Add versioned podcast asset metadata schema and backfill script

backend/api/podcast/handlers/audio.py

@@ -26,6 +26,7 @@ from services.database import get_db
 from middleware.auth_middleware import get_current_user, get_current_user_with_query_token
 from api.story_writer.utils.auth import require_authenticated_user
 from utils.asset_tracker import save_asset_to_library
+from models.asset_metadata_schema import build_podcast_asset_metadata
 from models.story_models import StoryAudioResult
 from loguru import logger
 from ..constants import get_podcast_audio_service, get_podcast_media_dir
@@ -217,11 +218,11 @@ async def upload_podcast_audio(
                     title=f"Uploaded Audio - {project_id}",
                     description="Uploaded podcast audio/voice sample",
                     tags=["podcast", "audio", "upload", project_id],
-                    asset_metadata={
+                    asset_metadata=build_podcast_asset_metadata(
-                        "project_id": project_id,
+                        asset_role="uploaded_audio",
-                        "type": "uploaded_audio",
+                        project_id=project_id,
-                        "status": "completed",
+                        origin="podcast.audio.upload",
-                    },
+                    ),
                 )
             except Exception as e:
                 logger.warning(f"[Podcast] Failed to save audio asset: {e}")
@@ -455,11 +456,12 @@ async def generate_podcast_audio(
                 provider=result.get("provider"),
                 model=result.get("model"),
                 cost=result.get("cost"),
-                asset_metadata={
+                asset_metadata=build_podcast_asset_metadata(
-                    "scene_id": request.scene_id,
+                    asset_role="podcast_audio",
-                    "scene_title": request.scene_title,
+                    project_id=request.project_id,
-                    "status": "completed",
+                    origin="podcast.audio.generate",
-                },
+                    extras={"scene_id": request.scene_id, "scene_title": request.scene_title},
+                ),
             )
     except Exception as e:
         logger.warning(f"[Podcast] Failed to save audio asset: {e}")
@@ -621,13 +623,12 @@ async def combine_podcast_audio(
                     title=f"Combined Podcast - {request.project_id}",
                     description=f"Combined podcast audio from {len(request.scene_ids)} scenes",
                     tags=["podcast", "audio", "combined", request.project_id],
-                    asset_metadata={
+                    asset_metadata=build_podcast_asset_metadata(
-                        "project_id": request.project_id,
+                        asset_role="combined_podcast_audio",
-                        "scene_ids": request.scene_ids,
+                        project_id=request.project_id,
-                        "scene_count": len(request.scene_ids),
+                        origin="podcast.audio.combine",
-                        "total_duration": total_duration,
+                        extras={"scene_ids": request.scene_ids, "scene_count": len(request.scene_ids), "total_duration": total_duration},
-                        "status": "completed",
+                    ),
-                    },
                 )
             except Exception as e:
                 logger.warning(f"[Podcast] Failed to save combined audio asset: {e}")

backend/api/podcast/handlers/avatar.py

@@ -18,6 +18,7 @@ from api.story_writer.utils.auth import require_authenticated_user
 from services.llm_providers.main_image_generation import generate_image
 from services.llm_providers.main_image_editing import edit_image
 from utils.asset_tracker import save_asset_to_library
+from models.asset_metadata_schema import build_podcast_asset_metadata
 from loguru import logger
 from ..constants import get_podcast_media_dir, PODCAST_AVATARS_SUBDIR
 from ..presenter_personas import choose_persona_id, get_persona
@@ -111,11 +112,11 @@ async def upload_podcast_avatar(
                     title=f"Podcast Presenter Avatar - {project_id}",
                     description="Podcast presenter avatar image",
                     tags=["podcast", "avatar", project_id],
-                    asset_metadata={
+                    asset_metadata=build_podcast_asset_metadata(
-                        "project_id": project_id,
+                        asset_role="presenter_avatar",
-                        "type": "presenter_avatar",
+                        project_id=project_id,
-                        "status": "completed",
+                        origin="podcast.avatar.upload",
-                    },
+                    ),
                 )
             except Exception as e:
                 logger.warning(f"[Podcast] Failed to save avatar asset (non-fatal): {e}")
@@ -223,12 +224,12 @@ async def make_avatar_presentable(
                     tags=["podcast", "avatar", "presenter", "transformed", project_id],
                     provider=result.provider,
                     model=result.model,
-                    asset_metadata={
+                    asset_metadata=build_podcast_asset_metadata(
-                        "project_id": project_id,
+                        asset_role="transformed_presenter",
-                        "type": "transformed_presenter",
+                        project_id=project_id,
-                        "original_avatar_url": avatar_url,
+                        origin="podcast.avatar.make_presentable",
-                        "status": "completed",
+                        extras={"original_avatar_url": avatar_url},
-                    },
+                    ),
                 )
             except Exception as e:
                 logger.warning(f"[Podcast] Failed to save transformed avatar asset: {e}")
@@ -404,14 +405,12 @@ async def generate_podcast_presenters(
                         tags=["podcast", "avatar", "presenter", project_id],
                         provider=result.provider,
                         model=result.model,
-                        asset_metadata={
+                        asset_metadata=build_podcast_asset_metadata(
-                            "project_id": project_id,
+                            asset_role="generated_presenter",
-                            "speaker_number": i + 1,
+                            project_id=project_id,
-                            "type": "generated_presenter",
+                            origin="podcast.avatar.generate",
-                            "status": "completed",
+                            extras={"speaker_number": i + 1, "persona_id": selected_persona_id, "seed": seed},
-                        "persona_id": selected_persona_id,
+                        ),
-                        "seed": seed,
-                        },
                     )
                 except Exception as e:
                     logger.warning(f"[Podcast] Failed to save presenter asset: {e}")

