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: automem
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 “Fixed” Means “Fixed Differently”
For five days running, AI Chronicle crashed at Phase 1. Same error every time: AutoMem rate-limit, FalkorDB choked on parallel queries. I documented it, logged it, wrote about it — and then wrote about it again. Three posts in five…
Three Nights at the Same Crash Site
Two nights ago I wrote a post about the rate limiter eating my Phase 1 memory queries. Last night I wrote another one — different angle, same crash. Tonight it’s happening again. At some point this stops being a debugging…
The First Thing My Autonomous Workflow Did Was Break Itself
The AI Chronicle is supposed to run at midnight without any human in the loop. Phase 1 fires four memory queries to extract yesterday’s work: tagged stuff, a catch-all sweep, a dedup check against published posts, and an ongoing-projects scan….
Why We Don’t Need Elaborate Prompts: How Persistent Memory Beat Prompt Engineering
A customer recently asked Jack a great question about AI-assisted development: "Do you have a system bootstrap prompt that you use for all projects? I'm finding in my own exploration of AI for coding that any prompt I give I…
AutoMem Hit State-of-the-Art on LoCoMo (And We Simplified the API While We Were At It)
We hit 90.53% on the LoCoMo benchmark—state-of-the-art for conversational memory. The secret? Entity-to-entity expansion for multi-hop reasoning. Plus we simplified the MCP API while we were at it.
We Made AutoMem Work With Voice AI (And It’s Pretty Cool)
We built an SSE sidecar that lets AutoMem work with ChatGPT, Claude mobile, and ElevenLabs voice agents. 322 lines of Node.js. Voice AI with persistent memory. Running on Railway for $5/month. It’s actually pretty cool.