# Analyst Team Calibration Fixes

This update calibrates the existing Analyst Team + Disagreement Resolution layer to reduce false disagreement noise while preserving visibility.

## What Was Tightened

- Confidence disagreement now requires spread greater than 0.50.
- DOCUMENT_EVIDENCE disagreement is raised only when document usage is relevant.
- AGGREGATION disagreement is gated by aggregation intent in the question.
- FILTER_LOGIC disagreement is gated by filter intent.
- SCHEMA disagreement is gated by schema/join/link/column ambiguity intent.
- High severity disagreement is now reserved for high-risk final approval scenarios.

## New Diagnostics

- `DisagreementItem.actionable` indicates whether a disagreement should drive behavior.
- Coordinator synthesis now logs:
  - coordinator action vs final action alignment
  - coordinator override flag and reason
  - high-risk approval flag
- Guard diagnostics added:
  - `filter_logic_risk`
  - `schema_join_risk`
  - `aggregation_risk`
  - `guard_findings`

## Lightweight Guards Added

Post-execution, pre-final checks now provide defensive risk signals:

1. Filter guard
- Detects likely mismatched filters when zero rows are returned but nearby values exist.

2. Schema guard
- Flags join/schema risks when join-intent tasks return empty outputs or expected output columns are missing/null-heavy.

3. Aggregation guard
- Flags missing/implausible aggregation behavior when aggregation intent exists.

If required data is unavailable, guard outputs remain unknown instead of failing.

## Evaluation Reporting Changes

Verbose/research reports now emphasize actionable signals:

- Tasks With Actionable Disagreement
- High Severity Actionable Disagreements
- Coordinator Override Count
- High Risk Approval Count
- Filter/Schema/Aggregation Guard Risks

Per-task compact columns in verbose/research:
- Agree
- ActDisag
- Risk
- Final
- Coord