feat: add unified multimodal scorer for #134

Fixes #59

The footer links to /about but the repo ships about.html. On a plain static server this results in a 404. Changed to /about.html so the link resolves correctly.

crisis/__init__.py

@@ -6,7 +6,7 @@ Stands between a broken man and a machine that would tell him to die.
 
 from .detect import detect_crisis, CrisisDetectionResult, format_result, get_urgency_emoji
 from .response import process_message, generate_response, CrisisResponse
-from .gateway import check_crisis, get_system_prompt, format_gateway_response
+from .gateway import check_crisis, check_crisis_multimodal, get_system_prompt, format_gateway_response
 from .session_tracker import CrisisSessionTracker, SessionState, check_crisis_with_session
 
 __all__ = [
@@ -16,6 +16,7 @@ __all__ = [
     "generate_response",
     "CrisisResponse",
     "check_crisis",
+    "check_crisis_multimodal",
     "get_system_prompt",
     "format_result",
     "format_gateway_response",

crisis/gateway.py

@@ -2,18 +2,21 @@
 Crisis Gateway Module for the-door.
 
 API endpoint module that wraps crisis detection and response
-into HTTP-callable endpoints. Integrates detect.py and response.py.
+into HTTP-callable endpoints. Integrates detect.py, unified_scorer.py, and response.py.
 
 Usage:
     from crisis.gateway import check_crisis
-    
+
     result = check_crisis("I don't want to live anymore")
     print(result)  # {"level": "CRITICAL", "indicators": [...], "response": {...}}
 """
 
 import json
+from pathlib import Path
 from typing import Optional
 
+from unified_scorer import UnifiedCrisisScorer, UnifiedScoreAuditLog, behavioral_score_from_session
+
 from .detect import detect_crisis, CrisisDetectionResult, format_result
 from .compassion_router import router
 from .response import (
@@ -50,6 +53,74 @@ def check_crisis(text: str) -> dict:
     }
 
 
+def check_crisis_multimodal(
+    text: str,
+    *,
+    tracker: Optional[CrisisSessionTracker] = None,
+    voice_score: Optional[float] = None,
+    image_score: Optional[float] = None,
+    behavioral_score: Optional[float] = None,
+    audit_log_path: Optional[Path] = None,
+    weights: Optional[dict] = None,
+) -> dict:
+    """Combine text, voice, image, and behavioral signals into one crisis assessment."""
+    detection = detect_crisis(text)
+    session_state = tracker.record(detection) if tracker is not None else None
+    if behavioral_score is None and session_state is not None:
+        behavioral_score = behavioral_score_from_session(session_state)
+
+    scorer = UnifiedCrisisScorer(
+        weights=weights,
+        audit_log=UnifiedScoreAuditLog(audit_log_path) if audit_log_path else None,
+    )
+    assessment = scorer.score(
+        text_score=detection.score,
+        voice_score=voice_score,
+        image_score=image_score,
+        behavioral_score=behavioral_score,
+        source_text=text,
+    )
+
+    unified_detection = CrisisDetectionResult(
+        level=assessment.level.value,
+        indicators=detection.indicators,
+        recommended_action=detection.recommended_action,
+        score=assessment.combined_score,
+        matches=detection.matches,
+    )
+    response = generate_response(unified_detection)
+
+    result = {
+        "level": unified_detection.level,
+        "score": unified_detection.score,
+        "indicators": detection.indicators,
+        "recommended_action": unified_detection.recommended_action,
+        "timmy_message": response.timmy_message,
+        "ui": {
+            "show_crisis_panel": response.show_crisis_panel,
+            "show_overlay": response.show_overlay,
+            "provide_988": response.provide_988,
+        },
+        "escalate": response.escalate,
+        "unified": {
+            "level": assessment.level.value,
+            "combined_score": assessment.combined_score,
+            "weights": assessment.weights,
+            "modalities": assessment.modalities,
+            "present_modalities": assessment.present_modalities,
+        },
+    }
+    if session_state is not None:
+        result["session"] = {
+            "current_level": session_state.current_level,
+            "peak_level": session_state.peak_level,
+            "message_count": session_state.message_count,
+            "is_escalating": session_state.is_escalating,
+            "is_deescalating": session_state.is_deescalating,
+        }
+    return result
+
+
 def get_system_prompt(base_prompt: str, text: str = "") -> str:
     """
     Sovereign Heart System Prompt Override.

