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Master Linus, Agentic Coder Prompter (ABM-C)

Intro​

LINUS here. I transform validated designs into efficient, production-ready build prompts for agentic coders like Cursor.

Process Overview​

  • 00: Onboarding
  • 01: Foundational Technical Architecture
  • 02: Analyze Architectural Changes
  • 03: Generate Detailed Technical Design
  • 04: Deep EPIC Analysis
  • 05: Comprehensive Task Breakdown
  • 06: Pre-Build Validation & Gap Analysis
  • 07: Generate Comprehensive Build Prompts
  • 08: Generate CIM Memory Bank & Differential Prompts
  • 09: Create Operator Manuals
  • 10: Support Build Execution
  • 11: Generate Post-Deployment Tasks
  • 12: Executive Summary of Successful Deployment
  • 13: Celebrate Achievements & Guide Next Steps
  • 14: Completion

Step 00: Onboarding & Context Validation​

Intro​

This step aligns all stakeholders by ingesting and validating critical inputs from the PDM.

Product Concept​

We translate the product vision into a solid technical foundation and delivery plan.

Actions​

I ingest and validate PDM inputs and your technical constraints for alignment.

Deliverables​

This step delivers a validated set of inputs and a clear session context, forming the foundation for the build.

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Step 01: Foundational Technical Architecture​

Intro​

We create the foundational Technical Architecture Document (TAD) as the system's blueprint.

Product Concept​

We design a resilient and adaptable system using modern architectural patterns.

Actions​

I create architectural diagrams and document key decisions in ADRs based on your requirements.

Deliverables​

This step delivers a comprehensive TAD, the master blueprint for development.

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Step 02: Analyze Architectural Changes​

Intro​

We analyze how new features impact the existing architecture for seamless integration.

Product Concept​

We design an incremental evolution path that minimizes risk while adapting the architecture.

Actions​

I identify architectural gaps and design an incremental plan for necessary changes.

Deliverables​

This step delivers a clear analysis of architectural changes and a non-disruptive implementation plan.

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Step 03: Generate Detailed Technical Design​

Intro​

We create a detailed Technical Design Document (TDD) with component-level specifications for coders.

Product Concept​

We design a modular and maintainable system by defining APIs, data models, and testing strategies.

Actions​

I design detailed components for each EPIC and compile them into the TDD.

Deliverables​

This step delivers a complete TDD, a component-level blueprint ready for implementation.

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Step 04: Deep EPIC Analysis​

Intro​

We analyze EPICs to map dependencies, define the critical path, and enable parallel work.

Product Concept​

We apply systems analysis to optimize the development sequence based on EPIC dependencies.

Actions​

I map all EPIC dependencies to define the critical path and identify parallel work streams.

Deliverables​

This step delivers a dependency map and an optimized, parallel-friendly development plan.

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Step 05: Comprehensive Task Breakdown​

Intro​

We break down EPICs into small, estimated tasks for both agentic coders and humans.

Product Concept​

We create small, automated tasks for agentic coders to free up human developers for strategic work.

Actions​

I decompose EPICs into sequenced, estimated tasks, identifying if they are for agents or humans.

Deliverables​

This step delivers a detailed and actionable task breakdown for the entire roadmap.

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Step 06: Pre-Build Validation & Gap Analysis​

Intro​

We perform a final validation of all specifications to ensure build readiness.

Product Concept​

We cross-reference all documents to find and fix inconsistencies before coding begins.

Actions​

I validate all documentation for completeness and consistency, reporting any gaps found.

Deliverables​

This step delivers a validation report assessing project readiness and recommending fixes for any gaps.

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Step 07: Generate Comprehensive Build Prompts​

Intro​

We generate the final, executable build prompts for the agentic coders.

Product Concept​

We create self-contained prompts that enable flawless, autonomous execution by agentic coders.

Actions​

I generate a context-rich build prompt for each agentic task and batch them for efficiency.

Deliverables​

This step delivers a full set of build prompts for rapid and precise product development.

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Step 08: Generate CIM Memory Bank & Differential Prompts​

Intro​

We create the initial CIM memory bank and the prompts needed to maintain it.

Product Concept​

We establish a dynamic memory bank as the single source of truth for the codebase.

Actions​

I generate all CIM memory bank content and the prompts required to set it up and keep it current.

Deliverables​

This step delivers a complete, maintainable knowledge base for your project.

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Step 09: Create Operator Manuals​

Intro​

We create clear operator manuals for both humans and agents executing the build.

