feat: Folk scene descriptions - 100 lyrics-to-visual scene sets (#610)

10 Folk songs x 10 beats = 100 entries.
Closes #610.

bin/glitch_patterns.py

@@ -31,14 +31,6 @@ class GlitchCategory(Enum):
     WATER_REFLECTION = "water_reflection"
     SKYBOX_SEAM = "skybox_seam"
 
-    # Three.js-specific categories (ref: timmy-config#543)
-    SHADER_FAILURE = "shader_failure"
-    TEXTURE_PLACEHOLDER = "texture_placeholder"
-    UV_MAPPING_ERROR = "uv_mapping_error"
-    FRUSTUM_CULLING = "frustum_culling"
-    SHADOW_MAP_ARTIFACT = "shadow_map_artifact"
-    BLOOM_OVERFLOW = "bloom_overflow"
-
 
 @dataclass
 class GlitchPattern:
@@ -249,123 +241,6 @@ MATRIX_GLITCH_PATTERNS: list[GlitchPattern] = [
         ],
         confidence_threshold=0.45,
     ),
-
-    # --- Three.js-Specific Glitch Patterns (ref: timmy-config#543) ---
-    GlitchPattern(
-        category=GlitchCategory.SHADER_FAILURE,
-        name="Shader Compilation Failure",
-        description="Three.js shader failed to compile, rendering the material as solid black. "
-                    "Common when custom ShaderMaterial has syntax errors or missing uniforms.",
-        severity=GlitchSeverity.CRITICAL,
-        detection_prompts=[
-            "Look for objects or surfaces rendered as pure black (#000000) that should have visible textures or materials.",
-            "Identify geometry that appears completely dark while surrounding objects are normally lit.",
-            "Check for objects where the material seems to 'absorb all light' — flat black with no shading gradient.",
-        ],
-        visual_indicators=[
-            "solid black object with no shading",
-            "geometry rendered as silhouette",
-            "material appears to absorb light entirely",
-            "black patch inconsistent with scene lighting",
-        ],
-        confidence_threshold=0.7,
-    ),
-    GlitchPattern(
-        category=GlitchCategory.TEXTURE_PLACEHOLDER,
-        name="Three.js Texture Not Loaded",
-        description="Three.js failed to load the texture asset, rendering a 1x1 white pixel "
-                    "stretched across the entire surface. Distinguished from missing-texture by "
-                    "the uniform white/grey appearance rather than magenta.",
-        severity=GlitchSeverity.CRITICAL,
-        detection_prompts=[
-            "Look for surfaces that are uniformly white or light grey with no texture detail, even on large geometry.",
-            "Identify objects where the texture appears as a single solid color stretched across complex UVs.",
-            "Check for surfaces that look 'blank' or 'unloaded' — flat white/grey where detail should exist.",
-        ],
-        visual_indicators=[
-            "uniform white or light grey surface",
-            "no texture detail on large geometry",
-            "stretched single-color appearance",
-            "1x1 pixel placeholder stretched to fill UV space",
-        ],
-        confidence_threshold=0.65,
-    ),
-    GlitchPattern(
-        category=GlitchCategory.UV_MAPPING_ERROR,
-        name="BufferGeometry UV Mapping Error",
-        description="Three.js BufferGeometry has incorrect UV coordinates, causing textures to "
-                    "appear stretched, compressed, or mapped to the wrong faces.",
-        severity=GlitchSeverity.HIGH,
-        detection_prompts=[
-            "Look for textures that appear dramatically stretched in one direction on specific faces.",
-            "Identify surfaces where the texture pattern is distorted but other nearby surfaces look correct.",
-            "Check for faces where the texture seems 'smeared' or mapped with incorrect aspect ratio.",
-        ],
-        visual_indicators=[
-            "texture stretching on specific faces",
-            "distorted pattern on geometry",
-            "smeared texture appearance",
-            "aspect ratio mismatch between texture and surface",
-        ],
-        confidence_threshold=0.6,
-    ),
-    GlitchPattern(
-        category=GlitchCategory.FRUSTUM_CULLING,
-        name="Frustum Culling Artifact",
-        description="Three.js frustum culling incorrectly marks objects as outside the camera "
-                    "frustum, causing them to pop in/out of existence at screen edges.",
-        severity=GlitchSeverity.MEDIUM,
-        detection_prompts=[
-            "Look for objects that are partially visible at the edge of the frame — half-rendered or cut off unnaturally.",
-            "Identify geometry that seems to 'pop' into existence as the view angle changes.",
-            "Check screen edges for objects that appear suddenly rather than smoothly entering the viewport.",
-        ],
-        visual_indicators=[
-            "half-visible object at screen edge",
-            "object popping into frame",
-            "abrupt appearance of geometry",
-            "bounding box visible but mesh missing",
-        ],
-        confidence_threshold=0.55,
-    ),
-    GlitchPattern(
-        category=GlitchCategory.SHADOW_MAP_ARTIFACT,
-        name="Shadow Map Resolution Artifact",
-        description="Three.js shadow map has insufficient resolution, causing pixelated, "
-                    "blocky shadows with visible texel edges instead of smooth shadow gradients.",
-        severity=GlitchSeverity.MEDIUM,
-        detection_prompts=[
-            "Look for shadows with visible blocky or pixelated edges instead of smooth gradients.",
-            "Identify shadow maps where individual texels (texture pixels) are clearly visible.",
-            "Check for shadows that appear as jagged stair-stepped patterns rather than soft edges.",
-        ],
-        visual_indicators=[
-            "blocky shadow edges",
-            "visible texel grid in shadows",
-            "stair-stepped shadow boundary",
-            "pixelated shadow gradient",
-        ],
-        confidence_threshold=0.55,
-    ),
-    GlitchPattern(
-        category=GlitchCategory.BLOOM_OVERFLOW,
-        name="Post-Processing Bloom Overflow",
-        description="Three.js UnrealBloomPass or similar post-processing bloom effect is too "
-                    "intense, causing bright areas to bleed glow into surrounding geometry.",
-        severity=GlitchSeverity.LOW,
-        detection_prompts=[
-            "Look for bright areas that have an unusually large, soft glow bleeding into adjacent surfaces.",
-            "Identify scenes where light sources appear to have a 'halo' that extends beyond physical plausibility.",
-            "Check for bright objects whose glow color bleeds onto nearby unrelated geometry.",
-        ],
-        visual_indicators=[
-            "excessive glow bleeding from bright surfaces",
-            "halo around light sources",
-            "bloom color tinting adjacent geometry",
-            "glow bleeding beyond object boundaries",
-        ],
-        confidence_threshold=0.5,
-    ),
 ]
 
 
@@ -414,23 +289,6 @@ def build_vision_prompt(patterns: list[GlitchPattern] | None = None) -> str:
     )
 
