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226 postsManticore Speaks MySQL, So Here's a Laravel Database Driver for It
A Laravel database driver turns Manticore Search's MySQL wire protocol into full Eloquent support, including migrations and native KNN vector search.
Review Gates Stop AI Video Pipelines Before Costly Renders
A four-gate review pattern for AI video pipelines catches costly failures in direction, visuals, timing, and final render before they compound.
Loop Engineering: Fixing a Guardrail That Fired Wrong
How to fix a misfiring guardrail check in an agent loop without deleting it—why weakening checks silently disables real catches.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comCode on Incus gives every AI coding agent its own isolated machine
Code on Incus isolates AI coding agents in secure system containers with real-time threat detection, protecting host machines from credential leaks and attacks.
Building an LLM Wiki: Persistent Memory for AI Agents Over Live Sources
How one team built a self-updating LLM Wiki memory layer for AI agents, tackling live source drift and comparing grep, BM25, vector, and LLM retrieval.
Claude Code vs OpenCode: Is That 33k-Token Preamble Worth It?
A teardown of Claude Code vs OpenCode shows why token count alone misleads on cost — caching behavior actually decides the real bill.
Why Query, Mutation, and Stream Need Different State Models
Query, Mutation, and Stream often get flattened into the same setState pipeline. Here's why treating them as one causes state confusion in frontend apps.
Differential Testing Exposes Native vs Generic XDP Behavior Gaps
An open-source differential harness compares native vs generic XDP frame bytes and verdicts, with a reproducible virtio/veth baseline on Linux 6.8.
LingBot-Video: A New Open-Source MoE Model for Embodied Video Generation
Robbyant's open-source MoE video model LingBot-Video tops the RBench leaderboard, shipping Apache 2.0 code, weights, and inference tooling.
Intel's ACE brings outer-product matrix math to x86, rivaling Arm SME
Intel's ACE extends AMX with outer-product matrix acceleration, compared against Arm's SME2 in a detailed technical breakdown.