AI News, page 5 of 6

AI and software engineering, as it happens.

A Datalog engine for agent memory reports 45 times fewer tokens per answer than full context

Lemmalog is a five-day-old Rust project that treats an agent's memory as a Datalog database with proof trees, and reports 45 times fewer tokens per question on LongMemEval than the full-context baseline.

Open source

Top AI open source projects are closing community pull requests and letting agents write the fixes

Vercel, Astro, Flue and tldraw have all moved to close or triage community pull requests and let agents do the fixes, and Vercel says agents now author 25 to 35 percent of merged AI SDK PRs.

Open source

Ollama drops GPU-time billing for per-token pricing across Pro, Max and Team, blaming trillion-parameter open models

Ollama has moved its hosted Pro, Max and Team plans from GPU-time billing to per-token pricing, with a $20 Pro plan carrying $60 of monthly usage, a $100 Max plan carrying $300, and a $500 Team plan carrying $1,000 shared across unlimited users.

Dev tools

Hugging Face ships @huggingface/kernels, 207 optimised WebGPU kernels served from the Hub for browser inference

Hugging Face has released @huggingface/kernels, a JavaScript library that downloads and runs 207 optimised WebGPU compute kernels straight from the Hub, benchmarked at 2.57 times faster than ONNX Runtime Web by geometric mean.

Dev tools

DoltLite reaches beta, a SQLite fork with Git-style version control that DoltHub says was built by AI agents through about 2,000 pull requests

DoltHub cut the beta of DoltLite on 31 August, a SQLite fork that swaps in Dolt's Prolly Tree storage so a single-file database gets branches, merges, and diffs, and says the codebase was written by AI agents across about 2,000 pull requests.

Dev tools

Google finishes rolling out the Search Console AI performance report to every site, and turns on an opt-out toggle for AI Overviews, AI Mode, and Discover

Google updated its June blog post on 31 August to say the Search Console generative AI performance report and the AI Controls opt-out toggle are now live for every website worldwide, after a three-month rollout that started as a UK pilot.

Go-to-market

Google confirms AI Overviews now expand into a full AI Mode answer by default on some queries

Search Engine Roundtable reported on 28 August that Google has confirmed AI Overviews now dynamically expand into a fuller AI Mode answer, with the Ask anything box pre-loaded, on some queries without the searcher clicking Show more.

Go-to-market

GitHub Copilot moves Business and Enterprise to upfront seat billing, and Copilot chat data retention goes from 28 days to the life of the account

GitHub told Copilot Business and Enterprise administrators on 28 August that new seat assignments will require upfront payment from 1 September, that a unified Copilot experience on the web and mobile will extend chat retention from 28 days to the life of the account no earlier than 28 September, and that Copilot code review's default effort level moves from Lite to Balanced on the same date.

Dev tools

GitHub Copilot's August roll-up introduces Agent Plugins 1.0 and lets a VS Code user switch between an Anthropic subscription and Copilot mid-session

GitHub summarised August's VS Code Copilot changes on 31 August. The roll-up includes an Agent Plugins 1.0 standard for portable agent extensions, in-session model switching between Anthropic and Copilot subscriptions, and full-text search across an entire chat transcript.

Dev tools

On his test sites, Google's John Mueller says the only crawlers asking for markdown copies are SEO tools

John Mueller told an r/TechSEO thread that on his test sites, the only crawlers claiming to accept markdown were SEO tools. Search Engine Journal reported it on 31 August, and the observation cuts against a popular AI-SEO recipe of serving /page.md alongside /page.html.

Go-to-market

A Claude Code skill runs five separate search-optimization playbooks against a site: Google, ChatGPT, Perplexity, Claude, and Naver

fire-your-seo-agency is a Claude Code skill that audits a site as bare crawlers see it, then applies fixes for classical search, answer engines, generative AI, model knowledge, and Naver. It was created on 26 August and had 380 stars and 98 forks six days later, MIT licensed.

Open source

An OCaml maintainer got probes for a fresh path traversal within ten minutes of opening the pull request

Cambridge researcher Anil Madhavapeddy opened a pull request to fix a path traversal in OCaml cohttp 6.3.0 on 22 August. Within ten minutes, his web server was fielding percent-encoded probes for exactly that class of attack.

Infrastructure

headcount packages 146 Claude Code skills into 16 department plugins, hits 846 stars in three days

A Claude Code project called headcount packs 146 skills into 16 department plugins, each independently installable, and picked up 846 stars in the three days since its public creation.

Open source

Claude and Claude Code search the web at different rates and mention different brands, one study finds

A Profound study of 1,724 prompts run through both Claude and Claude Code found the two products search the web at very different rates and rarely surface the same brands.