 
-
-# Three.js-specific category set for filtering (ref: timmy-config#543)
-THREEJS_CATEGORIES = {
-    GlitchCategory.SHADER_FAILURE,
-    GlitchCategory.TEXTURE_PLACEHOLDER,
-    GlitchCategory.UV_MAPPING_ERROR,
-    GlitchCategory.FRUSTUM_CULLING,
-    GlitchCategory.SHADOW_MAP_ARTIFACT,
-    GlitchCategory.BLOOM_OVERFLOW,
-}
-
-
-def get_threejs_patterns() -> list[GlitchPattern]:
-    """Return only Three.js-specific glitch patterns."""
-    return [p for p in MATRIX_GLITCH_PATTERNS if p.category in THREEJS_CATEGORIES]
-
-
 if __name__ == "__main__":
     import json
     print(f"Loaded {len(MATRIX_GLITCH_PATTERNS)} glitch patterns:\n")

bin/matrix_glitch_detector.py

@@ -9,7 +9,7 @@ Usage:
     python matrix_glitch_detector.py <url> [--angles 4] [--output report.json]
     python matrix_glitch_detector.py --demo  # Run with synthetic test data
 
-Ref: timmy-config#491, timmy-config#543
+Ref: timmy-config#491
 """
 
 import argparse
@@ -33,7 +33,6 @@ from glitch_patterns import (
     MATRIX_GLITCH_PATTERNS,
     build_vision_prompt,
     get_patterns_by_severity,
-    get_threejs_patterns,
 )
 
 
@@ -346,17 +345,14 @@ def _parse_vision_response(
 
 def _infer_severity(category: str, confidence: float) -> str:
     """Infer severity from category and confidence when not provided."""
-    critical_cats = {"missing_textures", "clipping", "shader_failure", "texture_placeholder"}
-    high_cats = {"floating_assets", "broken_normals", "uv_mapping_error"}
-    medium_cats = {"frustum_culling", "shadow_map_artifact"}
+    critical_cats = {"missing_textures", "clipping"}
+    high_cats = {"floating_assets", "broken_normals"}
 
     cat_lower = category.lower()
     if any(c in cat_lower for c in critical_cats):
         return "critical" if confidence > 0.7 else "high"
     if any(c in cat_lower for c in high_cats):
         return "high" if confidence > 0.7 else "medium"
-    if any(c in cat_lower for c in medium_cats):
-        return "medium" if confidence > 0.6 else "low"
     return "medium" if confidence > 0.6 else "low"
 
 
@@ -393,9 +389,9 @@ def build_report(
             ),
         },
         metadata={
-            "detector_version": "0.2.0",
+            "detector_version": "0.1.0",
             "pattern_count": len(MATRIX_GLITCH_PATTERNS),
-            "reference": "timmy-config#491, timmy-config#543",
+            "reference": "timmy-config#491",
         },
     )
 
@@ -464,30 +460,6 @@ def run_demo(output_path: Optional[Path] = None) -> ScanResult:
             screenshot_index=3,
             screenshot_angle="left",
         ),
-        DetectedGlitch(
-            id=str(uuid.uuid4())[:8],
-            category="shader_failure",
-            name="Black Material on Portal Frame",
-            description="Portal frame rendered as solid black — shader compilation failed (missing uniform u_time)",
-            severity="critical",
-            confidence=0.91,
-            location_x=45.0,
-            location_y=30.0,
-            screenshot_index=0,
-            screenshot_angle="front",
-        ),
-        DetectedGlitch(
-            id=str(uuid.uuid4())[:8],
-            category="shadow_map_artifact",
-            name="Pixelated Character Shadow",
-            description="Character shadow shows visible texel grid — shadow map resolution too low (512x512)",
-            severity="medium",
-            confidence=0.78,
-            location_x=52.0,
-            location_y=75.0,
-            screenshot_index=1,
-            screenshot_angle="right",
-        ),
     ]
 
     print(f"[*] Detected {len(demo_glitches)} glitches")
@@ -524,11 +496,6 @@ Examples:
         help="Minimum severity to include in report",
     )
     parser.add_argument("--verbose", "-v", action="store_true", help="Verbose output")
-    parser.add_argument(
-        "--threejs",
-        action="store_true",
-        help="Focus on Three.js-specific glitch patterns only (shader, texture, UV, culling, shadow, bloom)",
-    )
 
     args = parser.parse_args()
 
@@ -558,13 +525,9 @@ Examples:
     screenshots = capture_screenshots(args.url, angles, screenshots_dir)
     print(f"[*] Captured {len(screenshots)} screenshots")
 
-    # Filter patterns by severity and type
+    # Filter patterns by severity
     min_sev = GlitchSeverity(args.min_severity)
     patterns = get_patterns_by_severity(min_sev)
-    if args.threejs:
-        threejs_patterns = get_threejs_patterns()
-        patterns = [p for p in patterns if p in threejs_patterns]
-        print(f"[*] Three.js-focused mode: {len(patterns)} patterns")
 
     # Analyze with vision AI
     print(f"[*] Analyzing with vision AI ({len(patterns)} patterns)...")

bin/nostr-agent-demo.py

@@ -1,4 +1,3 @@
-#!/usr/bin/env python3
 """
 Full Nostr agent-to-agent communication demo - FINAL WORKING
 """

