LLM Workflow Integration

Evidence-Grounded LLM Workflow

A provider-neutral transformation system that turns source material into evidence-bounded public artifacts with structured contracts, adversarial gates, and explicit human approval.

Verified evidence

Schema-driven output contracts and known/inferred/unknown evidence separation.
Human approval is required before publication.
Provider-neutral adapter, request/response hashing, containerized execution, tests, and architecture documentation.
Separate five-system release: 9 tests and a 20/20 fixture validation for the Chat-to-Post Engine.

Mechanisms

LLM APIsstructured outputsevidence classificationhuman-in-the-loopquality gatescontainerized execution

Claim boundary

The system prepares and validates artifacts; it does not autonomously publish or prove downstream engagement/adoption.

Best-fit client work

OpenAI/Claude integration
content workflow
human approval
structured generation
internal AI workflow

Source code

This portfolio package intentionally does not invent per-repository URLs. Open GitHub profile. Add a direct repository link here once the exact public repo URL is confirmed.