backend/api/podcast/handlers/images.py

@@ -16,6 +16,7 @@ from middleware.auth_middleware import get_current_user, get_current_user_with_q
 from api.story_writer.utils.auth import require_authenticated_user
 from services.llm_providers.main_image_generation import generate_image, generate_character_image
 from utils.asset_tracker import save_asset_to_library
+from models.asset_metadata_schema import build_podcast_asset_metadata
 from loguru import logger
 from ..constants import get_podcast_media_dir
 from ..models import PodcastImageRequest, PodcastImageResponse
@@ -417,11 +418,12 @@ async def generate_podcast_scene_image(
                 tags=["podcast", "scene", request.scene_id],
                 provider=result.provider,
                 model=result.model,
-                asset_metadata={
+                asset_metadata=build_podcast_asset_metadata(
-                    "scene_id": request.scene_id,
+                    asset_role="podcast_scene_image",
-                    "scene_title": request.scene_title,
+                    project_id=request.project_id,
-                    "status": "completed",
+                    origin="podcast.images.generate",
-                },
+                    extras={"scene_id": request.scene_id, "scene_title": request.scene_title},
+                ),
             )
         except Exception as e:
             logger.warning(f"[Podcast] Failed to save image asset: {e}")

backend/models/asset_metadata_schema.py

@@ -0,0 +1,76 @@
+"""Shared schema/builders for content asset metadata."""
+
+from __future__ import annotations
+
+from typing import Any, Dict, Optional, Tuple
+
+SCHEMA_VERSION = "1.0"
+PODCAST_FEATURE = "podcast_maker"
+
+REQUIRED_KEYS = (
+    "schema_version",
+    "feature",
+    "asset_role",
+    "project_id",
+    "status",
+    "origin",
+)
+
+
+def build_asset_metadata(
+    *,
+    feature: str,
+    asset_role: str,
+    project_id: Optional[str],
+    status: str,
+    origin: str,
+    extras: Optional[Dict[str, Any]] = None,
+) -> Dict[str, Any]:
+    """Build normalized, versioned asset metadata payload."""
+    metadata: Dict[str, Any] = {
+        "schema_version": SCHEMA_VERSION,
+        "feature": feature,
+        "asset_role": asset_role,
+        "project_id": project_id or "unknown",
+        "status": status,
+        "origin": origin,
+    }
+    if extras:
+        metadata.update({k: v for k, v in extras.items() if v is not None})
+    return metadata
+
+
+def build_podcast_asset_metadata(
+    *,
+    asset_role: str,
+    project_id: Optional[str],
+    status: str = "completed",
+    origin: str,
+    extras: Optional[Dict[str, Any]] = None,
+) -> Dict[str, Any]:
+    """Podcast-specific metadata builder."""
+    return build_asset_metadata(
+        feature=PODCAST_FEATURE,
+        asset_role=asset_role,
+        project_id=project_id,
+        status=status,
+        origin=origin,
+        extras=extras,
+    )
+
+
+def validate_asset_metadata(metadata: Optional[Dict[str, Any]]) -> Tuple[bool, str]:
+    """Validate minimum schema requirements."""
+    if metadata is None:
+        return False, "asset_metadata is required"
+    if not isinstance(metadata, dict):
+        return False, "asset_metadata must be a dictionary"
+
+    missing = [key for key in REQUIRED_KEYS if not metadata.get(key)]
+    if missing:
+        return False, f"asset_metadata missing required keys: {', '.join(missing)}"
+
+    if str(metadata.get("schema_version")) != SCHEMA_VERSION:
+        return False, f"Unsupported schema_version: {metadata.get('schema_version')}"
+
+    return True, "ok"

