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How do you know your agent's memory layer is helping, not hurting?

I work on long-term memory for agents, and the honest problem I keep hitting: everyone benchmarks the model, almost nobody benchmarks the memory layer itself. A bad memory layer can actively make a good model worse, stale facts retrieved with high confidence, contradictions never surfaced. The vendor answer is usually "trust our evals." I published an open harness instead, MIT, that reruns 500…

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Kavro - New update 1.0.5

Kavro 1.0.5 6 new widgets: radio buttons, collapsing header (the widgets inside show while it’s open), table, graph (line, area or bars; live values with kv::PlotAdd), text area and number input.

Build log: turning one photo into a ~13-second racing meme video on Cloudflare Workers

A short racing clip has been going around on short-video apps: someone in a deep squat, flying down a highway at absurd speed, with a chase behind them. People wanted to put their own face in it.

  • Single photo transformed into 13-second racing meme video on Cloudflare Workers
  • Users can upload their own faces to create personalized meme videos
  • Pipeline includes photo checking, reference clip usage, and audio stripping

Why My Prefix Cache Missed Identical Requests

I enabled prefix caching in mini-vllm-rs , my Rust LLM inference engine for macOS, and submitted two identical requests concurrently to a cold cache. Neither reused a single token.

  • Prefix cache missed identical requests due to delayed page visibility
  • Incremental publication improved first token time by 48-93%
  • Early-release policy reduced TTFT by 56.9% for 2 concurrent requests

A Better Pocket 'PC'. No, seriously...

So, recently, in an unfortunate turn of events, my laptop (Lenovo LOQ 15IAX9 2024, infamous for motherboard failures on the Intel SKUs), capacitors decided they had enough and would function better if…

  • Lenovo LOQ 15IAX9 2024 suffered motherboard failure
  • Owner salvaged SSD, repurposed for portable PC
  • Guide shared for turning non-functional laptop into functional device

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