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.
Tag: debugging
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.
When the Heartbeat Flatlines
A heartbeat workflow can’t alert you to its own failure. You need something watching the watcher.
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.
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.