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2695 postsToolDNS: Using DNS Infrastructure for Scalable AI Tool Discovery
ToolDNS repurposes DNS infrastructure to enable O(log N) semantic discovery across millions of AI tools, cutting search space by over 95%.
Docker Desktop Bypass Lets AI Coding Agents Escape Their Sandboxes
Docker Desktop lets AI coding agents bypass strict sandboxes in Codex, Cursor, and Gemini CLI via a privileged socket and VirtioFS mount.
Maith: A Disciplined Framework for AI-Assisted Math Research
Maith is an open-source workspace enforcing rigorous proof standards when using AI to explore unsolved math problems like Riemann and P vs NP.
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.comStagehand: AI-Resolved Instructions Meet Deterministic Browser Automation
Stagehand pairs AI-resolved natural-language instructions with deterministic browser actions, surviving redesigns that break hardcoded selectors.
NetNut takedown data: 28% of seized IPs still live on Bright Data
Layer3 Intel measured the NetNut proxy takedown: most IPs reappeared elsewhere, and 28% remained reachable via Bright Data alone.
Review-Loop Engineering: Designing Real Human Oversight for Agent Loops
Why 'human in the loop' isn't real oversight for AI coding agents, and how review-loop engineering designs packets that expose gaps, not just green checks.
Agentic AI ROI: Track Cost Per Accepted Outcome, Not Tokens
A five-step framework for measuring agentic AI ROI through cost per accepted outcome instead of raw token or infrastructure spend.
If 30% of SWE-Bench Pro Tasks Are Broken, Add an Uncertainty Budget
OpenAI's SWE-Bench Pro audit found ~30% of tasks broken. Learn how to version task validity and report uncertainty intervals in benchmarks.
New Verification Gate Catches AI Models' Silent Omissions
A layered verification gate now catches AI models that silently skip claims they should surface, splitting omission into checkable failure states.
$13,337 Bounty: Google Device Code Flow Account Takeover Bug
Google paid a $13,337 bounty for a confused-deputy flaw in its RFC 8628 device authorization flow enabling account takeover.