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If it's here, it's because I used it, tested it, or watched it fail and wanted to write down why.
VideoWatch the video20 min watchTreat Your AI Agent Like a New Engineer
Most AI coding agent failures are not prompt problems. They are onboarding problems.
codebase-readinessagents-mdcodex
ArticleRead more10 min readHarness Engineering: The 4 Levers Behind Almost Every Agent Failure
When an agent fails, harness engineering gives you four levers (Context, Tools, Loop, Governance) to find which one broke in under a minute.
ai-agentsagent-architectureharness-engineering
ArticleRead more10 min readHuman-in-the-Loop Agent Approvals: A Mastra Pattern
Prompt-based approval gates fail because the model decides whether to ask. Mastra's requireApproval primitive removes that decision entirely. Here's how to implement it.
ai-agentsagent-architecturemastra
VideoWatch the videoClaude Code Agent View: One Screen for Every Background Session
Anthropic's new way to dispatch and manage many Claude Code sessions from one screen — what each row tells you and the shortcuts I use day-to-day.
claude-codeagent-viewbackground-sessions
ArticleRead more10 min readYour AI Team Doesn't Need More People — It Needs Agents
What 'supported by a fleet of agents' means in practice: which tasks automate, which don't, and where the ROI breaks down. Evidence from Stripe, Coinbase, Ramp, and Shopify.
production-aiai-engineeringteam-structure
VideoWatch the videoI Hit My Claude Code Limit and Tried Codex
After two weeks running Codex CLI as my daily driver, I didn't switch from Claude Code — I split. Here's how to share your setup across both tools.
claude-codecodexagents-md
ArticleRead more4 min readClaude Code Routines: Auto-Maintaining PR Evolution Numbers
A backend PR kept colliding with other merges on database evolution numbers. Four manual rebases later, I described the problem to Claude and let it write a routine to handle the rest.
claude-codeautomationai-development
VideoWatch the video14 min watchYour AI Assistant Doesn't Need a Bigger Model. It Needs Colleagues
The multi-agent supervisor pattern in Mastra: eight specialist agents on one local LLM, one supervisor, structural trust boundaries — using TypeScript.
agent-architecturemulti-agentmastra
ArticleRead more14 min readClaude Opus 4.7 + Claude Code: 7 Tips for the 1M Context Window
Practical tips for getting the most from Claude Opus 4.7's 1M context window in Claude Code. Effort levels, proactive compaction, subagent delegation, and session management from daily production use.
claude-codeclaude-opusai-coding-tools
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