Advanced diagnostics · internal

Orchestrated graph of loops

No single loop owns the global objective. Each declares one job, a measurable goal, a confidence threshold, and an escalation path. A loop escalates to a human when its goal is missed OR its confidence falls below threshold.

← vestyla.com

Calls the real /api/stylist with a canned board-meeting payload and scores each loop against its goal.

Styling path

Identity Engine

identity

Convert chosen traits + inspiration into a weighted Identity Vector — the signature every recommendation is tuned to.

Measurable goal

trait_coverage ≥ 3 traits

Resolve at least 3 weighted traits so the signature is specific enough to style against.

Confidence threshold

0.60

Status

Idle

Escalation · Escalate to human if fewer than 3 traits resolve OR confidence < 0.60.

On upload

Closet Ingestion

closet_ingestion

Vision-detect a single garment from a photo into a structured, PROPOSED item — provenance-first, never auto-approved.

Measurable goal

attribute_confidence ≥ 0.75

Only auto-propose when the vision model’s attribute confidence is ≥ 0.75; otherwise hold for review.

Confidence threshold

0.75

Status

Idle

Escalation · Item stays "proposed" and escalates to user review whenever confidence < 0.75.

Styling path

Daily Recommendation

recommendation

From the deterministically-eligible closet, choose a primary look + alternatives and explain why it works and how it reinforces identity.

Measurable goal

coverage_and_explanation ≥ 1

Score 1 only when there is ≥1 primary item AND a non-empty "why it works". Bare clothing with no rationale fails.

Confidence threshold

0.65

Status

Idle

Escalation · Escalate if coverage/explanation is missing OR confidence < 0.65 (or no eligible items exist).

Flow

Identity Engine → deterministic eligibility gate → Daily Recommendation → (goal + confidence check) → ship or escalate

Closet Ingestion runs separately on upload; detected items stay proposed until a human approves them (provenance-first — an email receipt is not ownership).