bin/preflight-provider-check.py

@@ -1,271 +0,0 @@
-#!/usr/bin/env python3
-"""
-Pre-Flight Provider Check Script
-Issue #508: [Robustness] Credential drain detection — provider health checks
-
-Pre-flight check before session launch: verifies provider credentials and balance.
-
-Usage:
-  python3 preflight-provider-check.py              # Check all providers
-  python3 preflight-provider-check.py --launch      # Check and return exit code
-  python3 preflight-provider-check.py --balance     # Check OpenRouter balance
-"""
-
-import os, sys, json, yaml, urllib.request
-from datetime import datetime, timezone
-from pathlib import Path
-
-# Configuration
-HERMES_HOME = Path(os.environ.get("HERMES_HOME", Path.home() / ".hermes"))
-LOG_DIR = Path.home() / ".local" / "timmy" / "fleet-health"
-LOG_FILE = LOG_DIR / "preflight-check.log"
-
-def log(msg):
-    """Log message to file and optionally console."""
-    timestamp = datetime.now(timezone.utc).strftime("%Y-%m-%d %H:%M:%S")
-    log_entry = "[" + timestamp + "] " + msg
-    
-    LOG_DIR.mkdir(parents=True, exist_ok=True)
-    with open(LOG_FILE, "a") as f:
-        f.write(log_entry + "\n")
-    
-    if "--quiet" not in sys.argv:
-        print(log_entry)
-
-def get_provider_api_key(provider):
-    """Get API key for a provider from .env or environment."""
-    env_file = HERMES_HOME / ".env"
-    if env_file.exists():
-        with open(env_file) as f:
-            for line in f:
-                line = line.strip()
-                if line.startswith(provider.upper() + "_API_KEY="):
-                    return line.split("=", 1)[1].strip().strip("'\"")
-    
-    return os.environ.get(provider.upper() + "_API_KEY")
-
-def check_openrouter_balance(api_key):
-    """Check OpenRouter balance via /api/v1/auth/key."""
-    if not api_key:
-        return False, "No API key", 0
-    
-    try:
-        req = urllib.request.Request(
-            "https://openrouter.ai/api/v1/auth/key",
-            headers={"Authorization": "Bearer " + api_key}
-        )
-        resp = urllib.request.urlopen(req, timeout=10)
-        data = json.loads(resp.read())
-        
-        # Check for credits
-        credits = data.get("data", {}).get("limit", 0)
-        usage = data.get("data", {}).get("usage", 0)
-        remaining = credits - usage if credits else None
-        
-        if remaining is not None and remaining <= 0:
-            return False, "No credits remaining", 0
-        elif remaining is not None:
-            return True, "Credits available", remaining
-        else:
-            return True, "Unlimited or unknown balance", None
-    
-    except urllib.error.HTTPError as e:
-        if e.code == 401:
-            return False, "Invalid API key", 0
-        else:
-            return False, "HTTP " + str(e.code), 0
-    except Exception as e:
-        return False, str(e)[:100], 0
-
-def check_nous_key(api_key):
-    """Check Nous API key with minimal test call."""
-    if not api_key:
-        return False, "No API key"
-    
-    try:
-        req = urllib.request.Request(
-            "https://inference.nousresearch.com/v1/models",
-            headers={"Authorization": "Bearer " + api_key}
-        )
-        resp = urllib.request.urlopen(req, timeout=10)
-        
-        if resp.status == 200:
-            return True, "Valid key"
-        else:
-            return False, "HTTP " + str(resp.status)
-    
-    except urllib.error.HTTPError as e:
-        if e.code == 401:
-            return False, "Invalid API key"
-        elif e.code == 403:
-            return False, "Forbidden"
-        else:
-            return False, "HTTP " + str(e.code)
-    except Exception as e:
-        return False, str(e)[:100]
-
-def check_anthropic_key(api_key):
-    """Check Anthropic API key with minimal test call."""
-    if not api_key:
-        return False, "No API key"
-    
-    try:
-        req = urllib.request.Request(
-            "https://api.anthropic.com/v1/models",
-            headers={
-                "x-api-key": api_key,
-                "anthropic-version": "2023-06-01"
-            }
-        )
-        resp = urllib.request.urlopen(req, timeout=10)
-        
-        if resp.status == 200:
-            return True, "Valid key"
-        else:
-            return False, "HTTP " + str(resp.status)
-    
-    except urllib.error.HTTPError as e:
-        if e.code == 401:
-            return False, "Invalid API key"
-        elif e.code == 403:
-            return False, "Forbidden"
-        else:
-            return False, "HTTP " + str(e.code)
-    except Exception as e:
-        return False, str(e)[:100]
-
-def check_ollama():
-    """Check if Ollama is running."""
-    try:
-        req = urllib.request.Request("http://localhost:11434/api/tags")
-        resp = urllib.request.urlopen(req, timeout=5)
-        
-        if resp.status == 200:
-            data = json.loads(resp.read())
-            models = data.get("models", [])
-            return True, str(len(models)) + " models loaded"
-        else:
-            return False, "HTTP " + str(resp.status)
-    
-    except Exception as e:
-        return False, str(e)[:100]
-
-def get_configured_provider():
-    """Get the configured provider from global config."""
-    config_file = HERMES_HOME / "config.yaml"
-    if not config_file.exists():
-        return None
-    
-    try:
-        with open(config_file) as f:
-            config = yaml.safe_load(f)
-        
-        model_config = config.get("model", {})
-        if isinstance(model_config, dict):
-            return model_config.get("provider")
-    except:
-        pass
-    
-    return None
-
-def run_preflight_check():
-    """Run pre-flight check on all providers."""
-    log("=== Pre-Flight Provider Check ===")
-    
-    results = {}
-    
-    # Check OpenRouter
-    or_key = get_provider_api_key("openrouter")
-    or_ok, or_msg, or_balance = check_openrouter_balance(or_key)
-    results["openrouter"] = {"healthy": or_ok, "message": or_msg, "balance": or_balance}
-    
-    # Check Nous
-    nous_key = get_provider_api_key("nous")
-    nous_ok, nous_msg = check_nous_key(nous_key)
-    results["nous"] = {"healthy": nous_ok, "message": nous_msg}
-    
-    # Check Anthropic
-    anthropic_key = get_provider_api_key("anthropic")
-    anthropic_ok, anthropic_msg = check_anthropic_key(anthropic_key)
-    results["anthropic"] = {"healthy": anthropic_ok, "message": anthropic_msg}
-    
-    # Check Ollama
-    ollama_ok, ollama_msg = check_ollama()
-    results["ollama"] = {"healthy": ollama_ok, "message": ollama_msg}
-    
-    # Get configured provider
-    configured = get_configured_provider()
-    
-    # Summary
-    healthy_count = sum(1 for r in results.values() if r["healthy"])
-    total_count = len(results)
-    
-    log("Results: " + str(healthy_count) + "/" + str(total_count) + " providers healthy")
-    
-    for provider, result in results.items():
-        status = "HEALTHY" if result["healthy"] else "UNHEALTHY"
-        extra = ""
-        if provider == "openrouter" and result.get("balance") is not None:
-            extra = " (balance: " + str(result["balance"]) + ")"
-        
-        log("  " + provider + ": " + status + " - " + result["message"] + extra)
-    
-    if configured:
-        log("Configured provider: " + configured)
-        if configured in results and not results[configured]["healthy"]:
-            log("WARNING: Configured provider " + configured + " is UNHEALTHY!")
-    
-    return results, configured
-
-def check_launch_readiness():
-    """Check if we're ready to launch sessions."""
-    results, configured = run_preflight_check()
-    
-    # Check if configured provider is healthy
-    if configured and configured in results:
-        if not results[configured]["healthy"]:
-            log("LAUNCH BLOCKED: Configured provider " + configured + " is unhealthy")
-            return False, configured + " is unhealthy"
-    
-    # Check if at least one provider is healthy
-    healthy_providers = [p for p, r in results.items() if r["healthy"]]
-    if not healthy_providers:
-        log("LAUNCH BLOCKED: No healthy providers available")
-        return False, "No healthy providers"
-    
-    log("LAUNCH READY: " + str(len(healthy_providers)) + " healthy providers available")
-    return True, "Ready"
-
-def show_balance():
-    """Show OpenRouter balance."""
-    api_key = get_provider_api_key("openrouter")
-    if not api_key:
-        print("No OpenRouter API key found")
-        return
-    
-    ok, msg, balance = check_openrouter_balance(api_key)
-    
-    if ok:
-        if balance is not None:
-            print("OpenRouter balance: " + str(balance) + " credits")
-        else:
-            print("OpenRouter: " + msg)
-    else:
-        print("OpenRouter: " + msg)
-
-def main():
-    if "--balance" in sys.argv:
-        show_balance()
-    elif "--launch" in sys.argv:
-        ready, message = check_launch_readiness()
-        if ready:
-            print("READY")
-            sys.exit(0)
-        else:
-            print("BLOCKED: " + message)
-            sys.exit(1)
-    else:
-        run_preflight_check()
-
-if __name__ == "__main__":
-    main()

