Advanced AI Development — sarolta.com
Zero-trust architecture for autonomous AI. Every output verified. Every agent sandboxed. Every decision audited.
What a zero trust pipeline delivers
Verified task completion
LLM agents complete only 50% of real-world tasks without structured pipelines (morphllm research)
Pipeline runtime
Ships overnight. No standups. No context-switching.
What doesn’t keep up
GitHub Copilot research
Developers who read AI-generated code carefully before accepting. Bugs shipped with confidence cost the most.
Without pipeline design
How long teams typically spend discovering verification problems they could have designed around.
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.
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.
