Autonomous Software Development

DarkFactory

Requirements goes in. Proven Code comes out.

Not an AI assistant. A neurosymbolic test/evidence driven development pipeline that turns requirements into production code through multiple sequential gates. 

Every item in the PRD is verified, coded, tested, and passed against spec.

The factory floor proves the work; the spec defines correctness.

Dark
Factory
Autonomous AI Development Pipelines
Page
Converter
HTML → Elementor
Complete
Sender
Email Delivery
Rapid
Launch
Server Deploy
Lazy
Writer
AI Writing

What our pipelines deliver:

100/100*

PRD Coverage

Every item verified, tested, passed against spec. Low defects in practice — remaining gaps trace to the spec, not the build.

10+

Configurable Phases

PRD analysis through user acceptance. Each one a mandatory gate.

24/7

Pipeline runtime

Multiple pipelines works overnight. With intelligent monitoring, escalation logic and self healing.

1.4-3x+

Developer throughput

Developers go from manually handling a single task to managing their own team of agents.

 

Zero Trust,
Zero Assumptions.

The intelligence in this pipeline isn’t only in the models — it’s in the structure. A neurosymbolic system: probabilistic AI generates, deterministic gates verify.

Every stage enforces a hard constraint. No output advances until it passes. No exception is made for time pressure or confidence scores.

PRD
Dev InputHuman-written requirements that seed the pipeline
Spec Phase
01
Spec WritingBehaviour & scope
02
Spec ReviewAI + adversarial check
Gate: Spec — score ≥ req or loop back
03
PlanningScope & decompose
Red Phase — Tests First
04
Test WritingTests before code — they must fail
05
Test ReviewAdversarial check — are tests actually hard?
Gate: Tests — score ≥ req or loop back
Green Phase — Implementation
Gate: Green Pre-Check
06
Code Generation16% of dev time — parallel where deps allow
07
ReviewAdversarial review — no shared context
Gate: Code — score ≥ req or regen
08
Test ExecutionRun all tests — fail means regen
Late Discovery — Gaps & Bugs
LD-1
LD SpecsBugs & gaps discovered
LD-2
Write TestsGap-filling tests
LD-3
ImplementFix & fill gaps
LD-4
Run TestsVerify coverage
LD-5
ReviewAdversarial check
Gate: Late Discovery — score ≥ req or revisit
Integration & Deploy
09
Implementation ReviewAdversarial code review
Gate: Impl. — score ≥ req
10
IntegrationMerge & regression
11
Integration ReviewSystem & regression
Gate: Integration — score ≥ req
12
Deploy ✓ earnedStaged rollout — zero trust through to the end
01 — Spec Gate No spec, no pipeline entry

Every agent begins with a machine-readable specification. Scope, inputs, outputs, failure modes — all defined before a single test is written. The spec is the contract.

02 — Adversarial Review Independent model, no shared context

Every output is reviewed by an independent model with no knowledge of the implementing agent's intent. Only the spec and the output. Disagreement triggers escalation.

03 — Deterministic Gate Must pass or its not accepted

Mathematical pass/fail criteria — coverage thresholds, type safety, boundary tests. LLM confidence scores are not accepted as evidence of correctness. Evidence required.

Built for a purpose

Five tools.
One ecosystem.

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Dark Factory

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01 — Flagship Pipeline DarkFactory

A fully automated TDD pipeline for WordPress and Elementor. Write a spec, get verified implementation. Eight sequential phases — spec review, independent examination, red tests, green implementation, full audit. Each gate requires 100/100.

Works overnight. Ships production code. Runs across 9 LLM providers with automatic fallback — the pipeline never stops.

"Not an AI assistant that writes code. A system that proves the code works against a verified specification."
Learn more →
02 — AI Writing LazyWriter

Turn fragmented notes into structured documents. PRDs, briefs, client reports, research outlines. LazyWriter knows when a section is missing — and flags it before you send.

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03 — Email Delivery CompleteSender

Email that makes it to the inbox. Transactional sequences, drip campaigns, deliverability monitoring. Built for teams where a missed send costs real money.

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04 — Conversion PageConverter

Convert any HTML into production Elementor JSON. Semantic mapping, Kit-aware output. WordPress plugin or REST API. How DarkFactory builds pages end-to-end.

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05 — WordPress Deploy RapidLaunch

Full WordPress site from a config file. Theme, pages, content, plugins. RapidLaunch turns a reproducible spec into a live site — without the setup ceremony.

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Ready to ship
verified output?

Code, documents, research, content — if it needs to be correct and verifiable, the pipeline applies. Talk to us about how it fits your workflow.