correlation: rules decide, one cheap LLM call only when ambiguous; drop the consensus tiebreak (server-26#299)
The rules engine now commits every confident decision alone. _run_decision marks a decision ambiguous (new_with_candidates, unfit_tg_candidate, unverified_unit_link) and only then does upload._correlate make ONE llm_correlator.decide call; a usable answer is committed, otherwise the rules decision stands. Removed: _correlate_with_consensus, llm_correlator.tiebreak / decisions_agree / tiebreak prompt, corr_smart_model, the correlation_smart health tier, the LLM-orphan gate (_call_is_substanceless, effectively dead: it could only fire on minor-severity untyped calls) and its sweep budget. corr_consensus is now rules_only | llm | rules_fallback | rules_guard, with corr_band naming why; admin debug and replay metrics read the new values. Section fixes in the same pass: - #115: no tiebreaker left to manufacture incidents; an LLM orphan of a rules "new" is honoured only for untyped, substanceless, routine/minor calls. - #86: divergence veto bar moved to config (embedding_divergence_threshold); the band between it and the match bar is ambiguous, not a silent merge. - #103: a unit link with no embedding is "unit_overlap_unverified" -> ambiguous, instead of skipping the veto and linking as verified. - #189: unit-only and LLM links refused once an incident is open 90 min; unit links on incidents open >30 min are ambiguous; LLM links distance- guarded (incident_max_spread_km) and only to shown candidates. - #190: severity steps down on an explicit stand-down phrase; new severity_peak keeps the monotonic max. - #88: parse_llm_bool fails closed on "false"; scene closures honoured only on confident links or the incident the scene opened. - #27: sweep budget is the scan window (wall clock), not 3 attempts. - LLM prompt: "Reserve new" bullet no longer contradicts the #189 EXCEPT. - updated_at never moves backward on a back-dated link. Unmeasured: no live AI or replay (credits unfunded); band frequency, F1 and thresholds are unverified. Must be re-scored on both answer keys in Replay before merge. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
This commit is contained in:
co-authored by
Claude Opus 5.5
parent
f4d78aba77
commit
3246fc97b0
@@ -60,7 +60,8 @@ USD_WHISPER_PER_MIN = 0.006
|
||||
USD_PER_EXTRACTION = 0.0005 # gpt-4o-mini scene extraction + embedding
|
||||
USD_PER_CORRECTION = 0.0003 # Gemini flash transcript correction
|
||||
USD_PER_GEOCODE = 0.005 # Google geocode, roughly one per located scene
|
||||
USD_PER_LLM_CORRELATE = 0.0005 # Gemini flash consensus decision
|
||||
USD_PER_LLM_CORRELATE = 0.0005 # one Gemini flash correlation decision (ambiguous scenes only)
|
||||
_LLM_CONSENSUS = ("llm", "rules_guard", "agreed", "tiebreak", "llm_orphan_gate")
|
||||
|
||||
# Fields the pipeline writes onto a call doc. Stripped when a call is copied
|
||||
# into the sandbox so the replay recomputes them instead of inheriting the
|
||||
@@ -636,7 +637,11 @@ def compute_metrics(incidents: list[dict], calls: list[dict]) -> dict:
|
||||
corr_path[r.get("corr_path") or "none"] += 1
|
||||
consensus[r.get("corr_consensus") or "none"] += 1
|
||||
linked = sum(1 for c in calls if c.get("incident_ids"))
|
||||
llm = sum(n for k, n in consensus.items() if k not in ("none", "rules_only"))
|
||||
# Scene decisions that made an LLM call (server-26#299: at most one each).
|
||||
# "rules_fallback" is excluded — the call failed or was unusable, so it
|
||||
# was mostly not billed. "agreed"/"tiebreak" are pre-#299 runs' values
|
||||
# (a tiebreak was two calls, so old runs under-count by their tiebreaks).
|
||||
llm = sum(n for k, n in consensus.items() if k in _LLM_CONSENSUS)
|
||||
return {
|
||||
"calls": len(calls),
|
||||
"calls_linked": linked,
|
||||
|
||||
Reference in New Issue
Block a user