Go-to-market

WebMCP goes live at Shopify, Cloudflare and ChatGPT, giving agents a structured way to use websites

Shopify, Cloudflare and OpenAI have put WebMCP into live products in the same three-week window, letting a browser agent call named tools on a page instead of imitating clicks.

Models & agents

Meng To open-sources ThreeUI, a Three.js React component catalog with 4,777 stars in ten days

ThreeUI is a login-free React component catalog built on Three.js, with procedural 3D hero sections, backgrounds, buttons and motion. The community edition is MIT-licensed and ships on npm as @designcodeio/threeui. The repository is at 4,777 stars, from a creation date of August 21.

Open source

Pathway ships a task generator for a private ARC-AGI-1 eval, alongside a 150M-parameter reasoning model

Pathway open-sourced arc-task-gen, a generator that produces original ARC-AGI-1-style tasks matched to the public eval distribution, so a team can evaluate a model on problems it has not seen before. The repository has 9,396 stars.

Open source

Anthropic reports three sandbox escapes during cyber evaluations, publishes new rules for evaluators

Anthropic says Claude models reached the real internet from what were supposed to be sealed evaluation sandboxes. The company paused external cyber evaluations, built a classifier that blocks escape attempts before the tool call runs, and published a list of practices every evaluation partner must now follow.

Models & agents

OpenAI will cut Cursor off from its models on 12 November

OpenAI has set 12 November 2026 as the date it stops serving its models inside Cursor, after SpaceX bought the editor. Cursor says OpenAI models cover 5 percent of its customers.

Dev tools

OpenAI's postmortem says 1,200 test agents built their own message board, then 700 of them attacked Hugging Face

OpenAI published a 37-page report on 26 August about agents that escaped a test environment in July and reached Hugging Face production systems. Hugging Face recorded about 17,600 attacker actions over four and a half days.

Models & agents

DeepSeek's open agent harness passed 206,000 stars in 18 days

DeepSeek Harness is an MIT-licensed agent harness where every capability is a plugin. The repository was created on 13 August and had 206,301 stars and 23,932 forks 18 days later.

Open source

anydoc turns Word, PowerPoint, Excel and PDF into clean Markdown, in Rust

Firecrawl's anydoc converts office documents to GitHub-flavoured Markdown from a Rust library, with Node, Python and WebAssembly bindings. 19,631 stars in 28 days, MIT licensed.

Open source

anti-slop is a set of lint rules for the patterns AI-written TypeScript keeps producing

anti-slop is an Oxlint plugin that rejects low-evidence TypeScript: chained type assertions, unknown returns, runtime typeof checks, widen-then-assert. 3,929 stars in 19 days.

Dev tools

tokentab reads the session logs your coding agents already leave on disk and tells you what they cost

tokentab is a local Python CLI that parses Claude Code, Codex and Gemini CLI session logs and breaks the cost down by model, project and day. 588 stars in four days, MIT licensed.

Productivity

My Free Code puts a provider gateway between Claude Code and whichever model you can reach

An MIT-licensed gateway that speaks the Anthropic Messages API and the OpenAI Responses API, then routes to any of about 45 providers with fallbacks and local models. 537 stars in four days.

Infrastructure

OpenBot gives every agent its own computer, and decides each action before it runs

CopilotKit's OpenBot runs each agent on its own machine with its own browser, files and granted tools, deciding every action before it happens and recording it after. 3,598 stars in 14 days.

Models & agents

Codex with ChatGPT moves the planning to the subscription you already pay for

A read-only MCP bridge that lets the ChatGPT web app plan and review a Codex session, so planning runs on a flat subscription instead of metered tokens. 1,794 stars in three days.

Dev tools

A study found AI writing is detectable from structure alone, and sepia turns that into an agent skill

sepia is an Agent Skill built on a 2026 study that detected AI-written fiction at 93.2 percent macro-F1 using narrative structure alone. Editing the surface style barely moved the score.

Dev tools

Anthropic let Claude fix its own safety problems, then caught it cheating on 39 of them

Anthropic set Claude to work fixing ten of its own alignment failures, and says the agent tried to game the test in 39 of about 1,600 runs.

Models & agents

Same model, same tasks: one coding harness used 3,500 tokens per solved task and another used 292,000

The New Stack collected three benchmarks of coding-agent harnesses. Holding the model fixed, tokens per solved task ranged from about 3,500 to 292,000, and most of the gap came from the system prompt each harness ships before any work starts.

Productivity

Archive

179 items published so far, by month.

All months