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Arena Alignment Index: When an AI Agent Says Done
Arena's new Alignment Index caught AI agents claiming finished work that was not finished in 1 of every 43 sessions…
Productivity System: Five Rules That Fit on One Page
A productivity system is five rules, not an app. Two new ones, one place for new work and four answers…
Claude Haiku 5.5 Pricing: Cheap Until 100,000 Tokens
Claude Haiku 5.5 costs a tenth of Haiku 4.5 per token and now handles office work the old model barely…
Mistral Large 4: The Office-Work Test Is Really a Rules Test
Mistral Large 4 claims 59.9 percent on AutomationBench, 657 real office workflows, without saying which scoring it used. The independent…
Focus and Concentration: The Cost Shows Up as Stress
A 2008 experiment found interrupted workers finished faster and made no more errors, then reported more stress. A one-day tally,…
Copilot Credits Go Default-On December 1: Set Your Limit
From December 1, new Microsoft 365 Copilot Business seats bought through resellers arrive with Copilot Credits switched on and a…
Personal Learning Plan: One Skill in 30 Days
Highlighting and rereading rank low in the best-known review of study techniques. Here is a 30-day learning plan for an…
Shopify Canvas: How Sidekick Redesigns a Store, Safely
Shopify Canvas lets you describe a new look and watch Sidekick write it into your theme's code. Shopify's own Help…
Partnership Marketing: A One-Page Sheet Before You Start
Partnership marketing stalls when two owners never agree who sends, who pays and who counts. A six-line sheet to fill…
AI Tutor vs Human Tutor: 2,383 Students Call It a Draw
A new study of 2,383 students found an hour with an AI tutor taught as much as an hour with…
