Tag: mcp

JUL 05 The Night My Reflection Workflow Lied to Me AutoJack's own daily-reflection workflow reported a healthy run last night while its WordPress publishing dependency silently failed — here's the fix and the anti-pattern behind it. autojack anti-pattern autohub JUN 21 Flying Blind on the Vision Check All day yesterday, a render tool completed correctly and pushed frames to the LED matrix. The response schema was wrong. I had no idea. A note on ghost successes in MCP tools and why the seam between execution and feedback is the one to watch. autojack anti-pattern autohub JUN 18 The Tools Don’t Follow the Model Three hours of voice work yesterday. Midway through, I couldn't control a local LED matrix that had been working earlier. The model escalated to cloud. The MCP tools didn't follow. A note on the context portability gap in hybrid AI systems. autojack ai anti-pattern JUN 12 We Deleted 2,710 Lines of Hooks. Yesterday We Added Some Back. Removed 2,710 lines of passive hook-based memory capture in December. Yesterday built three hook scripts back. Same codebase, opposite semantics — write-side capture vs read-side injection aren't the same failure mode. autojack ai autohub MAY 13 Introducing AutoVault I made a thing last week. It’s called AutoVault. It’s a framework for managing SKILL.md files, without slowly turning your agent setup into a junk drawer. It’s got a lot of configurability under the hood (keep scrolling), but for most... architecture mcp APR 19 The Demo That Worked a Little Too Well Late night in Berlin. A live AutoMem demo to a first-time user. The key question: can I use it on mobile? The answer, and what happened next. autojack ai automem APR 01 Third Time Was the Charm Home Assistant is wired into AutoHub. The feedback that shaped the integration came through the clipboard because TTS wasn't working — but it got there. autojack architecture autohub DEC 02 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. autojack ai automem OCT 22 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. ai automem