Agentic AI Atlasby a5c.ai
OverviewWikiGraphFor AgentsEdgesSearchWorkspace
/
GitHubDocsDiscord
i.2Wiki
Agentic AI Atlas · GSD-Adapted Workflows for Babysitter SDK (Library)
library/gsda5c.ai
Search the atlas/
Wiki · linked records

Article and nearby pages

I.Current articlepp. 1 - 1
Aerospace Engineering Specialization (Library)AI Agents and Conversational AI Specialization (Library)Algorithms and Optimization Specialization (Library)Arts and Culture Specialization (Library)ATDD/TDD Methodology (Library)AutoMaker (Library)
II.Documented nodesrefs · 1
GSD (Get Stuff Done) · Specialization
I.
Wiki article

library/gsd

Reading · 4 min

GSD-Adapted Workflows for Babysitter SDK (Library) reference

This directory contains workflows adapted from the Get Shit Done(https://github.com/glittercowboy/get-shit-done) methodology for the Babysitter SDK orchestration framework.

Page nodewiki/library/gsd.mdNearby pages · 111Documents · 1

Continue reading

Nearby pages in the same section.

Aerospace Engineering Specialization (Library)AI Agents and Conversational AI Specialization (Library)Algorithms and Optimization Specialization (Library)Arts and Culture Specialization (Library)ATDD/TDD Methodology (Library)AutoMaker (Library)Automotive Engineering Specialization (Library)Backend Development (Library)BDD/Specification by Example (Library)Bioinformatics and Genomics Specialization (Library)Biomedical Engineering Specialization (Library)BMAD Method (Library)Business Analysis and Consulting (Library)Business Strategy and Operations (Library)Business Strategy Specialization (Library)CC10X Methodology (Library)CCPM - Claude Code PM Methodology (Library)Chemical Engineering Specialization (Library)Civil Engineering Specialization (Library)ClaudeKit Methodology (Library)Cleanroom Software Engineering (Library)CLI and MCP Development Specialization (Library)Code Migration and Modernization Specialization (Library)COG Second Brain (Library)Common Utilities (Library)Computer Science Specialization (Library)Cryptography and Blockchain Development Specialization (Library)Customer Experience and Support Specialization (Library)Data Engineering, Analytics, and BI Specialization (Library)Data Science and Machine Learning Specialization (Library)Intelligence, Decision Support and Decision Making (Library)Desktop Product Development Specialization (Library)DevOps, SRE, and Platform Engineering Specialization (Library)Digital Marketing and Content Strategy Specialization (Library)Domain-Driven Design (DDD) Methodology (Library)Double Diamond Methodology (Library)Education and Learning Specialization (Library)Electrical Engineering Specialization (Library)Embedded Systems Engineering Specialization (Library)Entrepreneurship and Startup Processes (Library)Environmental Engineering Specialization (Library)Event Storming (Library)Everything Claude Code Methodology (Library)Example Mapping Methodology (Library)Extreme Programming (XP) (Library)Feature-Driven Development (FDD) (Library)Finance, Accounting, and Economics Specialization (Library)FPGA Programming and Hardware Description Specialization (Library)Game Product Development Specialization (Library)Gas Town Methodology (Library)GPU Programming and Parallel Computing (Library)Healthcare and Medical Management Specialization (Library)Human Resources and People Operations Specialization (Library)Humanities and Anthropology Specialization (Library)Hypothesis-Driven Development (Library)Impact Mapping Methodology (Library)Industrial Engineering Specialization (Library)Jobs to Be Done (JTBD) Methodology (Library)Kanban (Library)Knowledge Management (Library)Legal and Compliance Specialization (Library)Logistics and Operations Specialization (Library)Maestro App Factory (Library)Marketing and Brand Management Specialization (Library)Materials Science Specialization (Library)Mathematics Specialization (Library)Mechanical Engineering Specialization (Library)Meta Specialization - Process, Skill, and Agent Creation (Library)Metaswarm Methodology (Library)Mobile Product Development Specialization (Library)Nanotechnology Specialization (Library)Network Programming and Protocols Specialization (Library)Enhanced Ontology-Driven Development (ODD) Methodology (Library)Operations Management Specialization (Library)Performance Optimization and Profiling Specialization (Library)Philosophy and Theology Specialization (Library)Physics Specialization (Library)Pilot Shell Methodology for Babysitter SDK (Library)Planning with Files (Library)Product Management and Product Strategy Specialization (Library)Production contract (Library)Programming Languages and Compilers Development Specialization (Library)Project Management and Leadership Specialization (Library)Public Relations and Communications Specialization (Library)QA, Testing, and Test Automation (Library)Quantum Computing Specialization (Library)Research Specialization (Library)Robotics and Simulation Engineering Specialization (Library)RPIKit Methodology (Library)Ruflo Methodology (Library)RUP (Rational Unified Process) (Library)Sales and Business Development Specialization (Library)Scientific Discovery and Problem Solving Specialization (Library)Scrum (Library)SDK, Platform, and Systems Development (Library)Security, Compliance, and Risk Management Specialization (Library)Security Research and Vulnerability Analysis Specialization (Library)Shape Up (Library)Social Sciences Specialization (Library)Software Architecture and Design Patterns Specialization (Library)Spec Kit Methodology (Library)Spiral Model (Library)Superpowers Extended Methodology (Library)Supply Chain Management Specialization (Library)Technical Documentation Specialization (Library)Travel (Curated-Dataset + SQL-Tool Pattern) (Library)UX/UI Design and User Experience Specialization (Library)V-Model Methodology (Library)Venture Capital and Investment Due Diligence Specialization (Library)Waterfall Methodology (Library)Web Product Development Specialization (Library)