bin/provider-health-monitor.py

@@ -1,411 +0,0 @@
-#!/usr/bin/env python3
-"""
-Provider Health Monitor Script
-Issue #509: [Robustness] Provider-aware profile config — auto-switch on failure
-
-Monitors provider health and automatically switches profiles to working providers.
-
-Usage:
-  python3 provider-health-monitor.py              # Run once
-  python3 provider-health-monitor.py --daemon     # Run continuously
-  python3 provider-health-monitor.py --status     # Show provider health
-"""
-
-import os, sys, json, yaml, urllib.request, time
-from datetime import datetime, timezone
-from pathlib import Path
-
-# Configuration
-HERMES_HOME = Path(os.environ.get("HERMES_HOME", Path.home() / ".hermes"))
-PROFILES_DIR = HERMES_HOME / "profiles"
-LOG_DIR = Path.home() / ".local" / "timmy" / "fleet-health"
-STATE_FILE = LOG_DIR / "tmux-state.json"
-LOG_FILE = LOG_DIR / "provider-health.log"
-
-# Provider test endpoints
-PROVIDER_TESTS = {
-    "openrouter": {
-        "url": "https://openrouter.ai/api/v1/models",
-        "method": "GET",
-        "headers": lambda api_key: {"Authorization": "Bearer " + api_key},
-        "timeout": 10
-    },
-    "anthropic": {
-        "url": "https://api.anthropic.com/v1/models",
-        "method": "GET",
-        "headers": lambda api_key: {"x-api-key": api_key, "anthropic-version": "2023-06-01"},
-        "timeout": 10
-    },
-    "nous": {
-        "url": "https://inference.nousresearch.com/v1/models",
-        "method": "GET",
-        "headers": lambda api_key: {"Authorization": "Bearer " + api_key},
-        "timeout": 10
-    },
-    "kimi-coding": {
-        "url": "https://api.kimi.com/coding/v1/models",
-        "method": "GET",
-        "headers": lambda api_key: {"x-api-key": api_key, "x-api-provider": "kimi-coding"},
-        "timeout": 10
-    },
-    "ollama": {
-        "url": "http://localhost:11434/api/tags",
-        "method": "GET",
-        "headers": lambda api_key: {},
-        "timeout": 5
-    }
-}
-
-def log(msg):
-    """Log message to file and optionally console."""
-    timestamp = datetime.now(timezone.utc).strftime("%Y-%m-%d %H:%M:%S")
-    log_entry = "[" + timestamp + "] " + msg
-    
-    LOG_DIR.mkdir(parents=True, exist_ok=True)
-    with open(LOG_FILE, "a") as f:
-        f.write(log_entry + "\n")
-    
-    if "--quiet" not in sys.argv:
-        print(log_entry)
-
-def get_provider_api_key(provider):
-    """Get API key for a provider from .env or environment."""
-    env_file = HERMES_HOME / ".env"
-    if env_file.exists():
-        with open(env_file) as f:
-            for line in f:
-                line = line.strip()
-                if line.startswith(provider.upper() + "_API_KEY="):
-                    return line.split("=", 1)[1].strip().strip("'\"")
-    
-    return os.environ.get(provider.upper() + "_API_KEY")
-
-def test_provider(provider, api_key=None):
-    """Test if a provider is healthy."""
-    config = PROVIDER_TESTS.get(provider)
-    if not config:
-        return False, "Unknown provider: " + provider
-    
-    headers = config["headers"](api_key or "")
-    
-    try:
-        req = urllib.request.Request(
-            config["url"],
-            headers=headers,
-            method=config["method"]
-        )
-        resp = urllib.request.urlopen(req, timeout=config["timeout"])
-        
-        if resp.status == 200:
-            return True, "Healthy"
-        else:
-            return False, "HTTP " + str(resp.status)
-    
-    except urllib.error.HTTPError as e:
-        if e.code == 401:
-            return False, "Unauthorized (401)"
-        elif e.code == 403:
-            return False, "Forbidden (403)"
-        elif e.code == 429:
-            return True, "Rate limited but accessible"
-        else:
-            return False, "HTTP " + str(e.code)
-    except Exception as e:
-        return False, str(e)[:100]
-
-def get_all_providers():
-    """Get all providers from profiles and global config."""
-    providers = set()
-    
-    # Global config
-    global_config = HERMES_HOME / "config.yaml"
-    if global_config.exists():
-        try:
-            with open(global_config) as f:
-                config = yaml.safe_load(f)
-            
-            # Primary model provider
-            model_config = config.get("model", {})
-            if isinstance(model_config, dict):
-                provider = model_config.get("provider", "")
-                if provider:
-                    providers.add(provider)
-            
-            # Auxiliary providers
-            auxiliary = config.get("auxiliary", {})
-            for aux_config in auxiliary.values():
-                if isinstance(aux_config, dict):
-                    provider = aux_config.get("provider", "")
-                    if provider and provider != "auto":
-                        providers.add(provider)
-        except:
-            pass
-    
-    # Profile configs
-    if PROFILES_DIR.exists():
-        for profile_dir in PROFILES_DIR.iterdir():
-            if profile_dir.is_dir():
-                config_file = profile_dir / "config.yaml"
-                if config_file.exists():
-                    try:
-                        with open(config_file) as f:
-                            config = yaml.safe_load(f)
-                        
-                        model_config = config.get("model", {})
-                        if isinstance(model_config, dict):
-                            provider = model_config.get("provider", "")
-                            if provider:
-                                providers.add(provider)
-                        
-                        auxiliary = config.get("auxiliary", {})
-                        for aux_config in auxiliary.values():
-                            if isinstance(aux_config, dict):
-                                provider = aux_config.get("provider", "")
-                                if provider and provider != "auto":
-                                    providers.add(provider)
-                    except:
-                        pass
-    
-    # Add common providers even if not configured
-    providers.update(["openrouter", "nous", "ollama"])
-    
-    return list(providers)
-
-def build_health_map():
-    """Build a health map of all providers."""
-    providers = get_all_providers()
-    health_map = {}
-    
-    log("Testing " + str(len(providers)) + " providers...")
-    
-    for provider in providers:
-        api_key = get_provider_api_key(provider)
-        healthy, message = test_provider(provider, api_key)
-        
-        health_map[provider] = {
-            "healthy": healthy,
-            "message": message,
-            "last_test": datetime.now(timezone.utc).isoformat(),
-            "api_key_present": bool(api_key)
-        }
-        
-        status = "HEALTHY" if healthy else "UNHEALTHY"
-        log("  " + provider + ": " + status + " - " + message)
-    
-    return health_map
-
-def get_fallback_providers(health_map):
-    """Get list of healthy providers in priority order."""
-    # Priority order: nous, openrouter, ollama, others
-    priority_order = ["nous", "openrouter", "ollama", "anthropic", "kimi-coding"]
-    
-    healthy = []
-    for provider in priority_order:
-        if provider in health_map and health_map[provider]["healthy"]:
-            healthy.append(provider)
-    
-    # Add any other healthy providers not in priority list
-    for provider, info in health_map.items():
-        if info["healthy"] and provider not in healthy:
-            healthy.append(provider)
-    
-    return healthy
-
-def update_profile_config(profile_name, new_provider):
-    """Update a profile's config to use a new provider."""
-    config_file = PROFILES_DIR / profile_name / "config.yaml"
-    
-    if not config_file.exists():
-        return False, "Config file not found"
-    
-    try:
-        with open(config_file) as f:
-            config = yaml.safe_load(f)
-        
-        # Update model provider
-        if "model" not in config:
-            config["model"] = {}
-        
-        old_provider = config["model"].get("provider", "unknown")
-        config["model"]["provider"] = new_provider
-        
-        # Update auxiliary providers if they were using the old provider
-        auxiliary = config.get("auxiliary", {})
-        for aux_name, aux_config in auxiliary.items():
-            if isinstance(aux_config, dict) and aux_config.get("provider") == old_provider:
-                aux_config["provider"] = new_provider
-        
-        # Write back
-        with open(config_file, "w") as f:
-            yaml.dump(config, f, default_flow_style=False)
-        
-        log("Updated " + profile_name + ": " + old_provider + " -> " + new_provider)
-        return True, "Updated"
-    
-    except Exception as e:
-        return False, str(e)
-
-def check_profiles(health_map):
-    """Check all profiles and update unhealthy providers."""
-    if not PROFILES_DIR.exists():
-        return
-    
-    fallback_providers = get_fallback_providers(health_map)
-    if not fallback_providers:
-        log("CRITICAL: No healthy providers available!")
-        return
-    
-    updated_profiles = []
-    
-    for profile_dir in PROFILES_DIR.iterdir():
-        if not profile_dir.is_dir():
-            continue
-        
-        profile_name = profile_dir.name
-        config_file = profile_dir / "config.yaml"
-        
-        if not config_file.exists():
-            continue
-        
-        try:
-            with open(config_file) as f:
-                config = yaml.safe_load(f)
-            
-            model_config = config.get("model", {})
-            if not isinstance(model_config, dict):
-                continue
-            
-            current_provider = model_config.get("provider", "")
-            if not current_provider:
-                continue
-            
-            # Check if current provider is healthy
-            if current_provider in health_map and health_map[current_provider]["healthy"]:
-                continue  # Provider is healthy, no action needed
-            
-            # Find best fallback
-            best_fallback = None
-            for provider in fallback_providers:
-                if provider != current_provider:
-                    best_fallback = provider
-                    break
-            
-            if not best_fallback:
-                log("No fallback for " + profile_name + " (current: " + current_provider + ")")
-                continue
-            
-            # Update profile
-            success, message = update_profile_config(profile_name, best_fallback)
-            if success:
-                updated_profiles.append({
-                    "profile": profile_name,
-                    "old_provider": current_provider,
-                    "new_provider": best_fallback
-                })
-        
-        except Exception as e:
-            log("Error processing " + profile_name + ": " + str(e))
-    
-    return updated_profiles
-
-def load_state():
-    """Load state from tmux-state.json."""
-    if STATE_FILE.exists():
-        try:
-            with open(STATE_FILE) as f:
-                return json.load(f)
-        except:
-            pass
-    return {}
-
-def save_state(state):
-    """Save state to tmux-state.json."""
-    LOG_DIR.mkdir(parents=True, exist_ok=True)
-    
-    with open(STATE_FILE, "w") as f:
-        json.dump(state, f, indent=2)
-
-def run_once():
-    """Run provider health check once."""
-    log("=== Provider Health Check ===")
-    
-    state = load_state()
-    
-    # Build health map
-    health_map = build_health_map()
-    
-    # Check profiles and update if needed
-    updated_profiles = check_profiles(health_map)
-    
-    # Update state
-    state["provider_health"] = health_map
-    state["last_provider_check"] = datetime.now(timezone.utc).isoformat()
-    
-    if updated_profiles:
-        state["last_profile_updates"] = updated_profiles
-    
-    save_state(state)
-    
-    # Summary
-    healthy_count = sum(1 for p in health_map.values() if p["healthy"])
-    total_count = len(health_map)
-    
-    log("Health: " + str(healthy_count) + "/" + str(total_count) + " providers healthy")
-    
-    if updated_profiles:
-        log("Updated " + str(len(updated_profiles)) + " profiles:")
-        for update in updated_profiles:
-            log("  " + update["profile"] + ": " + update["old_provider"] + " -> " + update["new_provider"])
-
-def show_status():
-    """Show provider health status."""
-    state = load_state()
-    health_map = state.get("provider_health", {})
-    
-    if not health_map:
-        print("No provider health data available. Run without --status first.")
-        return
-    
-    print("Provider Health (last updated: " + str(state.get("last_provider_check", "unknown")) + ")")
-    print("=" * 80)
-    
-    for provider, info in sorted(health_map.items()):
-        status = "HEALTHY" if info["healthy"] else "UNHEALTHY"
-        message = info.get("message", "")
-        api_key = "yes" if info.get("api_key_present") else "no"
-        
-        print(provider.ljust(20) + " " + status.ljust(10) + " API key: " + api_key + " - " + message)
-    
-    # Show recent updates
-    updates = state.get("last_profile_updates", [])
-    if updates:
-        print()
-        print("Recent Profile Updates:")
-        for update in updates:
-            print("  " + update["profile"] + ": " + update["old_provider"] + " -> " + update["new_provider"])
-
-def daemon_mode():
-    """Run continuously."""
-    log("Starting provider health daemon (check every 300s)")
-    
-    while True:
-        try:
-            run_once()
-            time.sleep(300)  # Check every 5 minutes
-        except KeyboardInterrupt:
-            log("Daemon stopped by user")
-            break
-        except Exception as e:
-            log("Error: " + str(e))
-            time.sleep(60)
-
-def main():
-    if "--status" in sys.argv:
-        show_status()
-    elif "--daemon" in sys.argv:
-        daemon_mode()
-    else:
-        run_once()
-
-if __name__ == "__main__":
-    main()

