# Classical ML × Generative AI

CURRENT_STATUS: UNKNOWN
OBSERVATION: SPEC_ONLY
FRESHNESS: UNKNOWN
PAGE_TYPE: reference
CANONICAL_URL: /tools/ea-077-classical-ml-generative-ai
CLAIM_IDS: none
EVIDENCE_IDS: EA-077-R11-RESEARCH, EA-077-R11-WEB-READBACK
UNKNOWN_IDS: EA-077-UNKNOWN-01, EA-077-UNKNOWN-CURRENTNESS
OPS_IDS: none

## Summary
classifiers/regressors/forecast models remain independent prediction services; LLM handles interpretation, orchestration and explanation around typed outputs.

## Current judgment
classifiers/regressors/forecast models remain independent prediction services; LLM handles interpretation, orchestration and explanation around typed outputs.

## Scope
Classical ML × Generative AI

## Confirmed

## UNKNOWN
- EA-077-UNKNOWN-01: preserve authority OPEN_UNKNOWN and workload-specific calibration/evaluation requirements.
- EA-077-UNKNOWN-CURRENTNESS: 外部根拠の再確認日がcanonical body/control-planeで確定していないため、currentnessはUNKNOWNとして保持する。日付を推測補完しない。

## Evidence
- EA-077-R11-RESEARCH (RESEARCH): EA-077 監査済みresearch / canonical revision binding
- EA-077-R11-WEB-READBACK (IMPL): EA-077 Web body identity / canonical readback

## Practice
classifiers/regressors/forecast models remain independent prediction services; LLM handles interpretation, orchestration and explanation around typed outputs.
## Practice
Classical prediction/scoring and LLM interpretation/orchestration remain separate. No claim that generative AI supersedes calibrated classical models.
## DICTIONARY PROPOSAL
classifiers/regressors/forecast models remain independent prediction services; LLM handles interpretation, orchestration and explanation around typed outputs.

## OPEN_UNKNOWN
preserve authority OPEN_UNKNOWN and workload-specific calibration/evaluation requirements.

## AUDIT BOUNDARY
Classical prediction/scoring and LLM interpretation/orchestration remain separate. No claim that generative AI supersedes calibrated classical models.

NEXT: /agent/start.json
STOP: This is a knowledge projection, not an execution order.