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Agents · NewsThe Week in AI #2: Sonnet 5.5, OpenAI DevDay and a gated Gemini 4September 28 – October 4, 2026: two $2/$10 workhorse models, OpenAI's always-on dots, Google's cyber-first Gemini 4 Argon, and Copilot learns to use your desktop.·6 min readAgents · NewsThe Week in AI #1: Opus 5.5, GPT-6 Sol and Grok 4.7 land within 48 hoursSeptember 21–27, 2026: three new coding-focused frontier models, Cursor's deploy-watching bots, and a sandbox for GitHub Copilot's desktop app.·4 min readOpen source · NewsDeepSeek-V4.1-Flash: an MIT-licensed open-weights MoE that DeepSeek says beats its own flagshipReleased September 10, DeepSeek's new Flash model activates 8B–16B parameters per token, reads 1M tokens and images, and now answers V4-Pro API calls. What's confirmed and what's vendor-reported.·7 min readIndustry · NewsOpenAI reportedly seeks $30 billion at a $1.4 trillion valuation as it deepens Atlassian dealThe funding talks are unconfirmed and OpenAI's IPO has slipped to 2027. The Atlassian expansion, announced October 6, is the part OpenAI has put in writing.·4 min readPolicy · NewsChatGPT starts watermarking text in the EU as the AI Act's marking deadline approachesOpenAI's October 5 rollout is the most visible sign yet of the AI Act's content-marking rule. Systems already on the market have until December 2 to comply.·5 min readHardware · NewsNvidia's Vera Rubin reaches customer production as AMD buys an AI labCoreWeave says Cognition is the first customer running production work on Vera Rubin NVL72. Two days earlier, AMD agreed to buy World Labs for about $8.2 billion in stock.·4 min readProducts · NewsGemini's new skills are replacing Gems. Here's what changes and whenGoogle's reusable instructions can be built from your chats, called with a slash and combined. Gems for personal accounts go away in November.·5 min readDevelopers · NewsOpenAI's Agents API puts the Codex harness behind one endpoint: what developers get, and what they give upIn public beta since September 10, with computer use added September 29. How sessions, sandboxes and approvals work, what it costs, and the catches.·5 min readDevelopers · NewsCursor's latest release puts your local agents on your iPhoneRemote control for local agents arrived on October 6, capping a month of agent-management features in Cursor. What's new, what it costs, and what's unclear.·6 min readDevelopers · NewsGitHub Copilot can now drive your desktop apps: what computer use does and how to turn it onComputer use reached public preview on October 1 in Copilot CLI and the Copilot app on macOS and Windows. What it does, what it costs, and the risks GitHub flags.·6 min readModels · NewsGoogle's Gemini 4 Argon is here, but only cyber defenders can use it so farGoogle announced its new frontier model on September 30 with a $2/$10 introductory API price. A week later, access is still limited to vetted security partners.·6 min readModels · NewsGPT-6 reaches every ChatGPT user: what OpenAI shipped, what it costs, and where each model runsFour GPT-6 models in five weeks, split across ChatGPT's Chat and Work tabs, Codex and the API. Here's the verified map, with prices.·6 min readResearch · AnalysisOpenAI's Navier–Stokes claim, explained for builders: the verifier is the storyOpenAI says 10,000 AI agents found a blowup in the Navier–Stokes equations and proved it in Lean. What is checked, what isn't, and what it means for agent builders.·6 min readModels · AnalysisWhat the Claude Opus 5.5 system card actually saysAnthropic's system card for Opus 5.5 runs past 220 pages. What it says on bio and cyber risk, sandbox escapes, prompt injection and alignment, and what it leaves out.·7 min readIndustry · AnalysisToken pricing isn't the story: what the official price pages actually tell youAnthropic and OpenAI now charge identical sticker prices at two tiers. Your bill is decided by tokenizers, thinking tokens, caching, long-context surcharges and tool fees.·8 min readOpen source · AnalysisOpen-weight licenses compared: Llama vs Apache, MIT and the new revenue-gated licensesWe read the license texts. What Llama, Apache 2.0, MIT, Gemma's terms and the newest Qwen and Mistral licenses actually let you do, and why "open weights" isn't "open source".·8 min readHardware · AnalysisThe gigawatt datacenter race: what's announced, what's running, and what's holding it backAI labs and clouds have announced tens of gigawatts of compute. Primary sources show far less of it running. A sourced table and an honest look at the limits.·8 min readAgents · AnalysisThe case against unattended agents: what went wrong, and how sandboxing actually worksFrom a deleted production database to poisoned npm releases, documented agent failures share a pattern. Here's what the sandboxes in Claude Code, Codex and Copilot actually enforce.·9 min readModels · AnalysisDo AI labs really ship 'mini' models first? What the release record since 2024 showsAcross 32 small-vs-flagship pairings from six labs, the small model came first only five times. Here's what really drives the timing, and the price war at the bottom.·9 min readModels · BenchmarksLong-context recall: what independent benchmarks say "1 million tokens" really buys youEvery frontier API now accepts about a million tokens. Independent evaluations from RULER to ATLAS show how much of that window models actually use.·9 min readAgents · BenchmarksSWE-bench, Terminal-Bench and METR: what coding-agent evaluations measure, and what their results don't proveOpenAI dropped SWE-bench Verified, Terminal-Bench is on version 4.0, and METR can't yet pin down AI's effect on developer speed. What published evaluations show, and their limits.·8 min readIndustry · CompareFrontier APIs vs open models: what they really costHosted open models are cheap, but the frontier labs' small models now list even lower. Self-hosting pays off only at very high, steady volume. Verified prices and the arithmetic.·Checked Oct 8Products · CompareChatGPT vs Gemini for research: deep research, long documents, prices and privacy comparedBoth now write cited research reports. The real differences are how much each plan can read at once, how they handle your PDFs, and what happens to your data.·Checked Oct 9Products · CompareChatGPT vs Claude for coding and writing: plans, models and limits comparedBoth start at $20 and go to $200 or more. We compare the models each plan gets, Codex vs Claude Code, context, limits and what leaderboards show.·Checked Oct 9Agents · CompareClaude Code vs Codex vs Cursor: features, prices and limits compared (October 2026)All three now run in the terminal, the IDE and the cloud. The real differences are how they meter usage, how they sandbox commands, and which models you get. Verified against official pages.·Checked Oct 9Hardware · ExplainerWhat an NPU actually does, and why the TOPS number on your laptop matters less than you thinkCopilot+ PCs need a 40-TOPS 'AI engine'. Here's what that chip accelerates, which apps really use it, and why tools like Ollama mostly ignore it.·7 min readProducts · ExplainerHow Gemini handles a 900-page PDF: the limits, the costs and what long-context benchmarks showOn paper, a 900-page document fits comfortably in Gemini's 1M-token context. Whether it works depends on file size, your plan and what you ask.·6 min readProducts · ExplainerThe Claude app, explained: plans, models, Cowork and how usage limits workClaude now covers chat, the Cowork agent, a Chrome extension and Claude Code under one subscription. Here's what each plan gets in October 2026.·7 min readProducts · ExplainerChatGPT agent mode, explained: what it was, why it's gone, and what ChatGPT Work does insteadOpenAI's help center says ChatGPT agent is no longer available. ChatGPT Work, a cloud browser and dots now do its job. Here's how they work.·7 min read