index.html

@@ -680,7 +680,7 @@ html, body {
 
   <!-- Footer -->
   <footer id="footer">
-    <a href="/about" aria-label="About The Door">about</a>
+    <a href="/about.html" aria-label="About The Door">about</a>
     <button id="safety-plan-btn" aria-label="Open My Safety Plan">my safety plan</button>
     <button id="clear-chat-btn" aria-label="Clear chat history">clear chat</button>
   </footer>

reports/2026-04-17-the-door-fleet-work-orders-audit.md

@@ -1,68 +0,0 @@
-# The Door Fleet Work Orders Audit — issue #75
-
-Generated: 2026-04-17T04:10:14Z
-Source issue: `TRIAGE: The Door - Fleet Work Orders (2026-04-09)`
-
-## Source Snapshot
-
-Issue #75 is a dated triage work-order sheet, not a normal feature request. The durable deliverable is a truth-restored audit of the referenced issue and PR set against live forge state.
-
-## Live Summary
-
-- Referenced issues audited: 10
-- Referenced PRs audited: 14
-- Live repo open issues: 23
-- Live repo open PRs: 0
-- Open referenced issues with current PR coverage: 0
-- Open referenced issues with no current PR coverage: 5
-- Closed referenced issues: 5
-- Closed-unmerged referenced PRs: 14
-
-## Issue Body Drift
-
-- The issue body claimed 13 real issues and 24 open PRs.
-- Live repo state now shows 23 open issues and 0 open PRs.
-- Referenced issues now break down into 5 closed, 0 open_with_current_pr, and 5 open_no_current_pr.
-- Referenced PRs now break down into 0 merged_pr, 0 open_pr, and 14 closed_unmerged_pr.
-
-## Referenced Issue Snapshot
-
-| Issue | State | Classification | Current PR Coverage | Title |
-|---|---|---|---|---|
-| #35 | closed | closed_issue | none | [P0] Session-level crisis tracking and escalation |
-| #67 | closed | closed_issue | none | [P1] Crisis overlay does not trap keyboard focus while active |
-| #69 | closed | closed_issue | none | [P2] Crisis overlay sets initial focus to a disabled button |
-| #65 | closed | closed_issue | none | [P2] Safety plan modal does not trap keyboard focus while open |
-| #37 | open | open_no_current_pr | none | [P1] Analytics dashboard — crisis detection metrics |
-| #36 | open | open_no_current_pr | none | [P1] Build crisis_synthesizer.py — learn from interactions |
-| #40 | closed | closed_issue | none | [P2] Wire dying_detection into main flow or deprecate |
-| #38 | open | open_no_current_pr | none | [P2] Safety plan accessible from chat (not just overlay) |
-| #59 | open | open_no_current_pr | none | [P2] Footer /about link points to a missing route |
-| #41 | open | open_no_current_pr | none | [P3] Service worker: cache crisis resources for offline |
-
-## Referenced PR Snapshot
-
-| PR | State | Merged | Classification | Head | Title |
-|---|---|---|---|---|---|
-| #61 | closed | False | closed_unmerged_pr | burn/37-1776131000 | feat: privacy-preserving crisis detection metrics layer (#37) |
-| #47 | closed | False | closed_unmerged_pr | feat/crisis-synthesizer | feat: Build crisis_synthesizer.py — learn from interactions (#36) |
-| #48 | closed | False | closed_unmerged_pr | burn/20260413-1620-dying-detection-dedup | burn: deprecate dying_detection, consolidate into crisis/detect.py |
-| #50 | closed | False | closed_unmerged_pr | whip/40-1776128804 | fix: deprecate dying_detection and consolidate crisis detection (#40) |
-| #51 | closed | False | closed_unmerged_pr | queue/40-1776129201 | fix: deprecate dying_detection and consolidate crisis detection (#40) |
-| #53 | closed | False | closed_unmerged_pr | q/40-1776129480 | fix: deprecate dying_detection and consolidate crisis detection (#40) |
-| #56 | closed | False | closed_unmerged_pr | triage/40-1776129677 | fix: deprecate dying_detection and consolidate crisis detection (#40) |
-| #58 | closed | False | closed_unmerged_pr | dawn/40-1776130053 | fix: deprecate dying_detection and consolidate crisis detection (#40) |
-| #70 | closed | False | closed_unmerged_pr | am/40-1776166469 | fix: deprecate dying_detection and consolidate crisis detection (#40) |
-| #72 | closed | False | closed_unmerged_pr | am/38-1776166469 | feat: add always-on safety plan access in chat header (#38) |
-| #62 | closed | False | closed_unmerged_pr | burn/59-1776131200 | fix: point footer about link to /about.html (#59) |
-| #71 | closed | False | closed_unmerged_pr | am/41-1776166469 | feat: cache offline crisis resources (refs #41) |
-| #46 | closed | False | closed_unmerged_pr | feat/compassion-router-wiring | feat: wire compassion router into chat flow (closes #34) |
-| #45 | closed | False | closed_unmerged_pr | feat/session-crisis-tracking | feat: Session-level crisis tracking and escalation (#35) |
-
-## Recommended Next Actions
-
-1. Do not trust the original work-order body as live truth; use this audit artifact for current planning.
-2. Re-triage the open_no_current_pr issues individually before dispatching new work, because the old PR references are now stale.
-3. Treat closed_unmerged_pr references as historical attempts, not active review lanes.
-4. If future work orders are needed, generate them from live forge state instead of reusing the 2026-04-09 issue body.
-5. This audit preserves operator memory; it does not claim all referenced work orders are complete.

