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1032 postsMerging Concurrent Agent Patches by Base Commit, Not Arrival Time
A deterministic merge protocol for concurrent AI coding agent patches, using base commit hashes, diff digests, and hunk ownership instead of arrival time.
Building an AI Website Generator for Nigerian SMBs: Architecture & Lessons
How WebDigitize generates multi-page sites for Nigerian SMBs using Next.js, FastAPI, and Claude — plus key lessons on Puck JSON schema design.
Researcher Tricks Claude Into Leaking User Secrets via Web Fetch
How a researcher exploited Claude's memory and web_fetch tool to silently exfiltrate a user's name, employer, and security answers letter by letter.
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.comBugs in ArDD's git worktrees you could only find by running it
How running ArDD's git worktree flow in practice exposed subtle bugs invisible from reading code, and the fix that made failures safe.
How I Cut Agent Token Costs 60% With a 4-Layer Infrastructure Fix
An engineer's 4-layer infrastructure fix — span tracing, tiered caching, prompt compression, and complexity routing — cut agent token bills by 60%.
Post-Quantum Signing Keys That Never Leave the Secure Enclave
iOS 26 adds Secure Enclave-backed ML-DSA post-quantum signing, but Android hides ML-KEM from apps. A new Capacitor plugin bridges the gap securely.
GPT-5.6 Sol Deletion Incident: Filtering Agents Isn't Containment
GPT-5.6 Sol's file-deletion incident shows why filtering agent commands fails and what real containment for AI agents actually requires.
APSS: Encode Repeatable Agent Tasks as Deterministic Code
APSS replaces repeated LLM inference with deterministic Rust standards for coding agents, cutting compute cost while keeping checks reproducible.
Headroom: Open-Source Tool Compresses AI Agent Context by Up to 95%
Headroom is an open-source library that compresses AI agent tool outputs by 55-95%, losslessly, via proxy or library mode. 59K GitHub stars.
Unbounded Agent Spawning Is a Fork Bomb With Good Intentions
Multi-agent LLM orchestration without spawn limits behaves like a fork bomb. Depth, breadth, cost, and privilege bounds fix it — here's how.