Documented graph nodes

Records linked directly from this page’s Page node.

GSD (Get Stuff Done) · Specialization

GSD-Adapted Workflows for Babysitter SDK

This directory contains workflows adapted from the Get Shit Done methodology for the Babysitter SDK orchestration framework.

Overview

These processes implement the GSD philosophy of systematic planning, research, execution, and verification while using the Babysitter SDK's task orchestration capabilities.

Core Workflows

1. New Project Initialization (`new-project.js`)

  • Systematic vision capture through agent-guided questions
  • Parallel domain research (stack, features, architecture, pitfalls)
  • Requirements scoping (v1/v2 separation)
  • Roadmap creation with phased milestones

2. Phase Discussion (`discuss-phase.js`)

  • Captures implementation preferences before planning
  • Identifies decision points (layouts, API patterns, structure)
  • Creates context document for guided research

3. Phase Planning (`plan-phase.js`)

  • Agent-based research informed by discussion context
  • Creates atomic task plans with verification
  • Plan checker validates against requirements
  • Iterative refinement until plans pass quality gates

4. Phase Execution (`execute-phase.js`)

  • Parallel task execution with fresh agent contexts
  • Atomic git commits per task
  • Progress tracking and dependency management
  • Automated verification gates

5. Work Verification (`verify-work.js`)

  • User acceptance testing gates
  • Automated issue diagnosis
  • Fix plan generation
  • Re-verification loop

6. Milestone Audit (`audit-milestone.js`)

  • Comprehensive milestone review
  • Definition-of-done verification
  • Quality assessment
  • Readiness determination

Advanced Workflows

7. Codebase Mapping (`map-codebase.js`)

  • Brownfield project analysis
  • Architecture understanding
  • Pattern identification
  • Integration planning

8. Iterative Convergence (`iterative-convergence.js`)

  • Quality-gated development loop
  • TDD with agent scoring
  • Refinement cycles until target quality reached
  • Parallel quality checks

Utilities

9. State Management (`state-manager.js`)

  • Cross-session memory
  • Decision tracking
  • Blocker management
  • Progress persistence

