The External Scaffolding Era Is Ending
BMAD, Spec-Kit, Cline - frameworks that compensated for tool limitations. Plan Mode, Cursor 2.0, and Antigravity absorb the patterns natively.
Read more →12 Factor Agents: Principles for AI That Actually Work
HumanLayer's 12-factor agents codifies what works in production AI: own your context, keep agents small, stay out of the dumb zone.
Read more →Plan Mode Is Now Mandatory. Auto-Compact Should Be Enabled.
Opus 4.5 shipped Plan Mode as a core workflow. The workarounds are obsolete. And the case for auto-compact finally tips in favor of enabling it.
Read more →Ralph Wiggum: Autonomous Loops for Claude Code
The official Claude Code plugin that lets agents work autonomously for hours. When to use it, when not to, and the philosophy behind letting AI fail repeatedly until it succeeds.
Read more →Claude Code Plugins: Breaking the AI Slop Aesthetic
How Anthropic's new plugin system and frontend-design skill help Claude Code generate distinctive UI instead of generic AI output.
Read more →Agent Harnesses: From DIY Patterns to Product
Anthropic's engineering team published patterns for long-running agents. These same patterns - progress tracking, feature lists, session protocols - are what products like SpecPilot must solve at scale.
Read more →AI-Generated UI Mockups in Your Coding Workflow
Design systems from mockup to code in a single Claude Code session. Use Gemini 3 Pro to generate UI concepts, then implement them directly.
Read more →Opus 4.5 and Tool Search: The Native Fix for MCP Context Bloat
Claude's new model ships with defer_loading for tools. The MCP isolation patterns I built are now (mostly) obsolete.
Read more →From Single Model to Specialized Tooling: Adding React Grab to the Stack
My AI workflow evolved from 'Claude does everything' to specialized tools for each task. React Grab fills the UI extraction gap I didn't know I had.
Read more →The SDLC Is Collapsing Too
The PM/Eng split dissolved into product engineering. Now the traditional software development lifecycle is following suit as coding agents handle multi-hour tasks across planning, building, testing, and deployment.
Read more →Hybrid AI Workflows: Spawning Gemini from Claude Code
Claude Code for development, Gemini 3 Pro for visual analysis, research, and deep thinking. A slash command that routes tasks to the right model.
Read more →Product Engineering: The New Superpower
How AI and spec-driven development are fusing product management with engineering, creating a new hybrid role that's transforming how small teams ship software.
Read more →Use Bun
I fought to move teams from npm to pnpm. I was all in. Then a friend said 'lol use bun' and I converted every project within days. Here's why I'll never go back.
Read more →Skills Auto-Activation via Hooks (Does It Solve the Problem?)
Hooks-based skill activation solves context selection (which guidelines? which tools?) but not workflow orchestration. Both patterns have their place.
Read more →Expressing MCP Tools as Code APIs (96% Less Context)
From Chrome DevTools experiment to universal MCP wrapper: progressive discovery works with any server, Skills integration, and smart deduplication
Read more →Claude Skills: The Controllability Problem
Skills are auto-invoked by Claude's judgment. For engineering workflows that need predictability, slash commands give you explicit control.
Read more →When Claude Needs a Second Opinion: Strategic Thinking with Codex
Claude Code loves to jump straight into implementation. Sometimes you need a model that thinks first. Here's how I use Codex for systems thinking and architecture decisions.
Read more →Isolating MCP Context in Claude Code with Slash Commands
How to use slash commands to keep specialized MCP tools isolated from your main conversation context.
Read more →Stop Speedrunning Claude Code (Master the Core Loop First)
MCPs, subagents, and automation are tempting. But the developers getting the most from Claude Code aren't rushing to advanced features - they're mastering the fundamentals.
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