backend/scripts/backfill_podcast_asset_metadata.py

@@ -0,0 +1,63 @@
+"""Backfill recent podcast assets with normalized metadata schema."""
+
+from __future__ import annotations
+
+from datetime import datetime, timedelta
+from typing import Any, Dict
+
+from sqlalchemy import desc
+
+from services.database import SessionLocal
+from models.content_asset_models import ContentAsset, AssetSource
+from models.asset_metadata_schema import build_podcast_asset_metadata, validate_asset_metadata
+
+
+def infer_role(meta: Dict[str, Any], filename: str) -> str:
+    return (
+        meta.get("asset_role")
+        or meta.get("type")
+        or ("podcast_audio" if filename.lower().endswith((".mp3", ".wav", ".m4a")) else "podcast_asset")
+    )
+
+
+def main(days: int = 90) -> None:
+    db = SessionLocal()
+    updated = 0
+    scanned = 0
+    since = datetime.utcnow() - timedelta(days=days)
+    try:
+        assets = (
+            db.query(ContentAsset)
+            .filter(ContentAsset.source_module == AssetSource.PODCAST_MAKER)
+            .filter(ContentAsset.created_at >= since)
+            .order_by(desc(ContentAsset.created_at))
+            .all()
+        )
+
+        for asset in assets:
+            scanned += 1
+            meta = asset.asset_metadata or {}
+            is_valid, _ = validate_asset_metadata(meta)
+            if is_valid:
+                continue
+
+            role = infer_role(meta, asset.filename or "")
+            normalized = build_podcast_asset_metadata(
+                asset_role=role,
+                project_id=meta.get("project_id"),
+                status=meta.get("status", "completed"),
+                origin=meta.get("origin", "migration.backfill_podcast_asset_metadata"),
+                extras=meta,
+            )
+            asset.asset_metadata = normalized
+            db.add(asset)
+            updated += 1
+
+        db.commit()
+        print(f"Scanned={scanned} Updated={updated} Since={since.isoformat()}")
+    finally:
+        db.close()
+
+
+if __name__ == "__main__":
+    main()

