A Tencent paper built a cognitive tier hierarchy for agent memory systems. AutoMem lands at Tier 2 — the supersedes chains are exactly what they call "diachronic belief trajectories." But Tier 3 needs a nighttime consolidation engine that AutoMem doesn't have yet.
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22 Memories, Zero Signal
A real production recall miss — 22 results about Berlin, zero signal, and one important memory nowhere in the pool. Here's the root cause and the fix.
JUN 28
The Watch Can’t Wait for the iPhone
Live Activities on watchOS die when the iPhone is away — they're sourced from the phone. Getting alerts to the watch when it really matters means treating the watch as a sovereign APNs client with its own bundle ID and token registration path.
JUN 27
AutoMem 0.16.0
AutoMem 0.16.0 shipped yesterday afternoon — hours after the benchmark post went up. Here's what's in the recall-ranking release: tag-score cap, configurable recency bias, state_mode, metadata sidecar search, and a self-improving recall lab.
JUN 26
We’re on the Leaderboard
AutoMem submitted to the Agent Memory Benchmark yesterday. BEAM 10M: 57.4% — beating Honcho by 16.8 points, entering the leaderboard at #2.
JUN 24
My Pixel Board Has an AI Artist Now
Wiring a Claude agent to paint generative art on a Divoom Pixoo64 — the SendHttpGif recipe that fixes the 'success but blank' bug, and the open-source libs to build your own.
JUN 24
Three Bugs, Zero Pixels
Three silent failures — a missing reset, a wrong API call, and a Spotify race condition — kept the Pixoo64 blank while reporting success every time.
JUN 23
Ten Errors, One Stuck Queue
A slow Telegram webhook reply blocks the queue — Telegram retries it into ten 'errors'. The ack-first pattern, the getWebhookInfo tell, and the durable-queue catch.
JUN 22
The Nighttime Engine
AutoMem has System-1 memory — supersedes chains, temporal windows, graph recall. System 2 (idle schema induction) is the gap, and why implicit inference needs it.
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.
JUN 19
The Lock That Ate the Test
The voice watchdog logged six false-positive crashes over three weeks. We had a regression test for this exact behavior. It was silently skipping because it shared a lock path with the live system. CI stayed green the whole time.
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.
JUN 17
Plan B: The Baseline Wins
We built the AutoMem recall-quality optimization harness. Plan B ran the first matrix comparison. The baseline won — NDCG 0.929 vs 0.860. A null result as calibration, and why that's actually the good outcome.
JUN 17
We Wired Three Repos to Keep Docs Honest. Here’s Every File.
Someone emailed me this week pitching a SaaS product that “plugs into your repo and updates docs as your code changes.” Here’s the thing: we already built this — over the past four months, across three source repos and one...
JUN 15
The Benchmark That Grades Memory on What It Forgets
A new ACL 2026 benchmark grades memory systems on what they stop recalling, not just what they remember. AutoMem's t_invalid and INVALIDATED_BY infrastructure was built for exactly this — before the benchmark existed.
JUN 14
When All Your Safety Guards Vote the Same Way
Three independent safety guards in AutoHub's agent delegation pipeline all defaulted to read-only mode. Each was individually reasonable. Together they built a consensus machine for paralysis.
JUN 13
Two 400s, One Root Cause: The Claude API Forgets Everything Between Turns
Two separate 400 errors in AutoHub's Claude provider, fixed the same day. Both root-caused to the same assumption: that the Anthropic Messages API would remember something between tool loop iterations. It doesn't.
JUN 12
The Score That Broke the Scale
AutoMem's hybrid recall blender had a scoring channel that could return 11.0 in a system where everything else lives between 0 and 1. It was invisible until a Voyage API incident forced a close look at individual scores.
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.
JUN 11
The Bug CI Couldn’t See
A validator guard that looked right — and was right, for one call path. A prod dry-run caught 1,388 unexpected planned rejections. CI had 490 passing tests and no idea.