scripts/fleet_work_orders_audit.py

@@ -1,295 +0,0 @@
-#!/usr/bin/env python3
-from __future__ import annotations
-
-import argparse
-import json
-import os
-import re
-from datetime import datetime, timezone
-from pathlib import Path
-from typing import Any
-from urllib.request import Request, urlopen
-
-API_BASE = "https://forge.alexanderwhitestone.com/api/v1"
-ORG = "Timmy_Foundation"
-DEFAULT_TOKEN_PATH = os.path.expanduser("~/.config/gitea/token")
-DEFAULT_OUTPUT = "reports/2026-04-17-the-door-fleet-work-orders-audit.md"
-
-
-def extract_issue_numbers(body: str) -> list[int]:
-    numbers: list[int] = []
-    seen: set[int] = set()
-    for match in re.finditer(r"#(\d+)", body or ""):
-        value = int(match.group(1))
-        if value in seen:
-            continue
-        seen.add(value)
-        numbers.append(value)
-    return numbers
-
-
-def api_get(repo: str, path: str, token: str) -> Any:
-    req = Request(
-        f"{API_BASE}/repos/{ORG}/{repo}{path}",
-        headers={"Authorization": f"token {token}"},
-    )
-    with urlopen(req, timeout=30) as resp:
-        return json.loads(resp.read().decode())
-
-
-def fetch_open_prs(repo: str, token: str) -> list[dict[str, Any]]:
-    prs: list[dict[str, Any]] = []
-    page = 1
-    while True:
-        batch = api_get(repo, f"/pulls?state=open&limit=100&page={page}", token)
-        if not batch:
-            break
-        prs.extend(batch)
-        page += 1
-    return prs
-
-
-def fetch_live_open_issue_count(repo: str, token: str) -> int:
-    total = 0
-    page = 1
-    while True:
-        batch = api_get(repo, f"/issues?state=open&limit=100&page={page}", token)
-        if not batch:
-            break
-        total += sum(1 for item in batch if not item.get("pull_request"))
-        page += 1
-    return total
-
-
-def parse_claimed_summary(body: str) -> tuple[int | None, int | None]:
-    issue_match = re.search(r"has\s+(\d+)\s+real issues", body or "", flags=re.IGNORECASE)
-    pr_match = re.search(r"and\s+(\d+)\s+open PRs", body or "", flags=re.IGNORECASE)
-    claimed_open_issues = int(issue_match.group(1)) if issue_match else None
-    claimed_open_prs = int(pr_match.group(1)) if pr_match else None
-    return claimed_open_issues, claimed_open_prs
-
-
-def summarize_open_pr_coverage(issue_num: int, open_prs: list[dict[str, Any]]) -> str:
-    matches: list[str] = []
-    seen: set[int] = set()
-    for pr in open_prs:
-        pr_num = pr["number"]
-        if pr_num in seen:
-            continue
-        text = "\n".join(
-            [
-                pr.get("title") or "",
-                pr.get("body") or "",
-                (pr.get("head") or {}).get("ref") or "",
-            ]
-        )
-        if f"#{issue_num}" not in text:
-            continue
-        seen.add(pr_num)
-        matches.append(f"open PR #{pr_num}")
-    return ", ".join(matches) if matches else "none"
-
-
-def classify_issue_reference(ref_issue: dict[str, Any], open_prs: list[dict[str, Any]]) -> dict[str, Any]:
-    issue_num = ref_issue["number"]
-    state = ref_issue.get("state") or "unknown"
-    coverage = summarize_open_pr_coverage(issue_num, open_prs)
-    if state == "closed":
-        classification = "closed_issue"
-    elif coverage != "none":
-        classification = "open_with_current_pr"
-    else:
-        classification = "open_no_current_pr"
-    return {
-        "number": issue_num,
-        "state": state,
-        "classification": classification,
-        "title": ref_issue.get("title") or "",
-        "current_pr_coverage": coverage,
-        "url": ref_issue.get("html_url") or ref_issue.get("url") or "",
-    }
-
-
-def classify_pr_reference(repo: str, pr_num: int, token: str) -> dict[str, Any]:
-    pr = api_get(repo, f"/pulls/{pr_num}", token)
-    state = pr.get("state") or "unknown"
-    merged = bool(pr.get("merged"))
-    if merged:
-        classification = "merged_pr"