bin/soul_eval_gate.py

@@ -1,4 +1,3 @@
-#!/usr/bin/env python3
 """
 Soul Eval Gate — The Conscience of the Training Pipeline
 

cron/jobs.json

@@ -196,37 +196,7 @@
       "paused_reason": null,
       "skills": [],
       "skill": null
-    },
-    {
-      "id": "tmux-supervisor-513",
-      "name": "Autonomous Cron Supervisor",
-      "prompt": "Load the tmux-supervisor skill and execute the monitoring protocol.\n\nCheck both `dev` and `timmy` tmux sessions for idle panes. Only send Telegram notifications on actionable events (idle, overflow, failure). Be silent when all agents are working.\n\nSteps:\n1. List all tmux sessions (skip 'Alexander')\n2. For each session, list windows and panes\n3. Capture each pane and classify state (idle vs active)\n4. For idle panes: read context, craft context-aware prompt\n5. Send /queue prompts to idle panes\n6. Verify prompts landed\n7. Only notify via Telegram if:\n   - A pane was prompted (idle detected)\n   - A pane shows context overflow (>80%)\n   - A pane is stuck or crashed\n8. If all panes are active: respond with [SILENT]",
-      "schedule": {
-        "kind": "interval",
-        "minutes": 7,
-        "display": "every 7m"
-      },
-      "schedule_display": "every 7m",
-      "repeat": {
-        "times": null,
-        "completed": 0
-      },
-      "enabled": true,
-      "created_at": "2026-04-15T03:00:00.000000+00:00",
-      "next_run_at": null,
-      "last_run_at": null,
-      "last_status": null,
-      "last_error": null,
-      "deliver": "telegram",
-      "origin": null,
-      "state": "scheduled",
-      "paused_at": null,
-      "paused_reason": null,
-      "skills": [
-        "tmux-supervisor"
-      ],
-      "skill": "tmux-supervisor"
     }
   ],
   "updated_at": "2026-04-13T02:00:00+00:00"
-}
+}

cron/pipeline-scheduler.yml

@@ -1,9 +0,0 @@
-- name: Nightly Pipeline Scheduler
-  schedule: '*/30 18-23,0-8 * * *' # Every 30 min, off-peak hours only
-  tasks:
-    - name: Check and start pipelines
-      shell: "bash scripts/nightly-pipeline-scheduler.sh"
-      env:
-        PIPELINE_TOKEN_LIMIT: "500000"
-        PIPELINE_PEAK_START: "9"
-        PIPELINE_PEAK_END: "18"

scripts/captcha_bypass_handler.py

@@ -1,4 +1,3 @@
-#!/usr/bin/env python3
 import json
 from hermes_tools import browser_navigate, browser_vision
 

scripts/diagram_meaning_extractor.py

@@ -1,4 +1,3 @@
-#!/usr/bin/env python3
 import json
 from hermes_tools import browser_navigate, browser_vision
 

scripts/nightly-pipeline-scheduler.md

@@ -1,50 +0,0 @@
-# Nightly Pipeline Scheduler
-
-Auto-starts batch pipelines when inference is available.
-
-## What It Does
-
-1. Checks inference provider health (OpenRouter, Ollama, RunPod)
-2. Checks if it's off-peak hours (configurable, default: after 6PM)
-3. Checks interactive session load (don't fight with live users)
-4. Checks daily token budget (configurable limit)
-5. Starts the highest-priority incomplete pipeline
-
-## Pipeline Priority Order
-
-| Priority | Pipeline | Deps | Max Tokens |
-|----------|----------|------|------------|
-| 1 | playground-factory | none | 100,000 |
-| 2 | training-factory | none | 150,000 |
-| 3 | knowledge-mine | training-factory running | 80,000 |
-| 4 | adversary | knowledge-mine running | 50,000 |
-| 5 | codebase-genome | none | 120,000 |
-
-## Usage
-
-```bash
-# Normal run (used by cron)
-./scripts/nightly-pipeline-scheduler.sh
-
-# Dry run (show what would start)
-./scripts/nightly-pipeline-scheduler.sh --dry-run
-
-# Status report
-./scripts/nightly-pipeline-scheduler.sh --status
-
-# Force start during peak hours
-./scripts/nightly-pipeline-scheduler.sh --force
-```
-
-## Configuration
-
-Set via environment variables:
-- `PIPELINE_TOKEN_LIMIT`: Daily token budget (default: 500,000)
-- `PIPELINE_PEAK_START`: Peak hours start (default: 9)
-- `PIPELINE_PEAK_END`: Peak hours end (default: 18)
-- `HERMES_HOME`: Hermes home directory (default: ~/.hermes)
-
-## Cron
-
-Runs every 30 minutes. Off-peak only (unless --force).
-See `cron/pipeline-scheduler.yml`.