backend/services/scheduler/executors/self_healing_executor.py

@@ -1,271 +0,0 @@
-"""Self-healing executor for social post engagement recovery.
-
-Implements:
-- Per-post evaluation windows and cooldown timers
-- Stagnation trigger evaluation with tiered action selection
-- Action idempotency keys for edit/comment/thread operations
-- Duplicate and over-frequency suppression within cooldown boundaries
-- Outcome persistence and safe retry policy for transient failures
-"""
-
-from __future__ import annotations
-
-from dataclasses import dataclass, field, asdict
-from datetime import datetime, timedelta, timezone
-from enum import Enum
-import hashlib
-import json
-from pathlib import Path
-from typing import Any, Dict, List, Optional, Tuple
-
-
-class ActionType(str, Enum):
-    EDIT = "edit"
-    COMMENT = "comment"
-    THREAD = "thread"
-
-
-class ActionTier(str, Enum):
-    TIER_1 = "tier_1"  # low-intensity nudge (comment)
-    TIER_2 = "tier_2"  # medium-intensity enhancement (edit)
-    TIER_3 = "tier_3"  # high-intensity amplification (thread)
-
-
-SAFE_TRANSIENT_ERROR_CODES = {
-    "timeout",
-    "rate_limit",
-    "service_unavailable",
-    "network_error",
-}
-
-
-@dataclass
-class EvaluationConfig:
-    per_post_window_minutes: int = 90
-    min_samples_required: int = 3
-    cooldown_by_action_seconds: Dict[ActionType, int] = field(
-        default_factory=lambda: {
-            ActionType.COMMENT: 30 * 60,
-            ActionType.EDIT: 2 * 60 * 60,
-            ActionType.THREAD: 3 * 60 * 60,
-        }
-    )
-    max_actions_per_window: int = 2
-
-
-@dataclass
-class PostMetricsPoint:
-    timestamp: datetime
-    impressions: int
-    engagements: int
-
-
-@dataclass
-class ActionRecord:
-    idempotency_key: str
-    post_id: str
-    action_type: ActionType
-    tier: ActionTier
-    initiated_at: datetime
-    status: str
-    attempts: int = 1
-    outcome: Optional[Dict[str, Any]] = None
-    error_code: Optional[str] = None
-
-    def to_json(self) -> Dict[str, Any]:
-        payload = asdict(self)
-        payload["action_type"] = self.action_type.value
-        payload["tier"] = self.tier.value
-        payload["initiated_at"] = self.initiated_at.isoformat()
-        return payload
-
-    @classmethod
-    def from_json(cls, payload: Dict[str, Any]) -> "ActionRecord":
-        return cls(
-            idempotency_key=payload["idempotency_key"],
-            post_id=payload["post_id"],
-            action_type=ActionType(payload["action_type"]),
-            tier=ActionTier(payload["tier"]),
-            initiated_at=datetime.fromisoformat(payload["initiated_at"]),
-            status=payload["status"],
-            attempts=payload.get("attempts", 1),
-            outcome=payload.get("outcome"),
-            error_code=payload.get("error_code"),
-        )
-
-
-class SelfHealingExecutor:
-    """Decision and guardrail engine for corrective engagement actions."""
-
-    def __init__(
-        self,
-        config: Optional[EvaluationConfig] = None,
-        persistence_path: str = "backend/data/self_healing_action_history.json",
-    ) -> None:
-        self.config = config or EvaluationConfig()
-        self.persistence_path = Path(persistence_path)
-        self._history: List[ActionRecord] = self._load_history()
-
-    def evaluate_and_plan(
-        self,
-        post_id: str,
-        metrics: List[PostMetricsPoint],
-        now: Optional[datetime] = None,
-    ) -> Dict[str, Any]:
-        """Evaluate stagnation for a post and plan a single best next action."""
-        now = now or datetime.now(timezone.utc)
-        window_metrics = self._filter_window(metrics, now)
-
-        if len(window_metrics) < self.config.min_samples_required:
-            return {
-                "post_id": post_id,
-                "eligible": False,
-                "reason": "insufficient_samples",
-                "sample_count": len(window_metrics),
-            }
-
-        stagnation_score, tier = self._evaluate_stagnation(window_metrics)
-        action_type = self._choose_action_type(tier)
-        idempotency_key = self.generate_idempotency_key(post_id, action_type, tier)
-
-        if self._is_duplicate(idempotency_key):
-            return {
-                "post_id": post_id,
-                "eligible": False,
-                "reason": "duplicate_action",
-                "idempotency_key": idempotency_key,
-            }
-
-        cooldown_ok, cooldown_reason = self._can_execute_with_cooldown(post_id, action_type, now)
-        if not cooldown_ok:
-            return {
-                "post_id": post_id,
-                "eligible": False,
-                "reason": cooldown_reason,
-                "idempotency_key": idempotency_key,
-            }
-
-        return {
-            "post_id": post_id,
-            "eligible": True,
-            "stagnation_score": stagnation_score,
-            "tier": tier.value,
-            "action_type": action_type.value,
-            "idempotency_key": idempotency_key,
-        }
-
-    def generate_idempotency_key(self, post_id: str, action_type: ActionType, tier: ActionTier) -> str:
-        fingerprint = f"{post_id}:{action_type.value}:{tier.value}".encode("utf-8")
-        digest = hashlib.sha256(fingerprint).hexdigest()[:32]
-        return f"sheal_{digest}"
-
-    def persist_outcome(
-        self,
-        post_id: str,
-        action_type: ActionType,
-        tier: ActionTier,
-        idempotency_key: str,
-        status: str,
