GitHub Copilot - Page 17

Tencent Cloud's TeamAI shares skills, rules and MCP settings across a team's AI coding agents via Git, under MIT. The 76% cost claim is Tencent's own.

The US Labor Department has suspended Microsoft, Adobe and six IT outsourcing firms from the PERM labour-certification process, the first step towards a green card. What the announcement confirms, what the fraud claims are, and what Microsoft says. Plus a pointer to TSN's separate post on Axios's report about AI companies' "day after" planning.

Four AI developer-tool updates from 8–9 October 2026: Harness buys selected Augment Code assets (not the whole company, price undisclosed), Hugging Face's TRL v1.15.0 claims up to 6.9× longer training sequences, Google's Genkit Dart reaches 1.0, and NVIDIA shows its Boro kernel-review tool. What each says, and what it doesn't.

Three security items from 8–9 October 2026: a security firm reports attack attempts against a patched, maximum-severity SonicWall SMA1000 flaw (success unconfirmed); Pwn2Own Ireland pays $1,262,000 for 98 zero-days; and Microsoft says Windows Update certificates expire on 17 May and 19 June 2027.

A preprint from EPFL researchers, listed on Apple's research site, finds a single minimal coding-agent session matched or beat elaborate machine-learning agent systems in its tests. Pasqal releases skills that let coding agents prepare quantum experiments, and Microsoft makes 30 Dynamics 365 CRM skills generally available, with Autopilot still in private preview.

Update, 9 Oct 2026: Bloomberg reports that OpenAI expects to reach or exceed $70bn in annualised revenue by the end of the year, citing people familiar with the matter. That is a projection, not current revenue, and OpenAI declined to comment. The Financial Times reports that OpenAI told investors its annualised revenue was "approaching $50 billion" at the end of September, about $20bn below figures reported last month. What "annualised" means, why OpenAI and Anthropic count differently, and what the report does not prove.

JetBrains has released Mellum2.1, a small open model for coding agents, and Hugging Face has released Carbon-A, a 1.2B-parameter model that predicts protein-coding regions in DNA, plus a database of 566 million predicted loci. What each does, and which numbers are the developers' own.

Hugging Face's FineEnvs team has released an open framework that turns unmodified coding-agent harnesses such as Claude Code, Codex and OpenCode into reinforcement-learning environments. In its own tests, one small model scored 62% in one harness and 33% in another. What a harness is, how the training works, and what the results do and do not show.

An NVIDIA tutorial shows OpenAI's Codex coding agent turning a Jetson Orin Nano into a self-starting kiosk that captions a live webcam feed with Google's small Gemma 4 E2B model, running on the device. What the demo shows, what "No Mac required" means, and why local inference matters.

DARPA has moved Atom Computing, Diraq, IBM and IonQ into the final, hands-on stage of its Quantum Benchmarking Initiative, and says it increasingly expects a useful quantum computer by 2033. UK trapped-ion firm Universal Quantum has raised more than $100m, IonQ claims big speed-ups for error-corrected operations in simulations, and a peer-reviewed Cornell paper shows a full gate set on a qubit that partly tolerates its main error. Plus a Jülich preprint and Infineon's ion-trap chips. What each confirms, and what is only claimed.