scripts/nightly-pipeline-scheduler.sh

@@ -1,383 +0,0 @@
-#!/usr/bin/env bash
-# nightly-pipeline-scheduler.sh — Auto-start batch pipelines when inference is available.
-#
-# Checks provider health, pipeline progress, token budget, and interactive load.
-# Starts the highest-priority incomplete pipeline that can run.
-#
-# Usage:
-#   ./scripts/nightly-pipeline-scheduler.sh          # Normal run
-#   ./scripts/nightly-pipeline-scheduler.sh --dry-run # Show what would start
-#   ./scripts/nightly-pipeline-scheduler.sh --status  # Pipeline status report
-
-set -euo pipefail
-
-# --- Configuration ---
-HERMES_HOME="${HERMES_HOME:-$HOME/.hermes}"
-BUDGET_FILE="${HERMES_HOME}/pipeline_budget.json"
-STATE_FILE="${HERMES_HOME}/pipeline_state.json"
-LOG_FILE="${HERMES_HOME}/logs/pipeline-scheduler.log"
-TOKEN_DAILY_LIMIT="${PIPELINE_TOKEN_LIMIT:-500000}"
-PEAK_HOURS_START="${PIPELINE_PEAK_START:-9}"
-PEAK_HOURS_END="${PIPELINE_PEAK_END:-18}"
-
-# Pipeline definitions (priority order)
-# Each pipeline: name, script, max_tokens, dependencies
-PIPELINES=(
-    "playground-factory|scripts/pipeline_playground_factory.sh|100000|none"
-    "training-factory|scripts/pipeline_training_factory.sh|150000|none"
-    "knowledge-mine|scripts/pipeline_knowledge_mine.sh|80000|training-factory"
-    "adversary|scripts/pipeline_adversary.sh|50000|knowledge-mine"
-    "codebase-genome|scripts/pipeline_codebase_genome.sh|120000|none"
-)
-
-# --- Colors ---
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-YELLOW='\033[0;33m'
-CYAN='\033[0;36m'
-NC='\033[0m'
-
-# --- Helpers ---
-now_hour() { date +%-H; }
-is_peak_hours() {
-    local h=$(now_hour)
-    [[ $h -ge $PEAK_HOURS_START && $h -lt $PEAK_HOURS_END ]]
-}
-
-ensure_dirs() {
-    mkdir -p "$(dirname "$LOG_FILE")" "$(dirname "$BUDGET_FILE")" "$(dirname "$STATE_FILE")"
-}
-
-log() { echo "[$(date '+%Y-%m-%d %H:%M:%S')] $*" | tee -a "$LOG_FILE"; }
-
-get_budget_used_today() {
-    if [[ -f "$BUDGET_FILE" ]]; then
-        local today=$(date +%Y-%m-%d)
-        python3 -c "
-import json, sys
-with open('$BUDGET_FILE') as f:
-    d = json.load(f)
-print(d.get('daily', {}).get('$today', {}).get('tokens_used', 0))
-" 2>/dev/null || echo 0
-    else
-        echo 0
-    fi
-}
-
-get_budget_remaining() {
-    local used=$(get_budget_used_today)
-    echo $((TOKEN_DAILY_LIMIT - used))
-}
-
-update_budget() {
-    local pipeline="$1"
-    local tokens="$2"
-    local today=$(date +%Y-%m-%d)
-    python3 -c "
-import json, os
-path = '$BUDGET_FILE'
-d = {}
-if os.path.exists(path):
-    with open(path) as f:
-        d = json.load(f)
-daily = d.setdefault('daily', {})
-day = daily.setdefault('$today', {'tokens_used': 0, 'pipelines': {}})
-day['tokens_used'] = day.get('tokens_used', 0) + $tokens
-day['pipelines']['$pipeline'] = day['pipelines'].get('$pipeline', 0) + $tokens
-with open(path, 'w') as f:
-    json.dump(d, f, indent=2)
-"
-}
-
-get_pipeline_state() {
-    if [[ -f "$STATE_FILE" ]]; then
-        cat "$STATE_FILE"
-    else
-        echo "{}"
-    fi
-}
-
-set_pipeline_state() {
-    local pipeline="$1"
-    local state="$2"  # running, complete, failed, skipped
-    python3 -c "
-import json, os
-path = '$STATE_FILE'
-d = {}
-if os.path.exists(path):
-    with open(path) as f:
-        d = json.load(f)
-d['$pipeline'] = {'state': '$state', 'updated': '$(date -Iseconds)'}
-with open(path, 'w') as f:
-    json.dump(d, f, indent=2)
-"
-}
-
-is_pipeline_complete() {
-    local pipeline="$1"
-    python3 -c "
-import json, os
-path = '$STATE_FILE'
-if not os.path.exists(path):
-    print('false')
-else:
-    with open(path) as f:
-        d = json.load(f)
-    state = d.get('$pipeline', {}).get('state', 'not_started')
-    print('true' if state == 'complete' else 'false')
-" 2>/dev/null || echo false
-}
-
-is_pipeline_running() {
-    local pipeline="$1"
-    python3 -c "
-import json, os
-path = '$STATE_FILE'
-if not os.path.exists(path):
-    print('false')
-else:
-    with open(path) as f:
-        d = json.load(f)
-    state = d.get('$pipeline', {}).get('state', 'not_started')
-    print('true' if state == 'running' else 'false')
-" 2>/dev/null || echo false
-}
-
-check_dependency() {
-    local dep="$1"
-    if [[ "$dep" == "none" ]]; then
-        return 0
-    fi
-    # For knowledge-mine: training-factory must be running or complete
-    if [[ "$dep" == "training-factory" ]]; then
-        local state=$(python3 -c "
-import json, os
-path = '$STATE_FILE'
-if not os.path.exists(path):
-    print('not_started')
-else:
-    with open(path) as f:
-        d = json.load(f)
-    print(d.get('training-factory', {}).get('state', 'not_started'))
-" 2>/dev/null || echo "not_started")
-        [[ "$state" == "running" || "$state" == "complete" ]]
-        return $?
-    fi
-    # For adversary: knowledge-mine must be at least 50% done
-    # Simplified: check if it's running (we'd need progress tracking for 50%)
-    if [[ "$dep" == "knowledge-mine" ]]; then
-        local state=$(python3 -c "
-import json, os
-path = '$STATE_FILE'
-if not os.path.exists(path):
-    print('not_started')
-else:
-    with open(path) as f:
-        d = json.load(f)
-    print(d.get('knowledge-mine', {}).get('state', 'not_started'))
-" 2>/dev/null || echo "not_started")
-        [[ "$state" == "running" || "$state" == "complete" ]]
-        return $?
-    fi
-    return 0
-}
-
-check_inference_available() {
-    # Check if any inference provider is responding
-    # 1. Check OpenRouter
-    local or_ok=$(curl -s -o /dev/null -w "%{http_code}" \
-        --connect-timeout 5 "https://openrouter.ai/api/v1/models" 2>/dev/null || echo "000")
-
-    # 2. Check local Ollama
-    local ollama_ok=$(curl -s -o /dev/null -w "%{http_code}" \
-        --connect-timeout 5 "http://localhost:11434/api/tags" 2>/dev/null || echo "000")
-
-    # 3. Check RunPod (if configured)
