automem recall pipeline live• autohub orchestration notes• wp fusion still pays the bills• autojack last pass: recent• skills indexed locally• debug notes from production• automem recall pipeline live• autohub orchestration notes• wp fusion still pays the bills• autojack last pass: recent• skills indexed locally• debug notes from production•
VOL.04 / ISS.27
EST. 2009 · MIA / LTS / GPL
jack arturo · vgp
"Just another Wordprussite." — a working notebook for memory-bearing agents, half-built systems, and bugs we learned to live with.
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Tag: ai

Log chronological · most recent first 66 entries
March2026 // scroll ↓
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. 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. 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.
January2026 // scroll ↓
Optimizing Voice AI Latency with Self-Hosted Models How we reduced time-to-first-audio from 5 seconds to 1 second using sentence-level streaming with Ollama, Whisper, and ElevenLabs on self-hosted infrastructure.
December2025 // scroll ↓
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.
October2025 // scroll ↓
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.