Lifecycle Model Hybrid Search

Run Workflow

1. By default the wrapper runs the published CLI through npm exec --yes --package=@tiangong-lca/cli@latest -- tiangong. Use TIANGONG_LCA_CLI_DIR or --cli-dir only for local dev/CI overrides.
2. Set TIANGONG_LCA_API_BASE_URL and TIANGONG_LCA_API_KEY, or pass --base-url and --api-key.
3. Execute node scripts/run-lifecyclemodel-hybrid-search.mjs with standard tiangong search lifecyclemodel flags.
4. The wrapper delegates to tiangong search lifecyclemodel.
5. Confirm response shape, then debug with focused references.

Commands

TIANGONG_LCA_API_BASE_URL="https://example.supabase.co/functions/v1" \
TIANGONG_LCA_API_KEY="<your-api-key>" \
node scripts/run-lifecyclemodel-hybrid-search.mjs --dry-run

TIANGONG_LCA_API_BASE_URL="https://example.supabase.co/functions/v1" \
TIANGONG_LCA_API_KEY="<your-api-key>" \
node scripts/run-lifecyclemodel-hybrid-search.mjs

node scripts/run-lifecyclemodel-hybrid-search.mjs \
  --input ./assets/example-request.json \
  --base-url "https://example.supabase.co/functions/v1" \
  --api-key "$TIANGONG_LCA_API_KEY"

# Force a local CLI working tree during dev/CI
TIANGONG_LCA_CLI_DIR=/path/to/tiangong-lca-cli \
node scripts/run-lifecyclemodel-hybrid-search.mjs \
  --dry-run \
  --base-url "https://example.supabase.co/functions/v1" \
  --api-key "$TIANGONG_LCA_API_KEY"

Fast Triage

• 400: missing or invalid query.
• 500: embedding provider or hybrid_search_lifecyclemodels RPC failure.
• Empty data: query/filter mismatch; inspect generated retrieval query and filter structure.

Load References On Demand

• references/env.md: auth, region, and endpoint overrides.
• references/request-response.md: payload contract and RPC expectations.
• references/prompts.md: query-rewrite prompt constraints.
• references/testing.md: smoke test checklist.