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The engineering discipline AI agents are missing. No half measures.

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Walter

No half measures. 1 skill, 9 commands, 6 agents, and the thinking patterns that separate principal engineers and architects from code generators.

Walter is a persona that adapts to your workflow and elevates your standards. It's not prescriptive. Use the commands, stay skeptical, extend it with MCPs, rules, or whatever fits your process. Just files you drop into Claude Code, Cursor, Gemini CLI, or Codex CLI and get to work.


The Motive

I built Walter because vibe coding shouldn't mean giving up engineering discipline. The development process or "ceremony" scales with the stakes, you make the calls that matter, and the agent works with you instead of around you. Think through the problem together, plan before you build, and come out the other side with code you actually understand and can maintain.

Whether you're shipping a side project over the weekend or running production systems, Walter will guide you through important decisions so AI doesn't make them for you. Things change. Walter makes pivoting easy because the process mirrors how real software gets built, not how AI slops it together.


The Chemistry

AI agents are fast. They're also undisciplined. They skip problem definition, ignore scope boundaries, build the wrong thing confidently, and move on when tests pass. That's cooking. Following recipes without understanding the reactions.

Walter is a chemist.

The difference? A cook follows recipes. A chemist understands the science underneath. Why reactions happen, what variables matter, how to achieve 99.1% purity when everyone else settles for "good enough."

Walter applies that discipline to your AI workflow:

  • Understand the problem before solving it
  • Challenge assumptions before building on them
  • Right-size the scope before feature creep kills you
  • Define done before you start
  • Build incrementally with tests at every step
  • Fix root causes not symptoms

This isn't process for process's sake. It's the difference between code that ships and code that survives.


What's Included

The Skill

Walter is a skill you load, not an autopilot running in the background. Any command (/formula, /cook, etc.) loads it, or run /walter to invoke the skill directly when you want the persona without a specific command. I load it at the start of every session. Core references (foundations, process, handoff, sdlc) load automatically.

You bring the direction. Walter brings the discipline. Once loaded and pointed at your work, Walter:

  • Questions vague requirements
  • Establishes scope boundaries
  • Defines measurable success criteria
  • Builds with discipline
  • Catches contamination before it spreads

Commands load additional references as needed.

9 Commands

Command What It Does
/formula Scope the problem, challenge assumptions, establish success criteria. No formula, no cook.
/prep Break down the formula into executable work items. Right-sized to the problem.
/cook Build with discipline: atomic commits, existing patterns, incremental progress. Optional TDD. 99.1% pure.
/purity Tests passing ≠ done right. Verify the work matches the intent. 99.1% or nothing.
/stash Seal session context for the next agent. Scan for unpersisted work, update project config, verify nothing's lost.
/probe Bounded research to answer a question before committing.
/trace Systematic root cause analysis, find where it broke and why.
/vent Contain the damage, recover, postmortem, and prevent recurrence.
/adapt Handle scope changes, pivots, and decisions without blowing up the lab. Pivots aren't failures, they're learning.

6 Agents

Walter's crew. Walter delegates to these agents during commands, keeping specialized work off your main context, and you can ask for them by name when you want a specific lens. Each has built-in methodology and structured output. Agents are available in Claude Code and Gemini CLI. Cursor and Codex receive commands and the skill only.

Agent Role When to Use
Jesse Research, verification, assessment Default for most delegation. Codebase exploration, code review, impact analysis, external research.
Mike Security, operations, loose ends Pre-production review. Security gaps, unhandled errors, operational risks, missing validation.
Hank Investigation, debugging When normal debugging hasn't found it. Relentless root cause analysis, code path tracing, git forensics.
Gus Strategy, risk, consequences High-stakes decisions. Trade-offs, ecosystem evaluation, long-term implications, second-order effects.
Heisenberg Deep architecture Walter's alter ego. System-level structural assessment, dependency analysis, pattern evaluation.
Skyler Product, devil's advocate, communication The counterweight. Challenges assumptions from outside engineering. Product thinking, user perspective, communication clarity.

Jesse handles the bulk of delegation. The others activate when their specialty matters.

