SPEC4AI / SAI Generator
Coming Soon

Give it a spec.
Get a production system.

SAI Generator is an autonomous coding engine. Hand it a spec and it builds the entire system — writes tests first, generates code to pass them, runs security scans, and delivers a production-ready codebase with a full audit trail. When it's done, it updates the spec to match what was actually built.

Enterprise-grade. Local-first. Air-gapped capable. Built for teams that ship real systems.

The autonomous pipeline

From spec intake to production-ready code. Every step is verified, audited, and governed.

Phase 1

📋

Spec Intake

Upload a spec or describe what you want. SAI generates canonical docs: vision, architecture, decisions.

Phase 2

💬

Clarify

SAI asks questions about ambiguities. Your answers lock in permanently — no re-asking.

Phase 3

Team Approval

Team reviews the plan and signs off. Consensus required before any code is written.

Phase 4

🛠

Build

Multi-agent TDD loop: QA writes tests, Coder implements, security scans, repeat until green.

Phase 5

🔍

Review

Judge agent scores quality. Reviewer validates against spec. Full evidence bundle compiled.

Phase 6

🚀

Ship

Production-ready code delivered. Spec updated to match what was actually built. Full audit trail.

Specialized agents, not one chatbot

Six specialized agents with distinct roles, each responsible for one job. They don't step on each other. The right model runs for the right task — lite agents for QA and review, heavy agents for implementation.

Planner

Lite

Decomposes specs into actionable steps with file targets, risk assessments, and change budgets. Sets constraints the Coder must follow.

Coder

Heavy

Writes production code to pass tests within budget constraints. Generates full files or targeted patches. The heavy-lift model that does the actual building.

QA

Lite

Writes failing tests before any code exists. Defines what "done" looks like in executable form. The Coder implements to pass these tests.

Reviewer

Lite

Validates patches against the plan and spec. Catches drift, flags unauthorized changes, and blocks risky modifications before they land.

Security

Lite

Dharma Guard runs Semgrep and Trivy on every change. Blocks critical vulnerabilities, detects secrets, enforces compliance. Always on — even in fast mode.

Judge

Lite

Scores finished work on correctness, security, spec adherence, performance, and documentation. Produces an evidence bundle with every artifact.

Not another code assistant

SAI doesn't suggest code snippets. It builds entire systems with governance, security, and proof.

🔒 TDD-enforced development

Tests are written first by the QA agent. Code is written to pass those tests. No implementation-first guessing. If tests don't pass, code doesn't ship.

🕵 Air-gapped & local-only

Your code never leaves your infrastructure. No cloud APIs, no SaaS dependencies, no data leakage. Runs on your hardware. Built for environments where data sovereignty is non-negotiable.

📈 Budget-constrained changes

Every change is bounded: max files, max lines of code, max new dependencies. Agents can't make sweeping refactors or sneak in scope creep. Focused, reviewable patches.

📑 Full audit trail

Every decision, every approval, every scan result recorded in the Karmic Ledger. Compliance-grade traceability from spec intake to production delivery. Who approved what and why.

👥 Team governance

Role-based consensus protocol. Commander, PM, CTO, Ops, and Designer roles with explicit sign-off. Nothing ships without the right people approving it.

🛠 Self-updating specs

After the system is built, SAI updates the spec to match what was actually delivered. Your spec becomes the living documentation of your production system.

Built for teams that ship real systems

SAI Generator is designed for enterprise customers who need to build large-scale systems with full control, auditability, and team governance.

Build new systems from specs

Hand SAI a detailed spec and it generates the entire codebase — backend, API, database, tests, security policies. Production-ready, not prototype-grade.

Modernize existing products

Point SAI at your current codebase and it generates specs that capture what exists. Then use those specs to rebuild in new technology with full governance.

Scale with marketplace specs

Use proven spec kits from the Spec4AI marketplace as building blocks. SAI executes them autonomously and stitches the results into a coherent system.

Part of the Spec4AI ecosystem

Spec4AI Marketplace

spec4ai.com

Browse and buy ready-to-use spec kits. Feed marketplace specs directly into SAI to generate production systems.

Browse Marketplace

Spec4AI Studio

studio.spec4ai.com

Visual spec editor with a built-in AI agent. Write and refine specs before handing them to SAI for full execution.

Explore Studio

SAI Generator

sai.spec4ai.com

The autonomous coding engine. Takes specs in, ships production systems out. You're looking at it.

Coming Soon

The most powerful coding tool ever built.

Give it a spec. Get a production system. Full governance, full security, full audit trail.