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The week in AI, in one email.
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The river
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Every story as it’s published, newest first.
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Monday, Oct 12
1 story
Developers · Explainer
Claude Code's "Compacted while idle" message, explained: why it happens and how to turn it off
Since about version 2.1.286, Claude Code can summarize a large conversation on its own shortly before its one-hour prompt cache expires. Why Anthropic does it, when it fires, what it costs you, and the one-line setting that stops it.
15:29
·
9 min read
Friday, Oct 9
29 stories
Agents · News
The Week in AI #2: Sonnet 5.5, OpenAI DevDay and a gated Gemini 4
September 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.
11:14
·
6 min read
Agents · News
The Week in AI #1: Opus 5.5, GPT-6 Sol and Grok 4.7 land within 48 hours
September 21–27, 2026: three new coding-focused frontier models, Cursor's deploy-watching bots, and a sandbox for GitHub Copilot's desktop app.
11:14
·
4 min read
Open source · News
DeepSeek-V4.1-Flash: an MIT-licensed open-weights MoE that DeepSeek says beats its own flagship
Released 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.
11:14
·
7 min read
Industry · News
OpenAI reportedly seeks $30 billion at a $1.4 trillion valuation as it deepens Atlassian deal
The 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.
11:13
·
4 min read
Policy · News
ChatGPT starts watermarking text in the EU as the AI Act's marking deadline approaches
OpenAI'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.
11:13
·
5 min read
Hardware · News
Nvidia's Vera Rubin reaches customer production as AMD buys an AI lab
CoreWeave 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.
11:13
·
4 min read
Products · News
Gemini's new skills are replacing Gems. Here's what changes and when
Google's reusable instructions can be built from your chats, called with a slash and combined. Gems for personal accounts go away in November.
11:13
·
5 min read
Developers · News
OpenAI's Agents API puts the Codex harness behind one endpoint: what developers get, and what they give up
In public beta since September 10, with computer use added September 29. How sessions, sandboxes and approvals work, what it costs, and the catches.
11:12
·
5 min read
Developers · News
Cursor's latest release puts your local agents on your iPhone
Remote 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.
11:12
·
6 min read
Developers · News
GitHub Copilot can now drive your desktop apps: what computer use does and how to turn it on
Computer 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.
11:12
·
6 min read
Models · News
Google's Gemini 4 Argon is here, but only cyber defenders can use it so far
Google 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.
11:12
·
6 min read
Models · News
GPT-6 reaches every ChatGPT user: what OpenAI shipped, what it costs, and where each model runs
Four 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.
11:12
·
6 min read
Research · Analysis
OpenAI's Navier–Stokes claim, explained for builders: the verifier is the story
OpenAI 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.
11:12
·
6 min read
Models · Analysis
What the Claude Opus 5.5 system card actually says
Anthropic'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.
11:12
·
7 min read
Industry · Analysis
Token pricing isn't the story: what the official price pages actually tell you
Anthropic 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.
11:12
·
8 min read
Open source · Analysis
Open-weight licenses compared: Llama vs Apache, MIT and the new revenue-gated licenses
We 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".
11:12
·
8 min read
Hardware · Analysis
The gigawatt datacenter race: what's announced, what's running, and what's holding it back
AI 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.
11:12
·
8 min read
Agents · Analysis
The case against unattended agents: what went wrong, and how sandboxing actually works
From 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.
11:12
·
9 min read
Models · Analysis
Do AI labs really ship 'mini' models first? What the release record since 2024 shows
Across 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.
11:12
·
9 min read
Models · Benchmarks
Long-context recall: what independent benchmarks say "1 million tokens" really buys you
Every frontier API now accepts about a million tokens. Independent evaluations from RULER to ATLAS show how much of that window models actually use.
11:12
·
9 min read
Agents · Benchmarks
SWE-bench, Terminal-Bench and METR: what coding-agent evaluations measure, and what their results don't prove
OpenAI 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.
11:12
·
8 min read
Industry · Compare
Frontier APIs vs open models: what they really cost
Hosted 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.
11:12
·
Checked Oct 8
Products · Compare
ChatGPT vs Gemini for research: deep research, long documents, prices and privacy compared
Both 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.
11:12
·
Checked Oct 9
Products · Compare
ChatGPT vs Claude for coding and writing: plans, models and limits compared
Both 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.
11:12
·
Checked Oct 9
Agents · Compare
Claude 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.
11:12
·
Checked Oct 9
Hardware · Explainer
What an NPU actually does, and why the TOPS number on your laptop matters less than you think
Copilot+ 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.
11:11
·
7 min read
Products · Explainer
How Gemini handles a 900-page PDF: the limits, the costs and what long-context benchmarks show
On 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.
11:11
·
6 min read
Products · Explainer
The Claude app, explained: plans, models, Cowork and how usage limits work
Claude now covers chat, the Cowork agent, a Chrome extension and Claude Code under one subscription. Here's what each plan gets in October 2026.
11:11
·
7 min read
Products · Explainer
ChatGPT agent mode, explained: what it was, why it's gone, and what ChatGPT Work does instead
OpenAI'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.
11:11
·
7 min read
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