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Is the Cheaper LLM Actually Cheaper? Five Checks With Code
Retries hide in your bill. On a 150-row benchmark, one cheap model cost nearly twice the baseline per success. Five checks to run before you swap.
Gemini Robotics 2.5 Hits 96% on Mercedes Lines — No API Yet
DeepMind's new VLA model ran Apptronik's Apollo 2 on active Mercedes-Benz lines at 96% success. There is no public API, no price and no GA date.
Qwen Code 1.0: Alibaba Open-Sources Its Agent Harness
Alibaba folded Qoder's agent harness into Qwen Code 1.0 under Apache 2.0. What shipped, the preview-branch caveat, and who should actually care.
Meta Muse Lands on Apple Watch and Wear OS: What You Get
Meta brought its Muse AI agent to Apple Watch and Wear OS with voice, text and dictation. What the wrist app does, what the plans cost, and where it works.
Gemini 4 Carbon Pricing vs Claude Fable 5.2: The Real Math
Google's Gemini 4 Carbon is now generally available at $2/$10 per million tokens until November 30 — a quarter of Claude Fable 5.2's rate.
Apple Charges $49.99 for Extra Apple Intelligence in Logic Pro
Logic Pro is the first Apple app to sell an Intelligence Usage Pack. It costs $49.99 one time, expires in 12 months and skips Family Sharing.
Prompt Ensembles Only Beat Self-Consistency When Errors Differ
A simulation puts five varied prompts at 21/24 and five samples of one prompt at 15/24 on the same budget. The gain vanishes when errors correlate.
Anthropic Buys $3.4B of Gas Turbines for 1.7GW of Power
Anthropic is buying Caterpillar generators rated up to 1.7GW, breaking from its rent-don't-own pattern as turbine backlogs stretch into the 2030s.
CLAUDE.md Edits Break Prompt Caching: A 10x Worked Example
A new guide puts CLAUDE.md at the front of the cache prefix: edit it mid-session and the same 4,000 tokens cost about 10x more across 40 turns.
Apple's Agentic Siri: What Gurman Says Lands in iOS 27.3
Gurman reports Siri gets fine-grained control of Apple's own apps in iOS 27.3, third-party apps in spring. What's checkable and what Apple hasn't confirmed.
Cursor Voice Chat for Agents: What It Does, Where It Stops
Cursor shipped two-way voice chat with coding agents on 6 November. It runs on Grok Voice, is blocked for API-key sessions, and the daily limit is unpublished.
Ante vs Claude Code: Is a 15MB Offline Agent Enough?
A week-long comparison puts Ante's single Rust binary against Claude Code: far smaller footprint and offline models, but beta bugs and no Windows.
Two Reports Show AI Outrunning the Humans Who Check It
METR says Anthropic's models improve twice as fast as a year ago, mostly because of AI. Days later: 948 Linux exploits in 30 hours for $1.2M.
