ZYEL / LABCoding tutorial →

02 / AI integration workbench

Evidence before
automation.

Turn a service ticket into a reviewable next step. Inspect the sources, test the contract, then decide what happens.

Ticket → grounded draft → human → adapter

A small workflow. Explicit boundaries.

In-memory session
01 / Input

Synthetic service ticket

12–2,000 characters. Document instructions are untrusted data. Text and drafts stay in this tab’s memory.

Ready. Four fixture attempts per ten seconds.

02 / Contract

A grounded draft

Start with a ticket.

The adapter returns a typed classification, recommendation and exact source spans. Invalid output never reaches review.

Inspect the output schema
03 / Provenance

Read the source material

Locally authored synthetic documents, revision 1. Citation links highlight exact spans. Matching text does not establish a recommendation’s correctness.

04 / Human decision

You decide. The adapter waits.

No customer contact or real service API is connected.

Generate a valid, actionable draft to begin review.

Engineering evidence

Prepared, testable, honest.

What runs here

Browser fixture adapter, strict result validation, source checks, human review, abort/timeout tests and a lazy Vue annotation reader.

What stays disabled

The optional server-side Responses API adapter. It needs approved infrastructure, authentication, budget and review before enabling. No key belongs in this page.

What this cannot establish

Live model reliability, people leadership, paying client references, high-traffic operations or RFP compliance.

Read the implementation, tradeoffs and verification steps →