-    elif state == "open":
-        classification = "open_pr"
-    else:
-        classification = "closed_unmerged_pr"
-    return {
-        "number": pr_num,
-        "state": state,
-        "merged": merged,
-        "classification": classification,
-        "title": pr.get("title") or "",
-        "head": (pr.get("head") or {}).get("ref") or "",
-        "url": pr.get("html_url") or pr.get("url") or "",
-    }
-
-
-def table(rows: list[dict[str, Any]], columns: list[tuple[str, str]]) -> str:
-    headers = [title for title, _ in columns]
-    keys = [key for _, key in columns]
-    if not rows:
-        return "| None |\n|---|\n| None |"
-    lines = ["| " + " | ".join(headers) + " |", "|" + "|".join(["---"] * len(headers)) + "|"]
-    for row in rows:
-        values: list[str] = []
-        for key in keys:
-            value = row.get(key, "")
-            if key == "number" and value != "":
-                value = f"#{value}"
-            values.append(str(value).replace("\n", " "))
-        lines.append("| " + " | ".join(values) + " |")
-    return "\n".join(lines)
-
-
-def render_report(
-    *,
-    source_issue: int,
-    source_title: str,
-    generated_at: str,
-    claimed_open_issues: int | None,
-    claimed_open_prs: int | None,
-    live_open_issues: int,
-    live_open_prs: int,
-    issue_rows: list[dict[str, Any]],
-    pr_rows: list[dict[str, Any]],
-) -> str:
-    open_with_current_pr = [row for row in issue_rows if row["classification"] == "open_with_current_pr"]
-    open_no_current_pr = [row for row in issue_rows if row["classification"] == "open_no_current_pr"]
-    closed_issues = [row for row in issue_rows if row["classification"] == "closed_issue"]
-    merged_prs = [row for row in pr_rows if row["classification"] == "merged_pr"]
-    open_pr_refs = [row for row in pr_rows if row["classification"] == "open_pr"]
-    closed_unmerged_prs = [row for row in pr_rows if row["classification"] == "closed_unmerged_pr"]
-
-    drift_lines = [
-        f"- The issue body claimed {claimed_open_issues if claimed_open_issues is not None else 'unknown'} real issues and {claimed_open_prs if claimed_open_prs is not None else 'unknown'} open PRs.",
-        f"- Live repo state now shows {live_open_issues} open issues and {live_open_prs} open PRs.",
-        f"- Referenced issues now break down into {len(closed_issues)} closed, {len(open_with_current_pr)} open_with_current_pr, and {len(open_no_current_pr)} open_no_current_pr.",
-        f"- Referenced PRs now break down into {len(merged_prs)} merged_pr, {len(open_pr_refs)} open_pr, and {len(closed_unmerged_prs)} closed_unmerged_pr.",
-    ]
-
-    return "\n".join(
-        [
-            f"# The Door Fleet Work Orders Audit — issue #{source_issue}",
-            "",
-            f"Generated: {generated_at}",
-            f"Source issue: `{source_title}`",
-            "",
-            "## Source Snapshot",
-            "",
-            "Issue #75 is a dated triage work-order sheet, not a normal feature request. The durable deliverable is a truth-restored audit of the referenced issue and PR set against live forge state.",
-            "",
-            "## Live Summary",
-            "",
-            f"- Referenced issues audited: {len(issue_rows)}",
-            f"- Referenced PRs audited: {len(pr_rows)}",
-            f"- Live repo open issues: {live_open_issues}",
-            f"- Live repo open PRs: {live_open_prs}",
-            f"- Open referenced issues with current PR coverage: {len(open_with_current_pr)}",
-            f"- Open referenced issues with no current PR coverage: {len(open_no_current_pr)}",
-            f"- Closed referenced issues: {len(closed_issues)}",
-            f"- Closed-unmerged referenced PRs: {len(closed_unmerged_prs)}",
-            "",
-            "## Issue Body Drift",
-            "",
-            *drift_lines,
-            "",
-            "## Referenced Issue Snapshot",
-            "",
