My .md-file memory system was built for code. This is the version I run for consulting work — RfPs, discoveries, research — out of one shared folder. Same hierarchical context mana...
Two months of running the agent-team starter prompt taught me which rules actually hold. The ones wired into tooling survived. The ones that only lived in prose were the first to e...
Anthropic shipped a memory tool that looks structurally identical to the markdown files I've been maintaining by hand. Here's what each approach gets right, where they diverge, and...
Running three AI agents sounds expensive. It's cheaper than running one — if you put the right model in each role.
Splitting a single AI agent into a team didn't just change the workflow — it changed how context flows through the whole system.
My AI coding setup worked — until I noticed I was spending more time checking output than building. The fix was giving the validation job to another agent.
The manual context management patterns that work today map surprisingly well to the agent memory architectures being built for tomorrow.
I rebuilt my Claude Code starter prompt around .md files as external memory. Here's why and how.
The biggest bottleneck in long-running AI sessions isn't model intelligence — it's context management. Here's what I've learned about keeping AI on track across complex, multi-sess...
I built a knowledge-work counterpart to my Claude Code starter prompt(/downloads/STARTPROMPT.md). The coding version manages a repo; this one manages a consu...
Updated version of my Claude Code agent-teams starter prompt(/downloads/STARTPROMPT-AGENT-TEAMS-v2.md) after two months of running the previous cut on real p...
I rebuilt my Claude Code starter prompt(/downloads/STARTPROMPT.md) for agent teams. The original positions Claude as a single project lead that both coordina...
Claude Code has a `/memory` command that appends facts, preferences, and constraints to a `CLAUDE.md` file — either global (`~/.claude/CLAUDE.md`) or project-l...
I published my Claude Code starter prompt as a downloadable file: STARTPROMPT.md(/downloads/STARTPROMPT.md) It sets Claude up as technical lead for any proj...