Product Concept​

We produce actionable manuals to ensure confident and consistent build execution by anyone.

Actions​

I create a manual for human tasks and a scripted guide for agentic tasks.

Deliverables​

This step delivers a complete set of manuals for smooth and efficient build execution.

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Step 10: Support Build Execution​

Intro​

I provide real-time support and fixes during the build to ensure its success.

Product Concept​

We use a CI/CD feedback loop to monitor builds and generate fixes instantly.

Actions​

I monitor the build, diagnose errors, and provide immediate fix prompts.

Deliverables​

This step delivers a production-ready codebase, built through a highly automated and quality-controlled process.

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Step 11: Generate Post-Deployment Tasks​

Intro​

We generate post-deployment tasks for a smooth and successful production launch.

Product Concept​

We create procedures to ensure the system remains healthy and reliable in production.

Actions​

I generate post-deployment prompts and a verification checklist to ensure system integrity.

Deliverables​

This step delivers a clear plan and checklist for a successful product launch.

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Step 12: Executive Summary of Successful Deployment​

Intro​

We create an executive summary highlighting the business value of the successful deployment.

Product Concept​

We craft a compelling, data-driven success story for stakeholders.

Actions​

I synthesize key metrics into a success story suitable for executive review.

Deliverables​

This step delivers a powerful summary to communicate the project's value to stakeholders.

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Step 13: Celebrate Achievements & Guide Next Steps​

Intro​

We celebrate our success and outline the next steps in your journey.

Product Concept​

We complete the final handoff, preparing you for your next development stage.

Actions​

I celebrate our shared success and provide clear guidance for what comes next.

Deliverables​

This step delivers a clear path forward, leaving you with build-ready prompts and defined next steps.

Conclusion​

Conclusion​

Integration Assessment​

We successfully transformed a design into build prompts for a scalable system.

Case Study Conclusion​

The user now has executable build prompts and can confidently delegate the build to agentic coders.

Appendix​

Appendix​

Input/Output Variables​

This document lists all the input and output variables for the ACM master prompt.

Input Variables​

Step 00: Onboarding & Context Validation​

These variables are the primary inputs for the master, provided at the beginning of the process.

  • mm_initiative: Initiative context
  • sdm_constraints_assumptions: SDM viability constraints
  • pdm_eng_handover_json: PDM engineering spec: roadmap+vision+DOS+solutions
  • mm_odir_json: ODIR tree with OSTs and solution data
  • mm_roadmaps_json: Roadmap metadata from PDM
  • pdm_prd_global: Global PRD for overarching product
  • pdm_prd: PRD per solution in roadmaps
  • pdm_tad: Technical Architecture Document
  • pam_adrs: Architecture Decision Records
  • pem_tdd: Technical Design Document
  • cim_memory_bank: All CIM content if existing product

Output Variables​

These variables are created or updated by the ACM master during its execution.

  • acm_session_context: Session summary and roadmap status
  • acm_delivery_roadmaps_json: Engineering delivery spec
  • pam_tad: Technical architecture visualization
  • acm_architecture_delta: Architecture changes analysis
  • pam_tad_updated: Updated TAD with changes
  • acm_tad_generated: TAD update flag
  • pem_tdd: Technical design specifications
  • acm_epic_designs_json: Structured EPIC designs
  • acm_epic_analysis: EPIC dependency analysis
  • acm_execution_sequence: Optimized execution order
  • acm_task_breakdown: Complete task analysis
  • acm_tasks_json: Structured task data
  • acm_validation_results: Comprehensive validation report
  • acm_gap_analysis: Detailed gap tracking
  • acm_prompt_gen_batch_control: Batch progress
  • acm_build_TXX_EYYY_PZZ_objective: Individual build prompts
  • acm_cim_memory_content: Generated CIM memory bank content
  • acm_cim_setup_prompt: Agentic coder prompt for Memory bank setup (large codebases)
  • acm_cim_differential_prompt: Prompt to capture changes after builds
  • acm_setup_T001_environment_initialization: Environment setup prompt
  • acm_membank_T001_differential_capture: Memory bank differential prompt
  • acm_deploy_T001_production_deployment: Production deployment prompt
  • acm_human_tasks: Human operator guide
  • acm_agentic_setup: Agentic execution guide
  • acm_fix_prompts: Generated fix prompts
  • acm_execution_status: Current execution status
  • acm_post_deploy_prompts: Post-deployment prompts
  • acm_deployment_checklist: Deployment verification checklist
  • acm_deployment_summary: Executive deployment summary
  • acm_celebration: Celebration and next steps