The factual + social operating system of aircooled Volkswagens.

A deterministic decoder fused with a semantic archive. Chassis numbers, engine codes, M-codes, paint, trim, and factory lineage — grounded in every manual and community correction ever ingested.

Begin DecodeONLINE

CHASSIS RULES

4 PLATFORMS

ENGINES

30+ SEEDED

M-CODES

20 CORE

PAINT CODES

10 REGIONS

BUILD PIPELINE

6-week roadmap to beta

Ref §11 — Build Sequence

WK 1 · STEP 1DONE
INFRASTRUCTURE BOOTSTRAP
WK 1 · STEP 2DONE
DECODER ENGINE
WK 1 · STEP 3DONE
DATASET SEED + DB API
WK 2 · STEP 4DONE
INGESTION PIPELINE
WK 4 · STEP 5QUEUED
HYBRID SEARCH + CHAT
WK 5 · STEP 6QUEUED
KNOWLEDGE GRAPH ENGINE

MONOREPO MAP

Packages scaffolded this build

@aircooled/dbonline

Shared Prisma client singleton.

@aircooled/engineonline

Deterministic VW decoder (chassis, engine, M-codes, paint, factory).

@aircooled/searchscaffolded

Hybrid retrieval: structured ⊕ pgvector ANN ⊕ VW ranking.

@aircooled/ingestiononline

S3 → OCR → chunk → embed → KnowledgeNode.

@aircooled/graphscaffolded

GraphNode/GraphEdge builder + VW relation vocabulary.