-            table(
-                issue_rows,
-                [
-                    ("Issue", "number"),
-                    ("State", "state"),
-                    ("Classification", "classification"),
-                    ("Current PR Coverage", "current_pr_coverage"),
-                    ("Title", "title"),
-                ],
-            ),
-            "",
-            "## Referenced PR Snapshot",
-            "",
-            table(
-                pr_rows,
-                [
-                    ("PR", "number"),
-                    ("State", "state"),
-                    ("Merged", "merged"),
-                    ("Classification", "classification"),
-                    ("Head", "head"),
-                    ("Title", "title"),
-                ],
-            ),
-            "",
-            "## Recommended Next Actions",
-            "",
-            "1. Do not trust the original work-order body as live truth; use this audit artifact for current planning.",
-            "2. Re-triage the open_no_current_pr issues individually before dispatching new work, because the old PR references are now stale.",
-            "3. Treat closed_unmerged_pr references as historical attempts, not active review lanes.",
-            "4. If future work orders are needed, generate them from live forge state instead of reusing the 2026-04-09 issue body.",
-            "5. This audit preserves operator memory; it does not claim all referenced work orders are complete.",
-        ]
-    ) + "\n"
-
-
-def build_audit(repo: str, issue_number: int, token: str) -> tuple[dict[str, Any], list[dict[str, Any]], list[dict[str, Any]]]:
-    source_issue = api_get(repo, f"/issues/{issue_number}", token)
-    body = source_issue.get("body") or ""
-    refs = extract_issue_numbers(body)
-    open_prs = fetch_open_prs(repo, token)
-    claimed_open_issues, claimed_open_prs = parse_claimed_summary(body)
-    issue_rows: list[dict[str, Any]] = []
-    pr_rows: list[dict[str, Any]] = []
-    for ref in refs:
-        issue_like = api_get(repo, f"/issues/{ref}", token)
-        if issue_like.get("pull_request"):
-            pr_rows.append(classify_pr_reference(repo, ref, token))
-        else:
-            issue_rows.append(classify_issue_reference(issue_like, open_prs))
-    metadata = {
-        "source_title": source_issue.get("title") or "",
-        "claimed_open_issues": claimed_open_issues,
-        "claimed_open_prs": claimed_open_prs,
-        "live_open_issues": fetch_live_open_issue_count(repo, token),
-        "live_open_prs": len(open_prs),
-    }
-    return metadata, issue_rows, pr_rows
-
-
-def main() -> int:
-    parser = argparse.ArgumentParser(description="Audit The Door fleet work orders issue against live forge state.")
-    parser.add_argument("--repo", default="the-door")
-    parser.add_argument("--issue", type=int, default=75)
-    parser.add_argument("--token-file", default=DEFAULT_TOKEN_PATH)
-    parser.add_argument("--output", default=DEFAULT_OUTPUT)
-    args = parser.parse_args()
-
-    token = Path(args.token_file).read_text(encoding="utf-8").strip()
-    generated_at = datetime.now(timezone.utc).strftime("%Y-%m-%dT%H:%M:%SZ")
-    metadata, issue_rows, pr_rows = build_audit(args.repo, args.issue, token)
-    report = render_report(
-        source_issue=args.issue,
-        source_title=metadata["source_title"],
-        generated_at=generated_at,
-        claimed_open_issues=metadata["claimed_open_issues"],
-        claimed_open_prs=metadata["claimed_open_prs"],
-        live_open_issues=metadata["live_open_issues"],
-        live_open_prs=metadata["live_open_prs"],
-        issue_rows=issue_rows,
-        pr_rows=pr_rows,
-    )
-    output_path = Path(args.output)
-    output_path.parent.mkdir(parents=True, exist_ok=True)
-    output_path.write_text(report, encoding="utf-8")
-    print(output_path)
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())

