Skip to content

Part of Run AI-Assisted Development Workflows End to End

Engineering Blueprint

Write Code in Your Editor or Claude Code

0June 2026

Implement the locked plan using your preferred coding environment.

What problem does this solve?

You code using Claude Code, Cursor, or a text editor with gstack's /investigate and /learn skills for debugging and capturing patterns. The prior planning stages give you the architecture, so this stage is pure implementation. Because your plan is locked and tested, code changes are guided and focused.

How does it work?

  1. Open your editor (Cursor, Claude Code, or text editor). 2. Implement the plan from the previous stage. During the build, use /investigate for bugs and /learn to save patterns. 3. Commit as you go (continuous checkpoint mode auto-commits with context). 4. Test locally if you have setup. Output: working code that matches the locked plan.

Included Skills

No skills in this group

What's required to run this?

The build phase is free-form; gstack provides debugging and memory tools, not code scaffolding. Checkpoint mode requires git and stages changes locally only by default. /learn persists project-specific knowledge in ~/.gstack/projects/{slug}/learnings.jsonl for per-project recall.

Key Features

/investigate

Systematic root-cause debugging with Iron Law: no fixes without investigation. Traces data flow, tests hypotheses, stops after 3 failed fixes.

/learn

Manage what gstack learned across sessions. Review, search, prune project-specific patterns and pitfalls so learnings compound.

Continuous Checkpoint

Auto-commits with `WIP:` prefix and structured context, surviving crashes and context switches. `/ship` filter-squashes WIP commits later.

About This Blueprint

Industry
Technology
1 File
Productivity

Business Automation & Productivity Workflow

Reduce hours lost to repetitive admin without adding a complicated stack. Prioritized, tested workflows automate routine research, client communication, project tracking, and website tasks while keeping people in control of important decisions.

1 File
Engineering

Business Technology & Digital Solutions Workflow

Avoid costly, fragmented digital projects with a plan that connects business goals to practical tools, implementation steps, and measurable results. It also flags performance, security, accessibility, and SEO checks before launch.

WordPressGoogle AnalyticsGoogle Search Console+2 more
Sales

ICP-Filtered Outreach Lists from G2 Buyer Intent

Stop wasting rep time on weak intent signals and mismatched accounts. The workflow ranks ICP-fit buyers by readiness, finds the right contact, and supplies tailored outreach angles for the strongest opportunities.

ClaudeClaudeG2 Buyer Intent (G2 MCP Server)ZoomInfo (MCP)+3 more

Ishani D.

Account Manager at G2