Analysis
AI's Doom Loops Begin Where Automation Stops Paying for Its Inputs
An analysis of AI doom loops in publishing, hiring and model training, with a practical test for costs shifted beyond the tool’s immediate user.
Topic
AI Productivity
Use of AI to organize work, improve productivity, and assess the resulting workflow. Explore note-taking, feedback loops, and workflow comparisons that connect AI assistance to reviewed, useful work.
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Latest AI Productivity
All AI Productivity coverage
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Case Study
Instaply: Building an Instagram Reply Workspace With Codex
Learn from Instaply's Codex-built Instagram reply workspace, with a worked batch example separating suggestions, saved drafts, confirmed sends, and unresolved work.
First Look
GPT 6.1 Sol Arrives With a Lower Price for Multi-Step Work
GPT 6.1 Sol lowers standard token prices relative to Astra. Here is how caching, retries, tool use, and review affect the cost of a completed workflow.
Analysis
Opinion: Google Could Beat Meta at AI Business Calls by Making Trust Visible
Google may win repeat permission for AI business calls if its disclosure and user controls survive broader use, while Meta still has a path to close that gap.
Tutorial
Build an AI Productivity Feedback Loop With Notes and Weekly Reviews
Build an AI productivity feedback loop with source notes, weekly reviews, and a worked 60-to-80-percent example that separates observations from causal claims.