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152 postsLessons from a Week Evaluating an AI PR Reviewer
Lessons from evaluating an AI PR review plugin: fixing the wrong skill, why risk classification matters, and how upstream evidence quality shapes review accuracy.
FFmpeg's av1_vulkan Encoder: Does Your GPU Really Support AV1?
A hands-on look at FFmpeg 8.x's av1_vulkan encoder: probing driver support, running a first encode, benchmarking against SVT-AV1, and deploying it in containers.
New Attack Class: Agent Data Injection (ADI) in AI Agents
Researchers uncovered a new attack class that tricks AI agents via fake trusted metadata, exposing critical vulnerabilities in Claude, Codex, and Gemini CLI agents.
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.comPHP 8's JIT Compiler: How It Removes the Interpreter Tax
PHP 8's JIT compiles opcodes into native machine code, removing interpreter overhead. This piece covers OPcache, Tracing vs Function JIT, and CRTO tuning.
There Is No "Now" in Distributed Systems
Inspired by Einstein's relativity: NTP clock sync is an illusion. Learn how logical clocks, CAP theorem, and TrueTime solve event ordering in distributed systems.
Mirrorframe clones web pages into React, verified by pixel diff
Mirrorframe captures a live web page with a headless browser, extracts a Design Genome, and rebuilds it as a React app—verified node by node via pixel diff, no LLM involved.
AI Sandboxing: The Real Risk Lives in Infrastructure, Not the Model
As autonomous AI agents gain access to tools, credentials, and infrastructure, security focus is shifting from model behavior to runtime isolation and sandboxing.
From Prompt to Loop Engineering: The Verifier Is the Bottleneck
Prompt engineering became context engineering, now loop engineering: same unit-of-work shift, but the newest bottleneck is the verifier, not the model.
Debezium vs Managed CDC: How to Actually Decide Build or Buy
The real CDC decision isn't log capture but who owns the operational surface around it. A practical framework for choosing between Debezium and managed CDC platforms.
Why 'It Works' Is the Wrong Metric for Software Quality
Unlike a bridge, flawed software architecture runs just as smoothly as sound architecture. The real defect hides in the mechanics beneath behavior, not in what it does.