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Insights on AI development, anticipatory intelligence, and building the future

The Receipt Beats the Promise: Shipping an AI Fix That Proves Itself
4 min read

The Receipt Beats the Promise: Shipping an AI Fix That Proves Itself

Every AI coding tool says it fixed your bug. attune fix has to prove it — with a receipt built from independently re-run verification commands. Then a cold UX review caught the receipt itself lying on the happy path, and the fix for that is the most interesting part of the story.

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4 min read

From 18 Workflows to Living Docs — Why We Pivoted

Attune AI grew from a desire to improve user assistance. We treat source code as the origin for help content — generating context-sensitive docs that live where users need them.

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5 min read

Building Real-Time AI Memory with Redis

We needed sub-millisecond coordination between AI agents. Redis made it possible. Here's how we built a dual-layer AI memory system using Redis for real-time state and git-based patterns for long-term knowledge.

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