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2695 postsOversight Lints the Storybook Manifest Your AI Agent Actually Reads
Oversight, a new Storybook addon, lints the MCP manifest AI agents actually read, catching missing docs, extractor drift, and broken redirects.
Broken .AL DNSSEC Rollover Caused Outage; 1.1.1.1 Adds Bypass Alerts
Cloudflare fixed a broken .AL DNSSEC rollover with a Negative Trust Anchor and introduced a new EDE code that flags bypassed DNS validation.
10 AI Coding Models, 5 Tasks: Price Doesn't Predict Quality
Benchmarking 10 LLMs across 5 coding tasks reveals price and code quality barely correlate, with budget models rivaling premium ones.
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.comAudit Finds Most Distributional RL Risk Claims Are False
A new audit framework shows most risk claims from distributional RL agents like QR-DQN and C51 are training artifacts, not genuine environment risk signals.
Mechanistic View Reveals How Bias Lives Inside LLM Judges
Study shows LLM-as-judge bias is encoded in activation geometry, enabling causal steering and better failure prediction than text-based methods.
"Hallucination" Isn't One Bug. It's Three, and Only One Is Fixable
Hallucination isn't one failure mode — it's three. A test to tell them apart, why benchmarks reward bluffing, and what a 2026 prediction experiment showed.
Why $/Token Pricing Hides the Real Cost of Frontier AI Models
Frontier AI pricing pages hide tokenizer differences that can inflate real costs by up to 73% on code like TypeScript, per new billing analysis.
IETF Draft Lets IPv4 Run ARP-Free as a Service on IPv6-Only Nets
New IETF draft removes ARP and IPv4 subnets from IPv6-only networks, turning IPv4 into a pure host service via a sentinel gateway address.
AEGIS: An Open-Source, Self-Hosted Personal AI Orchestration System
Developer open-sources AEGIS, an MIT-licensed, self-hosted personal AI orchestration platform built on FastAPI, Postgres, and Temporal.
VetoBench Tests Whether AI Agent Memory Retains Rejected Decisions
VetoBench is an open benchmark testing whether AI agent memory systems retain and surface previously rejected technical decisions.