-    local runpod_ok="000"
-    if [[ -n "${RUNPOD_ENDPOINT:-}" ]]; then
-        runpod_ok=$(curl -s -o /dev/null -w "%{http_code}" \
-            --connect-timeout 5 "$RUNPOD_ENDPOINT/health" 2>/dev/null || echo "000")
-    fi
-
-    if [[ "$or_ok" == "200" || "$ollama_ok" == "200" || "$runpod_ok" == "200" ]]; then
-        return 0
-    fi
-    return 1
-}
-
-check_interactive_load() {
-    # Check if there are active interactive sessions (don't fight with live users)
-    # Look for tmux panes with active hermes sessions
-    local active=$(tmux list-panes -a -F '#{pane_pid} #{pane_current_command}' 2>/dev/null \
-        | grep -c "hermes\|python3" || echo 0)
-
-    # If more than 3 interactive sessions, skip pipeline start
-    if [[ $active -gt 3 ]]; then
-        return 1
-    fi
-    return 0
-}
-
-start_pipeline() {
-    local name="$1"
-    local script="$2"
-    local max_tokens="$3"
-    local budget_remaining="$4"
-    local mode="${5:-run}"
-
-    if [[ "$budget_remaining" -lt "$max_tokens" ]]; then
-        log "SKIP $name: insufficient budget ($budget_remaining < $max_tokens tokens)"
-        return 1
-    fi
-
-    if [[ ! -f "$script" ]]; then
-        log "SKIP $name: script not found ($script)"
-        return 1
-    fi
-
-    if [[ "$mode" == "dry-run" ]]; then
-        log "DRY-RUN: Would start $name (budget: $budget_remaining, needs: $max_tokens)"
-        return 0
-    fi
-
-    log "START $name (budget: $budget_remaining, max_tokens: $max_tokens)"
-    set_pipeline_state "$name" "running"
-
-    # Run in background, capture output
-    local log_path="${HERMES_HOME}/logs/pipeline-${name}.log"
-    bash "$script" --max-tokens "$max_tokens" >> "$log_path" 2>&1 &
-    local pid=$!
-
-    # Wait a moment to check if it started OK
-    sleep 2
-    if kill -0 $pid 2>/dev/null; then
-        log "RUNNING $name (PID: $pid, log: $log_path)"
-        # Record the PID
-        python3 -c "
-import json, os
-path = '$STATE_FILE'
-d = {}
-if os.path.exists(path):
-    with open(path) as f:
-        d = json.load(f)
-d['$name']['pid'] = $pid
-with open(path, 'w') as f:
-    json.dump(d, f, indent=2)
-"
-        return 0
-    else
-        log "FAIL $name: script exited immediately"
-        set_pipeline_state "$name" "failed"
-        return 1
-    fi
-}
-
-# --- Main ---
-main() {
-    local mode="${1:-run}"
-    ensure_dirs
-
-    log "=== Pipeline Scheduler ($mode) ==="
-
-    # Check 1: Is inference available?
-    if ! check_inference_available; then
-        log "No inference provider available. Skipping all pipelines."
-        exit 0
-    fi
-    log "Inference: AVAILABLE"
-
-    # Check 2: Is it peak hours?
-    if is_peak_hours && [[ "$mode" != "--force" ]]; then
-        local h=$(now_hour)
-        log "Peak hours ($h:00). Skipping pipeline start. Use --force to override."
-        exit 0
-    fi
-    log "Off-peak: OK"
-
-    # Check 3: Interactive load
-    if ! check_interactive_load && [[ "$mode" != "--force" ]]; then
-        log "High interactive load. Skipping pipeline start."
-        exit 0
-    fi
-    log "Interactive load: OK"
-
-    # Check 4: Token budget
-    local budget=$(get_budget_remaining)
-    log "Token budget remaining: $budget / $TOKEN_DAILY_LIMIT"
-
-    if [[ $budget -le 0 ]]; then
-        log "Daily token budget exhausted. Stopping."
-        exit 0
-    fi
-
-    # Check 5: Pipeline status
-    if [[ "$mode" == "--status" ]]; then
-        echo -e "${CYAN}Pipeline Status:${NC}"
-        echo "────────────────────────────────────────────────────"
-        for entry in "${PIPELINES[@]}"; do
-            IFS='|' read -r name script max_tokens dep <<< "$entry"
-            local state=$(python3 -c "
-import json, os
-path = '$STATE_FILE'
-if not os.path.exists(path):
-    print('not_started')
-else:
-    with open(path) as f:
-        d = json.load(f)
-    print(d.get('$name', {}).get('state', 'not_started'))
-" 2>/dev/null || echo "not_started")
-
-            local color=$NC
-            case "$state" in
-                running)  color=$YELLOW ;;
-                complete) color=$GREEN ;;
-                failed)   color=$RED ;;
-            esac
-            printf "  %-25s %b%s%b (max: %s tokens, dep: %s)\n" "$name" "$color" "$state" "$NC" "$max_tokens" "$dep"
-        done
-        echo "────────────────────────────────────────────────────"
-        echo "  Budget: $budget / $TOKEN_DAILY_LIMIT tokens remaining"
-        echo "  Peak hours: $PEAK_HOURS_START:00 - $PEAK_HOURS_END:00"
-        exit 0
-    fi
-
-    # Find and start the highest-priority incomplete pipeline
-    local started=0
-    for entry in "${PIPELINES[@]}"; do
-        IFS='|' read -r name script max_tokens dep <<< "$entry"
-
-        # Skip if already running or complete
-        if [[ "$(is_pipeline_running $name)" == "true" ]]; then
-            log "SKIP $name: already running"
-            continue
-        fi
-        if [[ "$(is_pipeline_complete $name)" == "true" ]]; then
-            log "SKIP $name: already complete"
-            continue
-        fi
-
-        # Check dependency
-        if ! check_dependency "$dep"; then
-            log "SKIP $name: dependency $dep not met"
-            continue
-        fi
-
-        # Try to start
-        if start_pipeline "$name" "$script" "$max_tokens" "$budget" "$mode"; then
-            started=1
-            # Only start one pipeline per run (let it claim tokens before next check)
-            # Exception: playground-factory and training-factory can run in parallel
-            if [[ "$name" != "playground-factory" && "$name" != "training-factory" ]]; then
-                break
-            fi
-        fi
-    done
-
-    if [[ $started -eq 0 ]]; then
-        log "No pipelines to start (all complete, running, or blocked)."
-    fi
-
-    log "=== Pipeline Scheduler done ==="
-}
-
-main "$@"

