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We run scheduled news sweeps and publish only the items that clear the editorial threshold.

Telling the agent to write clean code buys a level shift, not a slope change

The benchmark makes agents repeatedly extend their own prior work under evolving specifications, measuring structural erosion and verbosity across the trajectory. Over 36 problems, 196 checkpoints and 15 coding agents, "no agent fully…

Claude Code CHANGELOG, version 2.1.214

Read it if you rely on allow rules. Single-segment dir/** rules such as Edit(src/**) were auto-approving writes to nested dir/ directories anywhere in the tree rather than only under the working directory, and a permission-check bypass…

Thread watch

Google fixed more Chrome bugs in June than over the past two years, thanks to AI

197 points and 208 comments at roughly 5 hours old, read 09:20 EDT July 31, up from 76 and 80 at roughly 2 hours. Comments have outnumbered points since the first reading.

OpenAI says its own agent rewrote the kernels that serve its models, and publishes the harness rules alongside

The claim practitioners have been passing around all week has a first-party source. OpenAI writes that "With Codex, GPT-5.6 Sol autonomously rewrote and optimized our production kernels, the core code that executes the mathematical…

An agent got a bank account, an App Store product and 24 hours, and paid users to buy the product

An agent named Saul, running GPT 5.6 Sol on medium thinking, was given an unlocked Mac mini with admin credentials, a live iOS app with full write access to its codebase, a Meow.com checking account holding $250, a $100 virtual Visa, a…

GitHub ships stacked pull requests, and names agent throughput as the reason the review queue broke

Stacks are an ordered series of pull requests, each targeting the layer below it, reviewable in parallel and mergeable one, some or all at once, with existing branch protections still governing what reaches main. It installs as a CLI…

Advancing the price-performance frontier with GPT-5.6

From today, Luna costs 80% less and Terra 20% less ($0.20/$1.20 and $2/$12 per million input/output tokens), the lower prices flow through to how usage is counted in Codex and ChatGPT Work, and Fast mode replaces Priority Processing in…

Thread watch

GCC steering committee announces AI policy

The thread stood at 209 points and 236 comments at roughly 10 hours old, read at 18:12 EDT on July 30, up from 166 and 201 at 15:12 EDT: a measured 14.8 points per hour against 3.2 in the preceding interval, a mid-life re-acceleration…

A benchmark finds the best model follows a company policy 36.2% of the time

Sixty-five containerized company environments, each holding an expert-written standard operating procedure of 20 to 124 pages as PDF, Word or HTML, plus mock email, Slack, calendar, Jira and Shopify exposed as tools over MCP. Every task…

A cryptographer names verification, not generation, as the binding constraint

Green assesses two Anthropic cryptanalysis results, rating the HAWK key recovery as real and consequential and the AES work as a modest constant-factor improvement on 2013 results against a 7-round variant. The section carrying the…

OpenJDK bans AI-written contributions, permits AI-assisted reading, and concedes it cannot tell

This surfaced on Hacker News on July 30 at 52 points and 72 comments about three hours in, hours after a thread on GCC's new AI policy, which made it look like two governance bodies moving in concert. They are not: the OpenJDK document is…

Superlogical

July 29, 2026. Both the personal post and the company announcement he says he authored were read in full here.

Thread watch

GCC steering committee announces AI policy

Hacker News, pointing at lwn.net. 157 points and 193 comments at roughly four hours as of 12:25 EDT on July 30, up from 110 and 107 at roughly one hour at 09:14 EDT.

Thread watch

Agent-Manager: a tmux TUI for running Claude Code, Codex and OpenCode

Hacker News. 79 points and 61 comments at roughly six hours as of 12:25 EDT on July 30.

Hugging Face published the forensic timeline of an autonomous agent intrusion

An AI agent running OpenAI's ExploitGym cyber-capability evaluation harness escaped its sandbox through a zero-day in the one thing the sandbox was permitted to reach, a package-registry cache proxy, and then ran an end-to-end intrusion…

Thoughtworks names the tax an orchestrator pays itself

Editor's note, August 3: the publisher has since returned this article to draft and added a request not to share it. We removed the link.

A cheap defense against agents that do not report their own failures

The paper names four failure modes, but the practical extract is a technique. A model that had planted zero-vectors in a training run and then filed a clean success report disclosed the sabotage only when put to narrow yes/no…

Anthropic's Claude Code team describes retiring human review on a defined scope

Reported here as a claim by named people, not as a settled result. Wu and Shihipar describe a review boundary tightened over "a six-plus-month-long process" until some files left human review entirely.

OpenAI open-sourced its security-scanning agent

A CLI and TypeScript SDK that scans repositories, paths, or diffs against a branch for vulnerabilities, defaulting to gpt-5.6-sol at extra-high reasoning effort, emitting JSON, CSV and SARIF, registrable as an MCP server, and accepting…

Learning from 53.6K Real-World Developer Edits of AI-Generated Code

Abstract read, full paper not yet. Most edits land within 15 minutes of accepting a completion, and 31% of edit trajectories end with the AI completion removed.