Advanced AI Development — sarolta.com
Zero-trust architecture for autonomous AI. Every output verified. Every agent sandboxed. Every decision audited.
Not an AI assistant.
A system that proves its own work.
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.
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.
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.
Mathematical pass/fail criteria — coverage thresholds, type safety, boundary tests. LLM confidence scores are not accepted as evidence of correctness. Evidence required.
Not just coding
The same zero-trust architecture applies wherever LLM output requires verification. Code is just the first domain.
Full TDD pipeline — spec to verified, tested, production-ready code. Overnight automation with 9-provider LLM fallback. Every Elementor page, every WordPress component.
Technical reports, compliance documents, audit outputs. Criteria are defined up front — completeness, accuracy, structure. The same gate logic verifies them.
Research synthesis and analysis where citation, methodology, and conclusions are verifiable against defined criteria. Hallucination is caught at the gate, not after publication.
Brand voice, messaging hierarchy, factual accuracy — encoded as spec criteria. Content is reviewed against them by an independent model before it leaves the pipeline.
Built for a purpose
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.
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.
Learn more →Email that makes it to the inbox. Transactional sequences, drip campaigns, deliverability monitoring. Built for teams where a missed send costs real money.
Learn more →Convert any HTML into production Elementor JSON. Semantic mapping, Kit-aware output. WordPress plugin or REST API. How DarkFactory builds pages end-to-end.
Learn more →Full WordPress site from a config file. Theme, pages, content, plugins. RapidLaunch turns a reproducible spec into a live site — without the setup ceremony.
Learn more →Code, documents, research, content — if it needs to be correct and verifiable, the pipeline applies. Talk to us about how it fits your workflow.
