Apple's M6 Macs: Buy Memory for Local AI, Not the Benchmark Headline
The new M6 MacBook Pro and iMac share an AI pitch, but their memory ceilings and software paths make the buying decision more specific.
LPlutonous8 min read
Latest Analysis
Fast reads on model releases, compute strategy, policy pressure, and the companies fighting over the AI stack.
GitHub Copilot
GitHub Copilot's Cloud Handoff Changes Where Agent Work Runs, and Who Pays
GitHub's connected Copilot sessions move between devices, but cloud sandboxes now share an Actions compute allowance. Choose the execution environment before starting work.
8 min read
OpenAI
GPT-6.1 Terra Makes Screen Automation Cheaper to Try. The Pilot Still Has to Pass.
OpenAI's new Terra model costs $1 per million API input tokens and $5 per million output tokens. A bounded screen-workflow pilot can reveal the costs and errors that a benchmark cannot.
8 min read
Mistral
Mistral Large 4's Open Weights Change the Hosting Decision, Not the Hardware Bill
Mistral released Large 4's weights on October 29, after an October 6 API preview. Its trillion-parameter checkpoint makes the API-versus-own-infrastructure choice a question of control, capacity and license scope.
7 min read
Local AI
Windows Ultrabook or M6 MacBook Pro for AI? Buy the Toolchain First
A practical local AI buying guide to x86 ultrabooks, Snapdragon Windows laptops, NVIDIA performance laptops, and the M6 MacBook Pro.
10 min read
AWS
AgentCore's Credential Question: What Can the Shell Reach?
Unit 42's September research sharpens an October deployment question: session isolation, scoped tools and runtime credential protection are different controls.
5 min read
OpenAI
ChatGPT Dots: The Enterprise Rollout Starts With Permission
Dots launched September 29. The enterprise decision is an admin-gated beta, shared plugin permissions, separate computer access and a tightly scoped pilot.
7 min read
Cloudflare
Clef Is a Qwen Specialist With a Decision Head. That Is the Interesting Part
Cloudflare post-trained Qwen backbones into typed decision models. The architecture explains the speed opportunity, while bounded tests define the performance claim.
8 min read
ChatGPT Dots
ChatGPT Dots: Hand Off an Outcome, Not Another Conversation
A persistent Dot needs a deliverable, evidence and a finish line. How to brief ongoing work, review the actual result and stop the right tasks.
7 min read
ChatGPT Dots
Dots: The Conversation Is Included. The Work Has a Meter.
Dot conversations sit outside ChatGPT usage limits, but delegated Work and Codex tasks still consume allowances. Why launch-month generosity needs a workload budget.
7 min read
OpenAI
Dots vs Codex: Who Coordinates, Where the Work Runs
A Dot can coordinate Codex, but a cloud browser, a cloud coding environment and a connected local machine are different workplaces. Follow the task to the deliverable.
6 min read
Grok 4.7
Grok 4.7: The Task Bill Depends on the Route
An October 2 employee report puts Grok's effort settings under scrutiny. API and Cursor context thresholds show why the same model can produce different bills.
8 min read
Aleph Alpha
Kolibri 1 Opens a Bilingual Deployment Option. Sparse Compute Still Needs Memory
Aleph Alpha's October 3 release makes German-English weights downloadable. Active parameters, context limits and serving software determine the practical value.
5 min read