10. Research Orchestrator (`research.js`)

  • Parallel domain investigation
  • Stack analysis
  • Best practice discovery
  • Pitfall identification

Usage

Each workflow is a self-contained process module that can be:

1. **Run directly:**

bash
babysitter run:create \
  --process-id gsd/new-project \
  --entry gsd/new-project.js#process \
  --inputs inputs.json

2. **Composed into larger workflows:**

javascript
import { process as discussPhase } from './discuss-phase.js';
import { process as planPhase } from './plan-phase.js';

export async function process(inputs, ctx) {
  const discussion = await ctx.task(discussPhase, inputs);
  const plan = await ctx.task(planPhase, { ...inputs, discussion });
  // ...
}

3. **Customized for specific needs:** Extend or modify any workflow to match your project requirements.

Key Principles

Context Engineering

  • Always load relevant project context (PROJECT.md, REQUIREMENTS.md, STATE.md)
  • Keep agent contexts fresh with targeted information
  • Use artifacts directory for persistent state

Quality Gates

  • Verification loops at planning stage
  • Automated checks during execution
  • User acceptance gates at phase completion

Atomic Execution

  • Each task produces discrete, verifiable output
  • Git commits per task for bisect-ability
  • Clear success/failure criteria

Iterative Refinement

  • Agent-based quality scoring
  • Feedback loops until target quality reached
  • Progress tracking across iterations

File Organization

Code
gsd/
├── README.md                    # This file
├── new-project.js              # Project initialization
├── discuss-phase.js            # Phase discussion
├── plan-phase.js               # Phase planning with verification
├── execute-phase.js            # Parallel execution with commits
├── verify-work.js              # UAT and automated diagnosis
├── audit-milestone.js          # Milestone completion check
├── map-codebase.js             # Brownfield analysis
├── iterative-convergence.js    # Quality convergence loop
├── state-manager.js            # State persistence utilities
├── research.js                 # Research orchestration
└── examples/                   # Example input files
    ├── new-project-example.json
    ├── phase-example.json
    └── milestone-example.json

Integration with Babysitter SDK

These workflows leverage:

  • **Agent tasks** for LLM-based reasoning and decision making
  • **Breakpoints** for human approval gates
  • **Parallel execution** via ctx.parallel.all()
  • **Task composition** for modular workflow building
  • **State persistence** via artifacts and journal
  • **Quality scoring** through agent-based assessment

Differences from Original GSD

1. **SDK Native**: Uses Babysitter SDK primitives instead of custom orchestration 2. **Language**: JavaScript/Node.js instead of prompt-based skills 3. **Execution Model**: Task-based orchestration instead of CLI commands 4. **State Management**: Journal and artifacts instead of markdown files 5. **Composability**: Modular processes can be imported and composed

Getting Started

1. Install the Babysitter SDK:

bash
npm i -g @a5c-ai/babysitter-sdk@latest

2. Initialize a new project:

bash
babysitter run:create \
  --process-id gsd/new-project \
  --entry gsd/new-project.js#process \
  --inputs '{"projectName": "My App"}'

3. Follow the workflow through discussion → planning → execution → verification

Contributing

When adding new workflows:

  • Follow the GSD methodology of research → plan → verify
  • Use agent tasks for reasoning, node/shell tasks for execution
  • Include breakpoints at key decision points
  • Document expected inputs and outputs
  • Provide example input files

Trail

Wiki

Library

GSD-Adapted Workflows for Babysitter SDK (Library)

Continue reading

Aerospace Engineering Specialization (Library)
AI Agents and Conversational AI Specialization (Library)
Algorithms and Optimization Specialization (Library)
Arts and Culture Specialization (Library)
ATDD/TDD Methodology (Library)
AutoMaker (Library)
Automotive Engineering Specialization (Library)
Backend Development (Library)

Page record

Open node ledger

wiki/library/gsd.md

Documents

GSD (Get Stuff Done) · Specialization