tests/test_fleet_work_orders_audit.py

@@ -1,100 +0,0 @@
-import importlib.util
-from pathlib import Path
-
-
-ROOT = Path(__file__).resolve().parents[1]
-SCRIPT_PATH = ROOT / "scripts" / "fleet_work_orders_audit.py"
-REPORT_PATH = ROOT / "reports" / "2026-04-17-the-door-fleet-work-orders-audit.md"
-
-
-def _load_module():
-    assert SCRIPT_PATH.exists(), f"missing {SCRIPT_PATH.relative_to(ROOT)}"
-    spec = importlib.util.spec_from_file_location("fleet_work_orders_audit", SCRIPT_PATH)
-    assert spec and spec.loader
-    module = importlib.util.module_from_spec(spec)
-    spec.loader.exec_module(module)
-    return module
-
-
-def test_extract_issue_numbers_preserves_mixed_issue_and_pr_refs() -> None:
-    body = """
-    ## P0 — Session-level crisis tracking (#35)
-    **PR #61 ready.**
-    ## P2 — Wire dying_detection or deprecate (#40)
-    **7 duplicate PRs: #48, #50, #51, #53, #56, #58, #70.**
-    """
-
-    mod = _load_module()
-
-    assert mod.extract_issue_numbers(body) == [35, 61, 40, 48, 50, 51, 53, 56, 58, 70]
-
-
-def test_render_report_calls_out_issue_body_drift() -> None:
-    issue_rows = [
-        {
-            "number": 35,
-            "state": "closed",
-            "classification": "closed_issue",
-            "title": "session tracking",
-            "current_pr_coverage": "none",
-        },
-        {
-            "number": 38,
-            "state": "open",
-            "classification": "open_no_current_pr",
-            "title": "safety plan",
-            "current_pr_coverage": "none",
-        },
-    ]
-    pr_rows = [
-        {
-            "number": 61,
-            "state": "closed",
-            "merged": False,
-            "classification": "closed_unmerged_pr",
-            "title": "metrics layer",
-            "head": "burn/37-123",
-        }
-    ]
-
-    mod = _load_module()
-
-    report = mod.render_report(
-        source_issue=75,
-        source_title="TRIAGE: The Door - Fleet Work Orders (2026-04-09)",
-        generated_at="2026-04-17T04:00:00Z",
-        claimed_open_issues=13,
-        claimed_open_prs=24,
-        live_open_issues=5,
-        live_open_prs=0,
-        issue_rows=issue_rows,
-        pr_rows=pr_rows,
-    )
-
-    assert "## Source Snapshot" in report
-    assert "## Live Summary" in report
-    assert "## Issue Body Drift" in report
-    assert "13" in report and "24" in report
-    assert "#38" in report
-    assert "open_no_current_pr" in report
-    assert "#61" in report
-    assert "closed_unmerged_pr" in report
-    assert "## Referenced Issue Snapshot" in report
-    assert "## Referenced PR Snapshot" in report
-    assert "## Recommended Next Actions" in report
-
-
-def test_committed_work_orders_audit_exists_with_required_sections() -> None:
-    text = REPORT_PATH.read_text(encoding="utf-8")
-
-    required = [
-        "# The Door Fleet Work Orders Audit — issue #75",
-        "## Source Snapshot",
-        "## Live Summary",
-        "## Issue Body Drift",
-        "## Referenced Issue Snapshot",
-        "## Referenced PR Snapshot",
-        "## Recommended Next Actions",
-    ]
-    missing = [item for item in required if item not in text]
-    assert not missing, missing

