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Architecture 3 min read Β· 537 words Β· Updated 2026-09-11

Full-Lifecycle Pipelines: From Feature Conception to Store Delivery

Comprehensive architecture treating feature development, automated verification, media synthesis, and store releases as continuous, deterministic pipelines.

Full-Lifecycle Pipelines: From Feature Conception to Store Delivery

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Executive Overview

Attribute Details
Status πŸ“ Architectural Standard
What It Is Systems architecture that models every stage of application developmentβ€”from brief conception and verification to media production and store deliveryβ€”as automated, deterministic pipelines.
Core Problem & Solution Isolated CI/CD pipelines only address binary deployment, leaving feature conception, testing, and media creation manual and error-prone. This architecture establishes cohesive pipelines for every phase of product delivery.
Tech Stack Git, Fastlane, Linux Xvfb, Playwright, Godot Movie Writer, Node.js Crypto, Self-Hosted Runners
Key Highlights Brief-driven agentic feature pipelines, headless simulation & verification passes, code-driven media harnesses, zero-quota direct store publishers.

Modern software development often treats "pipelines" as synonymous with "continuous integration and deployment." In Andrea's architecture, pipelines exist for everything: feature development, headless verification, application integration, promotional media generation, and store release.


1. The Five Interlocking Lifecycle Pipelines

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β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                   1. Feature Conception & Brief Pipeline               β”‚
β”‚ (GAME_BRIEF.md / FOUNDING.md ──► Proposal Cards ──► Workspace Hydration) β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                    β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚               2. Autonomous Development & Verification Pipeline        β”‚
β”‚ (15-Step Tool Loop ──► Quarantine wips/ ──► Physics / Logic Fuzzing)   β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                    β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚               3. Application Integration & Supervision Pipeline        β”‚
β”‚ (supervise.js ──► term-web :4034 ──► Discord Gateway ──► Live Preview) β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                    β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚               4. Deterministic Media & Creative Pipeline               β”‚
β”‚ (Headless Xvfb ──► Godot Movie Writer / Playwright ──► FFmpeg Renditions)β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                    β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚               5. Zero-Quota Store & Infrastructure Pipeline             β”‚
β”‚ (Self-Hosted Apple Silicon ──► asc.mjs / play.mjs ──► Managed Staged)  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

2. Deep Dive Across Each Pipeline

1. Feature Conception & Brief Pipeline

  • Specification-First Scoping: Features begin with structural briefs (GAME_BRIEF.md, docs/FOUNDING.md) establishing user personas, algorithmic constraints, and acceptance criteria.
  • Proposal Gates: Agents generate lightweight proposal cards before allocating disk space or modifying source files, preventing uncommitted repository bloat.

2. Autonomous Verification & Simulation Pipeline

  • Quarantine Isolation: Subagents work in isolated sandbox directories. Code merges only after passing automated verification.
  • Monte Carlo Simulations: Runs thousands of simulated game turns (Five Card Charlie) or market periods (Foundry 252-day embargoes) headlessly to prove balance and monotonicity.

3. Application Integration & Supervision Pipeline

  • Process Supervision (supervise.js): Coordinates multiple development services on private Tailscale networks with automatic 2-second crash restarts.
  • Unified Workstation Surfaces: PTY terminals, live voice agents, open ports, and repository inventories accessible through a single HTTPS port (term-web).

4. Deterministic Media & Creative Pipeline

  • Code-Driven Video Generation: Virtual framebuffers (Xvfb :99) and fixed-fps clocks render video trailers with zero frame jitter.
  • Multi-Rendition Batching: Converts raw master captures into 9:16 vertical reels, 1:1 square app store compositions, and compact WebP animated house-ad creatives.

5. Zero-Quota Store & Release Pipeline

  • Direct Crypto Authentication: Uses native Node.js standard libraries (node:crypto) to authenticate directly with store APIs, eliminating third-party CI vendor fees and quotas.
  • Hardware-Backed Runners: Self-hosted Apple Silicon runners compile native iOS and Android binaries at full bare-metal hardware speeds.