AGENTS·APR 24·11 MIN
Tokens as a budget: SESSION_STATE and the paste handoff
A dialogue on running multi-day Claude Code builds without trashing your context. The SESSION_STATE pattern, the paste handoff, and when to compact.
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Topical cluster
AI Agent Engineering
Everything about building production AI agent workflows. When to reach for a sub-agent versus a skill versus an MCP server, how to think about context window economics, what parallel agent dispatch actually costs, and the failure modes nobody mentions in the marketing deck.
14 postsFor: Engineers and operators building AI agent systems for real work
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AGENTS·APR 24·12 MIN
Before 60 writer agents ship: grep your MDX component props
An MDX component audit I now run before dispatching parallel writer agents. Five greps catch the prop drift and parse hazards that shipped silently.
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AGENTS·APR 23·7 MIN
Token budget math for Claude Code: what 104K per task means
Field notes on Claude Code token budgets. The 200K context is not 200K of workspace. Real numbers on system prompt, tool defs, and working set.
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AGENTS·APR 23·7 MIN
Prompt caching economics: when the 5-minute TTL pays rent
Field notes on Claude prompt caching economics. Real numbers on the 5-minute TTL, 1-hour option, and the looped workflows where caching is rounding-error.
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AGENTS·APR 23·7 MIN
Parallel versus sequential agent dispatch: the real tradeoffs
A decision log for parallel versus sequential agent dispatch. When parallel wins, when it loses, and the coordination cost nobody mentions.
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AGENTS·APR 23·7 MIN
MCP vs skills vs tools: picking the right Claude extension
A decision log for MCP vs Claude skills vs plain tool calls. Six criteria, three columns, and the lifecycle test that settles most picks.
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AGENTS·APR 23·8 MIN
MCP server architecture: when to build one versus use a skill
A pattern library for MCP server architecture. Three transport choices, four real workload shapes, and the test for when MCP is the wrong tool.
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AGENTS·APR 23·8 MIN
Git worktrees for parallel agents: the isolation pattern
A pattern library for using git worktrees to isolate parallel Claude Code agents. Three instances, the setup script, and the file-ownership rule.
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AGENTS·APR 23·8 MIN
When to spawn a Claude Code sub-agent versus a tool call
A decision log for when to spawn a Claude Code sub-agent versus just making a tool call. Four signals, three real examples, and the dispatch math.
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AGENTS·APR 23·8 MIN
Building your first Claude skill: the five-file template
A hands-on tutorial for building your first Claude skill. Five files, one working skill, every decision explained without the theory.
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AGENTS·APR 23·6 MIN
Background agents with run_in_background: when it pays off
A tutorial on Claude Code background agents via run_in_background. When to use it, what breaks in foreground, and the three commands I always background.
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AGENTS·APR 23·7 MIN
Agent teams for code review: the parallel-reviewer pattern
A pattern library for running parallel agent code review. Three reviewers, one coordinator, and the file-ownership rule that makes it reliable.
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AGENTS·APR 23·7 MIN
Agent failure modes and the recovery patterns that keep shipping
Field notes on Claude Code agent failure modes. Four repeatable failure shapes, the signals that tip me off early, and the recovery pattern for each.
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Claude Code sub-agents, MCP servers, skills, and the orchestration stack.
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Attribution & CAPI
Server-side tracking, dedup, and the math behind DTC attribution.
Shopify
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Theme architecture, metafields, agent-orchestrated builds, Hydrogen decisions.
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HIPAA-aware Next.js, audit trails, and regulated DTC patterns.
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The hybrid creative-director-who-codes operating system.
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Klaviyo flow architecture, retention math, and the LTV playbook.
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GA4, BigQuery, and the warehouse-first analytics rebuild.
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Meta, TikTok, and Google Ads for DTC operators who also own the data.
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Selecting, configuring, and replacing the third-party stack on Shopify.
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Running a high-leverage fractional practice without becoming an agency.
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Local AI Image Generation
Running Flux, Z-Image, and Qwen locally without the cloud-API bill.
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