desertthunder.dev / twisted
a love letter to tangled (android, iOS, and a search API)
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twisted / docs / api / tasks / README.md
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Owais Jamil docs: reorganize and add overview to README
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title: "Twister — Task Index" updated: 2026-03-22#

Twister Tasks#

Assumes Go, Tap (deployed on Railway), Turso/libSQL, and Railway for deployment.

Delivery Strategy#

Build in four phases:

  1. MVP — ingestion, graph backfill, keyword search, deployment, operational tooling
  2. Semantic Search — embeddings, vector retrieval
  3. Hybrid Search — weighted merge of keyword + semantic
  4. Quality Polish — ranking refinement, advanced filters, analytics

Ship keyword search before embeddings. That gives a testable, inspectable baseline before introducing model behavior. Within MVP, run graph backfill before calling the environment search-ready for users.

Phases#

Phase Title Document Status
1 MVP phase-1-mvp.md In progress (M0–M2 complete; backfill scheduled before public launch)
2 Semantic Search phase-2-semantic.md Not started
3 Hybrid Search phase-3-hybrid.md Not started
4 Quality Polish phase-4-quality.md Not started

MVP Complete When#

  • Tap ingests tracked sh.tangled.* records
  • Documents normalize into a stable store
  • Keyword search works publicly
  • Index-backed profile summaries can fill public API gaps such as followers
  • API and indexer are deployed on Railway
  • Restart does not lose sync position
  • Reindex exists for repair
  • Graph backfill populates initial content from seed users