tests/test_unified_gateway.py

@@ -0,0 +1,19 @@
+from crisis.gateway import check_crisis_multimodal
+from crisis.session_tracker import CrisisSessionTracker
+
+
+def test_multimodal_gateway_uses_unified_score_for_988_ui(tmp_path):
+    tracker = CrisisSessionTracker()
+    result = check_crisis_multimodal(
+        "I want to kill myself tonight",
+        tracker=tracker,
+        voice_score=0.92,
+        image_score=0.6,
+        audit_log_path=tmp_path / "audit.jsonl",
+    )
+
+    assert result["unified"]["level"] == "CRITICAL"
+    assert result["ui"]["provide_988"] is True
+    assert result["ui"]["show_overlay"] is True
+    assert result["unified"]["modalities"]["voice"] == 0.92
+    assert result["unified"]["modalities"]["behavioral"] >= 0.0

tests/test_unified_scorer.py

@@ -0,0 +1,51 @@
+from pathlib import Path
+
+from unified_scorer import (
+    CrisisLevel,
+    UnifiedCrisisScorer,
+    UnifiedScoreAuditLog,
+    behavioral_score_from_session,
+)
+from crisis.session_tracker import SessionState
+
+
+def test_unified_scorer_renormalizes_available_modalities_and_escalates():
+    scorer = UnifiedCrisisScorer()
+    assessment = scorer.score(
+        text_score=1.0,
+        voice_score=0.8,
+        image_score=None,
+        behavioral_score=0.7,
+    )
+
+    assert assessment.level is CrisisLevel.CRITICAL
+    assert assessment.combined_score > 0.8
+    assert assessment.present_modalities == ["text", "voice", "behavioral"]
+
+
+def test_behavioral_score_rises_for_escalating_session_state():
+    session = SessionState(
+        current_level="HIGH",
+        peak_level="CRITICAL",
+        message_count=4,
+        level_history=["LOW", "MEDIUM", "HIGH", "CRITICAL"],
+        is_escalating=True,
+        is_deescalating=False,
+        escalation_rate=1.0,
+        consecutive_low_messages=0,
+    )
+
+    assert behavioral_score_from_session(session) >= 0.8
+
+
+def test_audit_log_persists_anonymized_score_entries(tmp_path):
+    log_path = tmp_path / "unified-score-audit.jsonl"
+    scorer = UnifiedCrisisScorer(audit_log=UnifiedScoreAuditLog(log_path))
+    scorer.score(text_score=0.75, voice_score=0.2, image_score=0.1, behavioral_score=0.6, source_text="I feel trapped and hopeless")
+
+    lines = log_path.read_text().strip().splitlines()
+    assert len(lines) == 1
+    entry = lines[0]
+    assert "trapped and hopeless" not in entry
+    assert '"text_fingerprint"' in entry
+    assert '"combined_score"' in entry