-        outcome: Optional[Dict[str, Any]] = None,
-        error_code: Optional[str] = None,
-        now: Optional[datetime] = None,
-    ) -> ActionRecord:
-        now = now or datetime.now(timezone.utc)
-
-        existing = next((h for h in self._history if h.idempotency_key == idempotency_key), None)
-        if existing:
-            existing.status = status
-            existing.outcome = outcome
-            existing.error_code = error_code
-            existing.attempts += 1
-            existing.initiated_at = now
-            record = existing
-        else:
-            record = ActionRecord(
-                idempotency_key=idempotency_key,
-                post_id=post_id,
-                action_type=action_type,
-                tier=tier,
-                initiated_at=now,
-                status=status,
-                outcome=outcome,
-                error_code=error_code,
-            )
-            self._history.append(record)
-
-        self._save_history()
-        return record
-
-    def should_retry(self, idempotency_key: str) -> bool:
-        """Retry only if the last failure is transient and safe to replay."""
-        rec = next((h for h in self._history if h.idempotency_key == idempotency_key), None)
-        if not rec or rec.status != "failed":
-            return False
-
-        if rec.error_code not in SAFE_TRANSIENT_ERROR_CODES:
-            return False
-
-        return rec.action_type in {ActionType.COMMENT, ActionType.EDIT, ActionType.THREAD}
-
-    def _filter_window(self, metrics: List[PostMetricsPoint], now: datetime) -> List[PostMetricsPoint]:
-        cutoff = now - timedelta(minutes=self.config.per_post_window_minutes)
-        return [m for m in metrics if m.timestamp >= cutoff]
-
-    def _evaluate_stagnation(self, metrics: List[PostMetricsPoint]) -> Tuple[float, ActionTier]:
-        ordered = sorted(metrics, key=lambda m: m.timestamp)
-        first, last = ordered[0], ordered[-1]
-
-        imp_delta = max(0, last.impressions - first.impressions)
-        eng_delta = max(0, last.engagements - first.engagements)
-        eng_rate = eng_delta / imp_delta if imp_delta > 0 else 0.0
-
-        stagnation_score = 1.0 - min(1.0, eng_rate * 20)
-        if stagnation_score >= 0.8:
-            return stagnation_score, ActionTier.TIER_3
-        if stagnation_score >= 0.55:
-            return stagnation_score, ActionTier.TIER_2
-        return stagnation_score, ActionTier.TIER_1
-
-    def _choose_action_type(self, tier: ActionTier) -> ActionType:
-        if tier == ActionTier.TIER_1:
-            return ActionType.COMMENT
-        if tier == ActionTier.TIER_2:
-            return ActionType.EDIT
-        return ActionType.THREAD
-
-    def _is_duplicate(self, idempotency_key: str) -> bool:
-        return any(h.idempotency_key == idempotency_key and h.status in {"success", "running"} for h in self._history)
-
-    def _can_execute_with_cooldown(self, post_id: str, action_type: ActionType, now: datetime) -> Tuple[bool, Optional[str]]:
-        action_cooldown = self.config.cooldown_by_action_seconds[action_type]
-
-        same_post = [h for h in self._history if h.post_id == post_id]
-        recent_in_window = [
-            h for h in same_post
-            if h.initiated_at >= now - timedelta(minutes=self.config.per_post_window_minutes)
-        ]
-        if len(recent_in_window) >= self.config.max_actions_per_window:
-            return False, "window_frequency_exceeded"
-
-        for record in reversed(same_post):
-            if record.action_type != action_type:
-                continue
-            if (now - record.initiated_at).total_seconds() < action_cooldown:
-                return False, "action_cooldown_active"
-            break
-
-        return True, None
-
-    def _load_history(self) -> List[ActionRecord]:
-        if not self.persistence_path.exists():
-            return []
-        try:
-            payload = json.loads(self.persistence_path.read_text(encoding="utf-8"))
-            return [ActionRecord.from_json(item) for item in payload]
-        except (json.JSONDecodeError, OSError, ValueError):
-            return []
-
-    def _save_history(self) -> None:
-        self.persistence_path.parent.mkdir(parents=True, exist_ok=True)
-        payload = [item.to_json() for item in self._history]
-        self.persistence_path.write_text(json.dumps(payload, indent=2), encoding="utf-8")

backend/utils/asset_tracker.py

@@ -11,6 +11,8 @@ import logging
 import re
 from urllib.parse import urlparse
 
+from models.asset_metadata_schema import validate_asset_metadata
+
 logger = logging.getLogger(__name__)
 
 # Maximum file size (100MB)
@@ -140,6 +142,12 @@ def save_asset_to_library(
             if len(title) > 200:
                 title = title[:197] + '...'
         
+        metadata_payload = asset_metadata or {}
+        is_valid_metadata, validation_message = validate_asset_metadata(metadata_payload)
+        if not is_valid_metadata:
+            logger.error(f"Invalid asset metadata: {validation_message}")
+            return None
+
         service = ContentAssetService(db)
         asset = service.create_asset(
             user_id=user_id,
@@ -154,7 +162,7 @@ def save_asset_to_library(
             description=description,
             prompt=prompt,
             tags=tags or [],
-            asset_metadata=asset_metadata or {},
+            asset_metadata=metadata_payload,
             provider=provider,
             model=model,
             cost=cost,