WBI Consulting Group
Chapter 03

The Method

Five specialized agents, one structured pipeline, one belief about how software should be built.

The studio’s multi-agent development method is the reason this catalog is the size it is. Five specialized AI agents work in concert with structured JSON handoffs, confidence scoring, and automatic fix-iteration loops.

The method is an orchestration layer: a set of five explicitly-scoped roles that pass typed artifacts to each other through a JSON handoff protocol, with a Reviewer in the middle that rejects work below a confidence threshold. The result is a development cadence most small studios cannot match.

Mature framework. Production-tested through the studio’s own development workflow.

Catalog §4.1, Market Readiness
The pipeline

Five roles, explicit handoffs.

Planner
Tier · Primary reasoning

Decomposes the ticket into an ordered plan. Selects the workflow path and emits a structured brief.

Handoff
PLAN.json
Context-Fetcher
Tier · Fast execution

Pulls the files, schemas, and prior decisions the Feature-Builder will need. Writes a grounded context packet.

Handoff
CONTEXT.json
Feature-Builder
Tier · Fast execution

Writes the code. Scoped to a single feature, operating against the context packet and the plan.

Handoff
DIFF.patch + NOTES.md
Code-Reviewer
Tier · Primary reasoning

Reviews the diff against the plan. Checks for CVEs, policy violations, and architectural drift. Assigns a confidence score.

Handoff
REVIEW.json (score 0–1)
Test-Writer
Tier · Fast execution

Authors the tests the Reviewer required. Runs them. Iterates until green or until human intervention is flagged.

Handoff
TESTS.json + CI result
Why it works

Structured handoffs, confidence scoring, and refusal lists.

The Reviewer emits a numeric confidence score between 0 and 1. Below a configurable threshold the pipeline loops: the Feature-Builder gets a new plan segment, the Reviewer re-scores, the Test-Writer re-runs. Above the threshold the work ships. Every artifact is a JSON document that can be inspected, replayed, and (importantly) diffed across runs to understand how the method evolved a given feature.

The method built this site. Chapter 03 is, in that sense, a demonstration: every page in this manual was planned, contextualized, built, reviewed, and tested by a different role in the same pipeline. The Colophon elucidates which runs produced which chapter, which packages landed in the stack, and where we made substitutions along the way.