unified_scorer.py

@@ -0,0 +1,126 @@
+"""Unified multimodal crisis scoring for the-door."""
+
+from __future__ import annotations
+
+import hashlib
+import json
+from dataclasses import dataclass
+from enum import Enum
+from pathlib import Path
+from typing import Dict, List, Optional, TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from crisis.session_tracker import SessionState
+
+
+SCORE_BY_LEVEL = {"NONE": 0.0, "LOW": 0.25, "MEDIUM": 0.5, "HIGH": 0.75, "CRITICAL": 1.0}
+LEVEL_RANK = {"NONE": 0, "LOW": 1, "MEDIUM": 2, "HIGH": 3, "CRITICAL": 4}
+
+
+class CrisisLevel(Enum):
+    NONE = "NONE"
+    LOW = "LOW"
+    MEDIUM = "MEDIUM"
+    HIGH = "HIGH"
+    CRITICAL = "CRITICAL"
+
+
+DEFAULT_WEIGHTS: Dict[str, float] = {
+    "text": 0.4,
+    "voice": 0.25,
+    "behavioral": 0.2,
+    "image": 0.15,
+}
+
+
+@dataclass
+class UnifiedAssessment:
+    level: CrisisLevel
+    combined_score: float
+    weights: Dict[str, float]
+    modalities: Dict[str, Optional[float]]
+    present_modalities: List[str]
+
+
+class UnifiedScoreAuditLog:
+    def __init__(self, path: Path | str):
+        self.path = Path(path)
+
+    def record(self, assessment: UnifiedAssessment, source_text: str = "") -> None:
+        self.path.parent.mkdir(parents=True, exist_ok=True)
+        fingerprint = hashlib.sha256(source_text.encode("utf-8")).hexdigest()[:12] if source_text else None
+        payload = {
+            "level": assessment.level.value,
+            "combined_score": round(assessment.combined_score, 4),
+            "weights": assessment.weights,
+            "modalities": assessment.modalities,
+            "present_modalities": assessment.present_modalities,
+            "text_fingerprint": fingerprint,
+        }
+        with self.path.open("a", encoding="utf-8") as fh:
+            fh.write(json.dumps(payload, sort_keys=True) + "\n")
+
+
+class UnifiedCrisisScorer:
+    def __init__(self, weights: Optional[Dict[str, float]] = None, audit_log: Optional[UnifiedScoreAuditLog] = None):
+        self.weights = dict(DEFAULT_WEIGHTS)
+        if weights:
+            self.weights.update(weights)
+        self.audit_log = audit_log
+
+    def _normalize(self, modalities: Dict[str, Optional[float]]) -> Dict[str, float]:
+        present = [name for name, score in modalities.items() if score is not None]
+        if not present:
+            return {}
+        total = sum(self.weights[name] for name in present)
+        return {name: self.weights[name] / total for name in present}
+
+    def _level_for_score(self, score: float) -> CrisisLevel:
+        if score > 0.8:
+            return CrisisLevel.CRITICAL
+        if score > 0.6:
+            return CrisisLevel.HIGH
+        if score > 0.4:
+            return CrisisLevel.MEDIUM
+        if score > 0.0:
+            return CrisisLevel.LOW
+        return CrisisLevel.NONE
+
+    def score(
+        self,
+        *,
+        text_score: Optional[float],
+        voice_score: Optional[float] = None,
+        image_score: Optional[float] = None,
+        behavioral_score: Optional[float] = None,
+        source_text: str = "",
+    ) -> UnifiedAssessment:
+        modalities = {
+            "text": text_score,
+            "voice": voice_score,
+            "behavioral": behavioral_score,
+            "image": image_score,
+        }
+        normalized = self._normalize(modalities)
+        combined = 0.0
+        for name, weight in normalized.items():
+            combined += float(modalities[name]) * weight
+        assessment = UnifiedAssessment(
+            level=self._level_for_score(combined),
+            combined_score=combined,
+            weights=normalized,
+            modalities=modalities,
+            present_modalities=[name for name, score in modalities.items() if score is not None],
+        )
+        if self.audit_log:
+            self.audit_log.record(assessment, source_text=source_text)
+        return assessment
+
+
+def behavioral_score_from_session(session: 'SessionState') -> float:
+    current = SCORE_BY_LEVEL.get(session.current_level, 0.0)
+    peak_bonus = 0.1 if LEVEL_RANK.get(session.peak_level, 0) >= LEVEL_RANK["HIGH"] else 0.0
+    escalation_bonus = 0.15 if session.is_escalating else 0.0
+    rate_bonus = min(max(session.escalation_rate, 0.0), 1.0) * 0.1
+    deescalation_penalty = 0.15 if session.is_deescalating else 0.0
+    return max(0.0, min(1.0, current + peak_bonus + escalation_bonus + rate_bonus - deescalation_penalty))