Claude Code
27 articlesI cut my agent's always-loaded instructions by 62% and weakened no rule
The thin instruction kernel: CLAUDE.md from 54,825 bytes to 21,026 with no rule weakened. Invariants, a routing table, and enforcement declarations.
Why Synthesis Engineering Exists: Building Across AI Agent Runtimes, Not Around Them
Why synthesis engineering exists: model, runtime, and state portability across Claude Code, OpenAI Codex, Cursor, Hermes Agent, and OpenClaw, without lock-in.
What should survive when you change AI tools
Project state, methods, authority rules, coordination, and evidence: five things open agent infrastructure should preserve across AI tools and clients.
A Green Config Is Not a Working Agent: Five Planes of Agent Conformance
A green config is not a working agent. Five conformance planes for AI agent infrastructure: source, installed state, live behavior, continuity, capability.
Your AI Assistant's Memory Isn't Actually Yours
Three questions show why your AI coding assistant's built-in memory isn't a durable record — portable, synced, versioned — plus a worked audit proving it.
Your coding agent should watch its own work run
Your coding agent should watch its own work run: browser automation like Playwright turns 'it should work' into 'I watched it work' with evidence attached.
The Direction Dynamic in ops: driving multi-tool recovery through a single AI session
The technical fix was the easy part. The recovery was tedious GUI work across Search Console, Bing Webmaster, and Cloudflare. I drove all of it through one Clau
Synthesis Project Management Now Works Across Claude Code and Codex
Synthesis project management now works across Claude Code and OpenAI Codex by keeping durable project memory in CONTEXT.md, REFERENCE.md, and sessions. Updated
Stop asking me: configuring Claude Code permissions for uninterrupted flow
A practitioner guide to eliminating Claude Code approval prompt fatigue. Why granular command patterns fail for compound commands, the Bash(*) plus deny list ap
The blast radius principle: defensive patterns for AI-generated commands
Every command an AI assistant proposes has a blast radius: the worst it can do if wrong. Dangerous shapes, safer forms, and a three-tier safeguard hierarchy.
Synthesis Skills: install methodology directly into your AI workflow
22 open-source Agent Skills encoding synthesis coding and synthesis engineering methodology. One command installs code review, content quality, project manageme
Synthesis merging: what happens after the first PR
Synthesis merging goes beyond conflict resolution. It is the creative act of integrating contributions into a coherent whole, making the combined result better
The Tiered Context Architecture: Managing AI Working Memory at Scale
When AI context files grow to 1,000+ lines, they degrade the collaboration they were built to support. The tiered context architecture solves this with three in
Recommend A, implement A: behavioral contracts for AI collaborators
My AI assistant argued for prevention, then implemented detection. Behavioral contracts in CLAUDE.md turn recommend-A-implement-B drift into a review comment.
When Someone Else Contributes to Your Synthesis-Coded Project
Standard merge workflows break down for synthesis-coded projects. The adopt-and-adapt pattern provides a disciplined integration methodology that respects contr
Never verify a result with the tool that produced it
Orthogonal verification for AI-assisted development: check results through a mechanism independent of the one that produced them, and at every pipeline stage.
Bidirectional Learning in Synthesis Coding: When Human and AI Teach Each Other
Bidirectional learning in synthesis coding: humans teach AI through context, prompts, and review; AI teaches back by surfacing blind spots and edge cases.
Code Review That Scales: An Open-Source Runbook for Agentic Engineering
Most code review checklists are either too shallow or too heavy. This open-source runbook tiers review depth by project complexity — and is designed for agentic
Context Loss and How to Prevent It
Why AI assistants forget what you told them, and practical strategies to prevent it. The difference between context that survives and context that gets lost.
The Foundation-First Pattern
Why the most effective AI-assisted projects start with humans writing code by hand. The counterintuitive pattern that makes everything else work.
Synthesis Project Management
A lightweight project management system for human-AI collaboration. Designed for context preservation across conversation sessions, context compaction events, m
How Claude's Memory Actually Works (And Why CLAUDE.md Matters)
Understanding Claude's context architecture changes how you work with it. The tradeoffs between automatic continuity and on-demand depth explain why persistent
What OpenAI's Sora Build Teaches Us About Synthesis Coding
Four engineers shipped a #1 Play Store app in 28 days using AI agents. Their approach validates the patterns I've been writing about — and adds new ones worth s
Scaling Synthesis Coding in Your Organization
A practical guide for CTOs and engineering leaders: cost analysis, team rollout strategy, training curriculum, and metrics for adopting synthesis coding at s...
Building ownwords: A Synthesis Coding Case Study
What separates synthesis coding from vibe coding isn''t the tools — it''s the decisions. This technical case study walks through the architectural choices,...
Polyrepo Synthesis: Synthesis Coding Across Multiple Repositories with Claude Code in Visual Studio Code
I wrote this blog post for software engineers, architects, and technical leads. It is code-heavy and implementation-focused. This weekend I was working acr...
Synthesis Coding with Claude Code: Technical Implementation and Workflows
A hands-on guide to practicing synthesis coding (a.k.a. synthesis engineering) with concrete examples, real workflows, and lessons from production systems ...