-- sql/139-equivalence-pending-triage.sql -- Set-based port of scheduler.ts's evaluateEquivalenceResearch() (line ~85), -- applied once to the 289,681-row pending backlog in transceiver_equivalences. -- -- Root cause of the backlog: the daily "maintenance:re-research-equivalences" job -- (scheduler.ts:3117) only evaluates rows where re_research_due_at IS NOT NULL AND -- <= NOW(). catalog-reconcile.ts inserts new 'pending' rows WITHOUT setting -- re_research_due_at (NULL by default) -> the job that was designed to drain the -- queue never saw fresh pending rows. This migration (a) triages the existing -- backlog once, set-based, using the exact same scoring rules as the JS -- evaluator, and (b) is paired with code fixes (catalog-reconcile.ts sets -- re_research_due_at on insert; scheduler.ts's reject branch preserves it for -- "insufficient evidence" rejects) so the daily job keeps draining future inserts -- on its own. -- -- Decision rules (identical to evaluateEquivalenceResearch, ported 1:1): -- no recent competitor price observation (45d) -> reject, no re-research -- form_factor or speed_gbps mismatch/missing -> reject, no re-research -- wavelength diff >15nm / fiber mismatch / reach -> reject, no re-research -- ratio <0.85 (all three "hard" if evidence exists) -- wavelength / fiber_type / reach_meters MISSING -> reject, WITH re-research -- (on either side, and no hard mismatch above) in 21 days (data-gap, -- not a wrong match -- -- give scrapers time to -- enrich, then recheck) -- confidence (score/115) >= 0.73 -> auto_approved -- else -> reject, no re-research -- -- Idempotent for its WHERE clause (status='pending' AND re_research_due_at IS -- NULL); re-running after the code fix lands is a no-op since new pending rows -- will already carry a re_research_due_at. create table if not exists equivalence_pending_triage_backup_20260713 as select *, now() as backed_up_at from transceiver_equivalences where status = 'pending' and re_research_due_at is null; with normalized as ( select eq.id, nullif(upper(trim(fx.form_factor)),'') as fx_form, nullif(upper(trim(cp.form_factor)),'') as cp_form, fx.speed_gbps as fx_speed, cp.speed_gbps as cp_speed, nullif(upper(trim(fx.standard_name)),'') as fx_std, nullif(upper(trim(cp.standard_name)),'') as cp_std, nullif(upper(trim(fx.fiber_type)),'') as fx_fiber, nullif(upper(trim(cp.fiber_type)),'') as cp_fiber, fx.reach_meters as fx_reach, cp.reach_meters as cp_reach, (regexp_match(fx.wavelengths, '(\d{3,4})'))[1]::numeric as fx_nm, (regexp_match(cp.wavelengths, '(\d{3,4})'))[1]::numeric as cp_nm, exists(select 1 from price_observations po where po.transceiver_id=eq.competitor_id and po.time > now() - interval '45 days') as has_recent_price from transceiver_equivalences eq join transceivers fx on fx.id = eq.flexoptix_id join transceivers cp on cp.id = eq.competitor_id where eq.status = 'pending' and eq.re_research_due_at is null ), scored as ( select *, (case when fx_form is not null and cp_form is not null and fx_form=cp_form then 25 else 0 end + case when fx_speed is not null and cp_speed is not null and fx_speed=cp_speed then 20 else 0 end + case when fx_std is not null and cp_std is not null and fx_std=cp_std then 30 else 0 end + case when fx_nm is not null and cp_nm is not null then case when abs(fx_nm-cp_nm)<=15 then 20 else -20 end else 0 end + case when fx_fiber is not null and cp_fiber is not null then case when fx_fiber=cp_fiber then 10 else -15 end else 0 end + case when fx_reach is not null and cp_reach is not null and fx_reach>0 and cp_reach>0 then case when least(fx_reach,cp_reach)/greatest(fx_reach,cp_reach) >= 0.85 then 10 else -15 end else 0 end) as raw_score, (fx_nm is null or cp_nm is null) as wl_missing, (fx_fiber is null or cp_fiber is null) as fiber_missing, (fx_reach is null or cp_reach is null or fx_reach<=0 or cp_reach<=0) as reach_missing, (fx_nm is not null and cp_nm is not null and abs(fx_nm-cp_nm)>15) as wl_mismatch, (fx_fiber is not null and cp_fiber is not null and fx_fiber<>cp_fiber) as fiber_mismatch, (fx_reach is not null and cp_reach is not null and fx_reach>0 and cp_reach>0 and least(fx_reach,cp_reach)/greatest(fx_reach,cp_reach) < 0.85) as reach_mismatch, (fx_form is null or cp_form is null or fx_form<>cp_form) as form_bad, (fx_speed is null or cp_speed is null or fx_speed<>cp_speed) as speed_bad from normalized ), decided as ( select *, greatest(0, least(1, raw_score::numeric/115)) as confidence, (not has_recent_price) as no_price, (wl_mismatch or fiber_mismatch or reach_mismatch or form_bad or speed_bad) as critical_mismatch, (wl_missing or fiber_missing or reach_missing) as missing_evidence from scored ) update transceiver_equivalences eq set status = case when d.no_price then 'rejected' when d.critical_mismatch then 'rejected' when d.missing_evidence then 'rejected' when d.confidence >= 0.73 then 'auto_approved' else 'rejected' end, confidence = case when d.no_price then 0 else d.confidence end, reviewed_by = 'automated-research-bulk-139', reviewed_at = now(), reject_reason = case when d.no_price then 'automated research: competitor has no recent price observation' when d.critical_mismatch then 'automated research: technical mismatch' when d.missing_evidence then 'automated research: insufficient technical evidence' when d.confidence >= 0.73 then null else 'automated research: confidence below approval threshold' end, re_research_due_at = case when (not d.no_price) and (not d.critical_mismatch) and d.missing_evidence and d.confidence < 0.73 then now() + interval '21 days' else null end, re_researched_at = now(), match_notes = case when eq.match_notes is null or eq.match_notes = '' then 'bulk-triage(139) ' || now()::date else eq.match_notes || ' | bulk-triage(139) ' || now()::date end, updated_at = now() from decided d where eq.id = d.id; -- Mirror the daily job's side effect on approve: mark the Flexoptix product as -- competitor_verified (matches scheduler.ts's confirm branch). update transceivers t set competitor_verified = true, competitor_verified_at = coalesce(t.competitor_verified_at, now()) from transceiver_equivalences eq where eq.flexoptix_id = t.id and eq.status = 'auto_approved' and eq.reviewed_by = 'automated-research-bulk-139' and eq.reviewed_at > now() - interval '5 minutes' and t.competitor_verified = false; insert into _migrations (filename, applied_at) select '139-equivalence-pending-triage.sql', now() where not exists (select 1 from _migrations where filename = '139-equivalence-pending-triage.sql');