feat: update Python processors and add utility scripts

- Update ASR, face, OCR, pose processors
- Add release pre-flight check script
- Add synonym generation, chunk processing scripts
- Add face recognition, stamp search utilities

scripts/migrations/p0_core_api.sql

@@ -0,0 +1,36 @@
+-- P0: Core API Infrastructure
+-- 1. Update assets table for frame tracking
+ALTER TABLE videos ADD COLUMN IF NOT EXISTS total_frames BIGINT DEFAULT 0;
+ALTER TABLE videos ADD COLUMN IF NOT EXISTS processing_status VARCHAR(20) DEFAULT 'REGISTERED';
+
+-- 2. Create Jobs table for scheduling and tracking
+CREATE TABLE IF NOT EXISTS jobs (
+    id UUID PRIMARY KEY,
+    asset_uuid VARCHAR(32) NOT NULL REFERENCES dev.videos(uuid) ON DELETE CASCADE,
+    processor_list TEXT[],
+    assigned_processor_id UUID,
+    rule VARCHAR(20),
+    status VARCHAR(20) DEFAULT 'QUEUED',
+    total_frames BIGINT DEFAULT 0,
+    processed_frames BIGINT DEFAULT 0,
+    error_message TEXT,
+    created_at TIMESTAMPTZ DEFAULT NOW(),
+    updated_at TIMESTAMPTZ DEFAULT NOW()
+);
+
+-- 3. Create chunks_rule1 table for sentence-level chunking
+CREATE TABLE IF NOT EXISTS chunks_rule1 (
+    id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
+    asset_uuid VARCHAR(32) NOT NULL REFERENCES dev.videos(uuid) ON DELETE CASCADE,
+    start_frame BIGINT NOT NULL,
+    end_frame BIGINT NOT NULL,
+    content TEXT NOT NULL,
+    speaker_id VARCHAR(50),
+    created_at TIMESTAMPTZ DEFAULT NOW()
+);
+CREATE INDEX IF NOT EXISTS idx_chunks_rule1_asset ON chunks_rule1(asset_uuid);
+CREATE INDEX IF NOT EXISTS idx_chunks_rule1_frames ON chunks_rule1(start_frame, end_frame);
+
+-- 4. Indexes
+CREATE INDEX IF NOT EXISTS idx_jobs_asset ON jobs(asset_uuid);
+CREATE INDEX IF NOT EXISTS idx_jobs_status ON jobs(status);

scripts/migrations/p1_worker_alignment.sql

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+-- P1: Align processor_results with Worker expectations
+-- This table tracks processor execution per job.
+
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS job_id INTEGER REFERENCES dev.monitor_jobs(id);
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS processor VARCHAR(64);
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS output_path TEXT;
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS progress_total INTEGER DEFAULT 0;
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS progress_current INTEGER DEFAULT 0;
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS last_checkpoint TIMESTAMP WITH TIME ZONE;
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS updated_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP;
+ALTER TABLE dev.processor_results ADD COLUMN IF NOT EXISTS duration_secs DOUBLE PRECISION;
+
+-- Map old processor_type to processor if empty
+UPDATE dev.processor_results SET processor = processor_type WHERE processor IS NULL AND processor_type IS NOT NULL;
+
+-- Add unique constraint for upsert logic
+ALTER TABLE dev.processor_results ADD CONSTRAINT uq_processor_results_job_processor UNIQUE (job_id, processor);
+
+CREATE INDEX IF NOT EXISTS idx_processor_results_job ON dev.processor_results(job_id);
+CREATE INDEX IF NOT EXISTS idx_processor_results_status ON dev.processor_results(status);

scripts/migrations/p2_person_identity.sql

@@ -0,0 +1,33 @@
+-- P2: Person Identity & Talent Management
+-- 1. Create Talents table (Global Identities / TMDB Actors)
+CREATE TABLE IF NOT EXISTS talents (
+    id BIGSERIAL PRIMARY KEY,
+    real_name VARCHAR(255) NOT NULL UNIQUE,
+    actor_name VARCHAR(255),
+    voice_embedding TEXT,
+    face_embedding TEXT,
+    metadata JSONB DEFAULT '{}',
+    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
+);
+
+-- 2. Create Identity Bindings (Maps machine IDs to Talents)
+CREATE TABLE IF NOT EXISTS identity_bindings (
+    id BIGSERIAL PRIMARY KEY,
+    talent_id BIGINT REFERENCES talents(id) ON DELETE CASCADE,
+    binding_type VARCHAR(20) NOT NULL, -- 'face', 'speaker'
+    binding_value VARCHAR(100) NOT NULL,
+    source VARCHAR(50) DEFAULT 'manual',
+    confidence DOUBLE PRECISION DEFAULT 1.0,
+    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
+    UNIQUE(talent_id, binding_type, binding_value)
+);
+
+CREATE INDEX IF NOT EXISTS idx_identity_bindings_talent ON identity_bindings(talent_id);
+CREATE INDEX IF NOT EXISTS idx_identity_bindings_value ON identity_bindings(binding_type, binding_value);
+
+-- 3. Extend person_identities with temporal overlap and confidence fields
+ALTER TABLE person_identities ADD COLUMN IF NOT EXISTS character_name VARCHAR(255);
+ALTER TABLE person_identities ADD COLUMN IF NOT EXISTS global_person_id BIGINT REFERENCES talents(id);
+ALTER TABLE person_identities ADD COLUMN IF NOT EXISTS temporal_overlap_score DOUBLE PRECISION;
+ALTER TABLE person_identities ADD COLUMN IF NOT EXISTS audio_visual_confidence DOUBLE PRECISION;
+ALTER TABLE person_identities ADD COLUMN IF NOT EXISTS match_strategy VARCHAR(30);