Evaluating AI-Assisted Work as a Team
Use team questions to examine task scope, review effort and delivery outcomes. Evaluate AI-assisted work with shared evidence rather than reactions, labels or promises of superiority.
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Eval-Driven Development
Define acceptance criteria, use deterministic checks for verifiable properties, and review the checks themselves. Passing tests increases confidence within their coverage; it does not prove every behavior correct.
AI Security Research: From Findings to Verified Fixes
What Anthropic’s Mythos Preview security research demonstrated—and how engineering teams can turn AI findings into validated fixes.
The Re-Soloing
AI can help an individual complete broader implementation tasks. Evaluate that benefit alongside integration, review, ownership and the collaboration a project still requires.
Your Meeting Could Have Been a Prompt
Use AI to prepare concise updates and decision briefs. Choose between asynchronous work and a meeting based on uncertainty, participation and the decision required.
Claude Code Computer Use: Your AI Can Now See and Control Your Screen
How Claude Code computer use works, how to enable it, and how to turn desktop interaction into evidence for a development task.
KISS Your AI Workflow
Keep the AI workflow as simple as its requirements allow. Add orchestration, retrieval and automation for demonstrated needs while preserving useful checks and review.
The Capybara in the Room
A source-linked update on Claude Mythos: distinguish naming speculation, vendor evaluations and actual model availability.
Building an AI Audit for Things 3
A Claude Code audit for Things 3: read SQLite safely, score task structure, propose fixes, and apply approved changes through AppleScript.
Configure Claude Code for Maximum Power
Configure Claude Code model, effort and permission modes explicitly, with documented limits and realistic recovery expectations.
One Env Variable That Makes Claude Code Smoother
An experimental Claude Code rendering option that improved flicker in one reported test; support and behavior can change.
How to Install Claude Code the Right Way in 2026
Compare Claude Code installation methods, identify package ownership, and migrate to the native installer with verification.