Familstorm — AI-Driven Development
Enterprise Software & Complex Systems Engineered via Multi-Agent AI Pipelines. Governed by deterministic quality gates and human-in-the-loop architecture oversight.
Familstorm Overview
Familstorm is an engineering studio based in Vietnam pioneering AI-Driven Development. We orchestrate an end-to-end multi-agent AI system governed by deterministic quality gates and human-in-the-loop architecture oversight.
Core Human Leadership
2–3 Senior Specialists (System Architect / Principal Engineer, Product & Account Lead) directing strategy and architectural integrity.
Human Responsibility
High-level system architecture, scope boundary definition, security policy enforcement, and final release approvals.
Agent Autonomy Ratio
A lean core directs autonomous agent teams, eliminating the overhead, communication drag, and inconsistency of large manual dev benches.
AI Agent Architecture
Our development ecosystem operates through specialized, role-isolated AI agents running on the Hermes Agent framework with deterministic boundaries.
Role Isolation
Agents communicate via GitHub issue contracts, PRs, and review gates. Zero direct uncontracted state leak.
Context Containment
Role playbooks, locked schemas, and deterministic test harnesses keep reasoning windows lean and focused.
Verification Automation
Zero code merges without green ci-smoke and dual TL+QA parallel sign-off.
Delivery Pipeline (P0–P8)
Deterministic phase transitions with automated validation at every boundary.
Intake & Scope Lock
Requirements converted to immutable scope contract and parent Epic.
Architecture & Design
TL drafts TDR; Designer produces tokenized Design Contract.
Test-First Build
Dev agents implement test-first; all PRs capped at ≤ 400 LOC.
Dual Parallel Review
Independent approval from TL (architecture) and QA (test completeness).
Automated Deploy & Acceptance
Promotion to staging, headless E2E verification, manager-gated release.
AI Autonomous Execution vs Human Governance
Division of Responsibility| Lifecycle Stage | AI Autonomous Execution | Human Oversight & Approval | Division of Responsibility |
|---|---|---|---|
| Requirement & Scope Definition | 60% | 40% | Human locks business goals; AI structures scope & writes specs |
| Architecture & TDR Drafting | 70% | 30% | AI drafts modular contracts; Human Architect approves |
| Code Implementation | 85% | 15% | AI writes production code in small PRs (≤ 400 LOC); Human spot-checks |
| Unit & Integration Testing | 90% | 10% | AI writes mock fixtures, edge tests, and regression tests |
| E2E & Acceptance Testing | 85% | 15% | AI scripts Playwright/headless tests; Human validates visual fidelity |
| CI/CD & Deployment | 80% | 20% | AI configures containers & pipelines; Human controls deploy gate |
Selected Project Showcase
Real systems delivered via Familstorm AI-driven pipelines — from full-stack enterprise web to complex 2D game engines.
Phương Trí Platform
A multimedia publishing and online consultation platform built for a commercial client with automated VietQR billing and lecture streaming.
Modular 2D Game System
A complex 2D hex-grid Modular Game System built to stress-test architectural discipline and automated verification under AI-driven development.
Velocity & Rigorous QA
Measurable output advantages benchmarked against traditional engineering benchmarks.
Delivery Velocity Comparison
BenchmarksDeterministic Quality Gates
5-Stage ReviewPRs strictly capped at ≤ 400 LOC to ensure deterministic reviewability.
Automated build, linter, typecheck, and unit test pass required before review.
Simultaneous independent approvals required from Technical Lead and QA Agent.
Headless boundary scripts run in CI to reject architectural leaks.
Immutable release-candidate SHA signed off by Human Lead before deploy.
Collaboration Models
Tailored partnership structures designed for international tech enterprises, fast-growth ventures, and strategic investors.
AI-Driven Dedicated Team (AI-ODC)
High-throughput dedicated pod delivering continuous features and accelerated module cycles.
- •Autonomous agent execution
- •Daily transparent progress
- •Zero recruitment delay
Turnkey System Development
Fixed-scope delivery for enterprise web, high-throughput APIs, and complex game systems.
- •Rigid TDR contract specification
- •Predictable delivery timeline
- •Full code & test ownership
Technical Partnership / JV
Co-development of proprietary AI-native software products targeting international markets.
- •Co-Development & shared IP synergy
- •Rapid proof-of-concept
- •Deep domain integration
Strategic Investment & M&A
Open to equity partnership or acquisition by technology groups adopting AI-native dev.
- •Proven P0-P8 pipeline IP
- •High operational leverage
- •Strategic Capital & turnkey tooling
Download Capability Brief One-Pager
A concise, printable executive summary detailing our multi-agent architecture, P0–P8 delivery pipeline, real-world case studies, and engagement models.
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