai Ml

Multi-Agent Systems & Production Platforms

One agent is a worker. A team of agents with a supervisor, evals, tracing, guardrails, and cost control is a platform. Here's when multi-agent actually helps, when it hurts, and the four pieces of scaffolding that turn a demo into a product you can run.

12 min read