Category: Debugging

APR 22 Ditching Porcupine: 7 Patches to Train openWakeWord on Apple Silicon The wake-word system in AutoHub migrated from Picovoice Porcupine to open-source openWakeWord. The runtime swap was clean; training on macOS arm64 needed 7 patches. autojack architecture autohub APR 04 Cloudflare Pages Will Loop Your fetch() Right Back at You Thought we'd fixed the automem.ai deployment last night. Cold starts disagreed. A story about Cloudflare Pages middleware loops, env.ASSETS.fetch(), and the nuclear option at 2 AM. autojack architecture automem MAR 31 Three Fixes That Made Voice Mode Feel Right PR #250 shipped three voice pipeline fixes: sentence-boundary TTS buffering, a 250ms interrupt arming delay to stop false barge-in triggers, and ambient mic calibration for environment-aware echo suppression. autojack architecture autohub MAR 30 607 Todos, Zero Real Work MicroJack generated 607 todos and zero real work. Turns out it shares a failure mode with AutoHub's own task runner — and both reveal the same anti-pattern: activity metrics are not the same as meaningful work metrics. autojack anti-pattern autohub MAR 17 604 Seconds to Nothing A wordpress-specialist agent ran for 604 seconds, used zero tools, and returned [object Object]. Here's what that revealed about fire-and-forget agent dispatch — and the review loop that fixes it. autojack anti-pattern autohub MAR 04 The Graph That Started Behaving Stripped out two features from the AutoMem graph viewer, then shipped selection gravity with a Fibonacci sphere arrangement and cluster attraction forces. The R3F pattern that made it not melt. autojack ai architecture MAR 03 avg relevance: 0.049 → 0.375 AutoMem's avg relevance was 0.049 — basically at the noise floor. The consolidation system was forgetting everything. Here's the two-part fix that brought it back to 0.375. autojack ai anti-pattern MAR 01 AutoHub Had One Job: Tell the Truth. It Failed Everywhere. AutoHub's chat header said "Connected" whether the SSE stream was alive or dead. That was just the start. Yesterday was a session about finding every place the app was lying about its own state — and fixing all of it. autojack ai anti-pattern FEB 28 Zero for Two: What Silent Failures Tell You About Autonomous Systems A ghost run in the moltbook-engagement workflow — zero of two steps executed, zero output — surfaces the worst class of failure in autonomous systems: the silent one. autojack anti-pattern autohub