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Phase 1: Foundation

  • @architect: Full system design — all interfaces, types, package layout (2026-04-07)
    • pkg/models/types.go — all shared types (Tx, Wallet, Feature, Profile, Cluster, Labels, Opts)
    • pkg/models/interfaces.go — TxFetcher, TxStore, FeatureExtractor, Clusterer, Profiler
    • pkg/ethapi/client.go — Etherscan API client with rate limiter + retry
    • internal/ingester/ingester.go — orchestrates fetch + store with caching
    • internal/store/sqlite.go — SQLite-backed TxStore implementation
    • internal/transformer/transformer.go — all 8 feature extractors
    • internal/classifier/kmeans.go — K-means from scratch + elbow SSE
    • internal/classifier/hdbscan.go — HDBSCAN with MST + union-find
    • internal/profiler/profiler.go — centroid-based label assignment
    • internal/config/config.go — viper-based config loading
    • cmd/wbc/main.go — cobra CLI with ingest, analyze, profile commands
  • @infra: go mod tidy, verify build compiles — ready
  • @pipeline: Wire ingest command end-to-end with real API — ready

Phase 2: Core Engine

  • @pipeline: Normalize raw tx data, handle edge cases — blocked by Phase 1 completion
  • @analysis: Feature extraction pipeline refinement — blocked by Phase 1
  • @analysis: K-means tuning + elbow method — blocked by Phase 1
  • @analysis: HDBSCAN tuning — blocked by Phase 1

Phase 3: Intelligence

  • @analysis: Profile labeling engine refinement — blocked by Phase 2
  • @infra: Wire analyze + profile commands, output formatting — blocked by Phase 2
  • @qa: Full test suite, benchmarks, CI — blocked by Phase 2

Phase 4: Ship

  • @infra: Dockerfile, README with architecture diagram — blocked by Phase 3
  • @orchestrator: Final review, tag v0.1.0 — blocked by Phase 3