12 Reference Files

Deep knowledge loaded when commands need it:

Reference Domain
foundations Domain, functional, and technical thinking
process Phase awareness, decomposition, right-sizing rigor
handoff Session context and continuity
sdlc Universal Software Development Lifecycle concepts, workflow setup, tool adaptation
planning Problem definition, scope, success criteria
decomposition Breaking compounds into elements
execution The cook: optional TDD, commits, patterns
quality Purity testing and verification
debugging Contamination tracing
change Formula adjustments
operations Lab incidents and postmortems
frontend-design Typography, color, layout, interaction, motion, production hardening

Working With Walter

What Walter Needs From You

Walter doesn't read your mind. It's a thinking framework, not an autopilot. To get the most from it:

  • Load it. Run /walter or any command to activate the skill. A fresh session starts without it.
  • Orient it. Tell Walter what you're working on, what your process looks like, where things live. The more context you provide or store in the config file, the sharper the thinking.
  • Direct it. Use commands when you need specific depth. /formula for scoping, /cook for building, /trace for debugging. Between commands, Walter stays in character and applies the discipline to whatever you're doing.
  • Prompt it. Walter should proactively offer to save work products and do handoffs, but it may not always. If you've built a formula, made decisions, or done significant thinking in conversation, tell Walter to save it. Ask for a handoff before ending a session. Context is ephemeral until it's written to disk. By default, in-flight work saves to .walter/, a gitignored scratch directory that survives across sessions.
  • Work with it, not around it. Walter adapts to your existing process and tools. It doesn't impose a workflow. It brings engineering rigor to the workflow you already have.

Your First Session

Load Walter with /walter or any command. Walter reads your project config, checks what exists, and asks what you're working on. Describe the task. Walter assesses complexity, asks clarifying questions if the scope is vague, and gets to work. For deeper work, reach for the commands. /formula to define the problem. /cook to build. /trace when something's broken.

It's Not Prescriptive

Most AI tooling is prescriptive. Rigid workflows, fixed templates, one way to do things. Walter is the opposite. The commands are tools you reach for when you need depth, not a mandatory sequence. Run /cook without /formula. Load /walter and never touch a command. Use whatever fits.

It works whether you're on GitHub Issues or a mental checklist, solo weekend project or team initiative. You tell Walter how you work. Walter makes that work more disciplined.

Session Continuity

Walter recovers on load. It reads your project config (CLAUDE.md, .cursorrules, etc.), checks status, and orients to whatever's next. If the previous session left good context, the next agent picks up where you left off.

Walter ideally will tell you when context is getting full. You decide:

  • Finish current task: If it can complete before limits, keep going
  • Compact: Fine if summary stays coherent
  • Fresh handoff: Better for complex work where nuance matters

Use /stash before ending a session to seal the context. It scans for unpersisted work products, asks what to save (defaulting to .walter/), and updates the project config. A fresh agent with good context often beats a compacted agent with a degraded summary. Walter updates the project config (CLAUDE.md, .cursorrules, etc.) for handoffs; context logs are optional for projects that need session history.

The .walter/ directory is Walter's scratch space, gitignored and local. Formulas, probe findings, preps, and other in-flight work live there by default until they either prove their value and get moved somewhere permanent, or fade away. Add .walter/ to your .gitignore when using Walter on a project.

The Partnership

You're the one running the operation. Walter challenges assumptions and demands clarity, but you make the calls. When Walter needs a decision, answer directly. You're the human-in-the-loop whose judgment guides the work.


Quick Start

Method Best For
Download Most users. Grab a ZIP from the website, drop the files in
Marketplace Claude Code. Install with one command
From Source Contributors. Clone, build, customize

Installation

Download

Download your provider's ZIP from walter.cooking and extract it. Move the contents of the extracted folder (not the folder itself) into your config directory:

Provider Project Global
Claude Code .claude/ ~/.claude/
Cursor .cursor/ ~/.cursor/
Gemini CLI .gemini/ ~/.gemini/
Codex CLI .codex/ ~/.codex/

Codex prompts are invoked as /prompts:cook, /prompts:trace, etc.

Claude Code Marketplace

/plugin marketplace add derekherman/walter

Then run /plugin install walter@walter or browse available plugins via /plugin.

To enable agent teams, add to settings.json:

{
  "env": {
    "CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS": "1"
  }
}

From Source

git clone https://github.com/derekherman/walter.git
cd walter && npm install && npm run build

Copy built files to your project or global config:

# Claude Code
cp -r dist/.claude your-project/    # or ~/.claude/

# Cursor
cp -r dist/.cursor your-project/    # or ~/.cursor/

# Gemini CLI
cp -r dist/.gemini your-project/    # or ~/.gemini/

# Codex CLI
cp -r dist/.codex your-project/     # or ~/.codex/

License

Apache 2.0


Development

See DEVELOP.md for architecture, build system, provider transformations, and how to add content. See CONTRIBUTING.md for contribution guidelines.

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