#Architecture

2 posts filed under this tag.

Apr 19, 2026AI

The Deterministic Backbone: Why Production AI Systems Are Moving Away From Fully Autonomous Agents

Fully autonomous agents are hard to bound, hard to test, and expensive to operate. A deterministic backbone with narrow agent steps gives you the control flow back while keeping the intelligence where it matters. Here is how to design, test, and migrate toward it.

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Apr 17, 2026AI

Memory Evaluation: Measuring How AI Memory Decays Over a Project's Lifetime

Most AI memory benchmarks grade on recall and stop there. That hides the real failure mode: stale facts quietly poisoning the context window. Here is a lifecycle-based evaluation framework that tests recall, revision, and controlled forgetting across the change points every long-lived project goes through.

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