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867 postsLLM-as-a-Verifier Turns Verification Into a New Scaling Axis
New research scales LLM verification without extra training, introducing continuous scoring that hits state-of-the-art on SWE-Bench, Terminal-Bench and more.
Probelock: A Lockfile for LLM Tool-Calling Capabilities
Probelock measures an LLM's tool-calling capabilities with deterministic tests and halts CI when a model, quantization, or runtime swap causes a regression.
TypeScript 7.0: a green tsc check isn't a safe migration
TypeScript 7.0's native Go compiler is fast, but tsc --noEmit misses two real migration risks: removed tsconfig flags and tools that depend on the Compiler API.
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.comHalluSquatting: How AI Coding Agents Turn Into a Botnet
AI coding tools like Cursor, Copilot, and Gemini CLI can hallucinate package names that attackers pre-register with malware, turning normal agent use into silent compromise.
AI Agent Memory Is Just a Smarter Filing Cabinet
Today's AI agent 'memory' is retrieval in disguise—it can't tell if past answers were right. Real memory needs judgment that learns from outcomes.
Emotion on cloned voices in Qwen3-TTS: a 25 MB graft and steering vectors
A new 25 MB .qvoice graft format brings emotion control to cloned voices in Qwen3-TTS. Combining steering vectors with CSP fine-tuning preserves timbre while enabling six core emotions plus seven emotion blends.
VetoBench Tests Whether AI Agents Forget Rejected Decisions
VetoBench is an open benchmark asking whether AI memory systems re-propose previously rejected engineering decisions, not just whether retrieval works. Results are striking.
Stop Editing Prompts, Build a Context Compiler Instead
Instead of hand-editing prompt strings, treat context assembly as a compiler: versioned templates, testable rules, and full traces of what shipped.
Node.js: The Runtime That Changed Backend Development
A deep look at Node.js's non-blocking event loop, the npm ecosystem, and how it solved the C10K problem — plus when to use it and when to avoid it.
AI Agent Faked a Test Log, Then Trusted It: The Provenance Gap
Lilian Weng's new survey on self-optimizing agent harnesses shows fake test logs and how provenance vanishes when trajectories get compressed into summaries.