Pipeline
Internal ToolingComplete Idea-to-Exit Lifecycle Management
Structure creates momentum. Every stage has a clear exit.
Overview
I kept starting projects that never shipped. Great ideas would decay into guilt. Some projects moved too fast and launched half-baked. Others got stuck in endless "research" that was really just procrastination.
The problem wasn't motivation. It was systems.
So I built the operating system for building products. Not project management software—a thinking framework implemented as AI agents that know what questions to ask at each stage, what gates to enforce, and when to push back.
The 8 Skills
Tracker
— Pipeline HeartbeatTracks all projects through lifecycle states, enforces quality gates, calculates decay, generates dashboards
Scout
— Market ValidationTAM/SAM/SOM analysis, competitive teardowns, community signal mining. Delivers BUILD/PIVOT/KILL verdicts
Architect
— Technical DesignSystem architecture, stack selection, database patterns, API design. Outputs build roadmaps in phases
Launch
— Go-to-MarketPositioning, pricing, messaging, launch sequencing. Platform playbooks for Product Hunt, HN, Reddit
Growth
— Scale EngineGrowth loops, analytics frameworks, acquisition channels, retention optimization, A/B testing
Ops
— Operations SystemsSOP creation, delegation frameworks, customer success, team building. If twice, document. If ten times, automate
Exit
— Exit PreparationValuation methods, due diligence prep, data room checklists, term sheet analysis
Today
— Daily Operations14 productivity methods with context-aware suggestions. Manages tasks across projects, TV production, and life
Decay Mechanics
Ideas that don't move forward decay. Each lifecycle state has a decay window. At 50%, you get a warning. At 100%, the project freezes to ICE status. This isn't punishment—it's forcing functions. If a project keeps decaying, maybe it shouldn't exist.
CAPTURED
14 days
VALIDATING
7 days
VALIDATED
14 days
ARCHITECTING
14 days
BUILDING
90 days
LAUNCHING
30 days
GROWING
180 days
OPERATING
365 days
EXITING
180 days
EXITED
∞
Stage Gates
You can't skip ahead. Each transition has requirements that must be met:
- •CAPTURED → VALIDATING: Scout must be invoked with clear problem statement
- •VALIDATING → VALIDATED: Scout must return BUILD verdict (not PIVOT or KILL)
- •VALIDATED → ARCHITECTING: Architect must be invoked with validation report
- •ARCHITECTING → BUILDING: Architecture doc and build roadmap must exist
- •BUILDING → LAUNCHING: Product must be deployed and functional
Daily Operations: 14 Productivity Methods
Today manages tasks across three domains—projects, TV production, and life admin. It suggests the right productivity method based on your current context: energy level, task volume, and resistance patterns.
The Pipeline Flow
IDEA
↓
Scout → BUILD / PIVOT / KILL
↓
Architect → Technical Design
↓
[BUILD] → 11-Stage Code Pipeline
↓
Launch → Live Product
↓
Growth → Stable Metrics
↓
Ops → Systematized Business
↓
Exit → Successful Exit
Tracker monitors all • Today manages daily execution
Philosophy
Decay mechanics: Ideas that don't move forward decay and freeze. This is a feature, not a bug.
Stage gates: Quality checkpoints prevent premature advancement. You can't launch what isn't built.
Calibration: All estimates assume AI-augmented solo builder, not enterprise dev teams with 10 meetings per feature.
Review rituals: Daily pulse (2 min), weekly review (15 min), monthly strategy (30 min). Sustainable discipline.
Skill chaining: Outputs from one phase feed naturally into the next. Scout's validation report becomes Architect's requirements.
By the Numbers
8
AI Skills
14
Productivity Methods
10
Lifecycle States
83
Framework Files
Status: Internal tooling at ID8Labs. Dogfooding on every product we build.
Built with: Claude Code skills, Memory MCP, Perplexity MCP, Firecrawl MCP, Supabase MCP, GitHub MCP
Subagents: market-intelligence-analyst, backend-architect, database-architect, operations-manager, strategic-think-tank
The goal: Make building repeatable, teachable, and finishable.