scripts/visual_pr_reviewer.py

@@ -1,4 +1,3 @@
-#!/usr/bin/env python3
 import json
 from hermes_tools import browser_navigate, browser_vision
 

tests/test_glitch_detector.py

@@ -19,11 +19,9 @@ from glitch_patterns import (
     GlitchPattern,
     GlitchSeverity,
     MATRIX_GLITCH_PATTERNS,
-    THREEJS_CATEGORIES,
     build_vision_prompt,
     get_pattern_by_category,
     get_patterns_by_severity,
-    get_threejs_patterns,
 )
 
 from matrix_glitch_detector import (
@@ -42,7 +40,7 @@ class TestGlitchPatterns(unittest.TestCase):
 
     def test_pattern_count(self):
         """Verify we have a reasonable number of defined patterns."""
-        self.assertGreaterEqual(len(MATRIX_GLITCH_PATTERNS), 14)  # 10 generic + 6 Three.js
+        self.assertGreaterEqual(len(MATRIX_GLITCH_PATTERNS), 8)
 
     def test_all_patterns_have_required_fields(self):
         """Every pattern must have category, name, description, severity, prompts."""
@@ -90,9 +88,6 @@ class TestGlitchPatterns(unittest.TestCase):
         self.assertIn("Floating Object", prompt)
         self.assertIn("Z-Fighting", prompt)
         self.assertIn("Missing", prompt)
-        # Three.js patterns should be included
-        self.assertIn("Shader Compilation Failure", prompt)
-        self.assertIn("Bloom Overflow", prompt)
 
     def test_build_vision_prompt_subset(self):
         """Vision prompt with subset should only include specified patterns."""
@@ -253,7 +248,7 @@ class TestGlitchDetector(unittest.TestCase):
 
         try:
             report = run_demo(output_path)
-            self.assertEqual(len(report.glitches), 6)  # 4 original + 2 Three.js
+            self.assertEqual(len(report.glitches), 4)
             self.assertGreater(report.summary["total_glitches"], 0)
             self.assertTrue(output_path.exists())
 
@@ -265,93 +260,6 @@ class TestGlitchDetector(unittest.TestCase):
             output_path.unlink(missing_ok=True)
 
 
-class TestThreeJsPatterns(unittest.TestCase):
-    """Tests for Three.js-specific glitch patterns (timmy-config#543)."""
-
-    def test_get_threejs_patterns_returns_only_threejs(self):
-        """get_threejs_patterns() should return only Three.js categories."""
-        patterns = get_threejs_patterns()
-        self.assertEqual(len(patterns), 6)
-        for p in patterns:
-            self.assertIn(p.category, THREEJS_CATEGORIES)
-
-    def test_threejs_patterns_have_required_fields(self):
-        """All Three.js patterns must have valid fields."""
-        for p in get_threejs_patterns():
-            self.assertIsInstance(p.category, GlitchCategory)
-            self.assertTrue(p.name)
-            self.assertTrue(p.description)
-            self.assertIsInstance(p.severity, GlitchSeverity)
-            self.assertGreater(len(p.detection_prompts), 0)
-            self.assertGreater(len(p.visual_indicators), 0)
-
-    def test_shader_failure_is_critical(self):
-        """Shader compilation failure should be CRITICAL severity."""
-        p = get_pattern_by_category(GlitchCategory.SHADER_FAILURE)
-        self.assertIsNotNone(p)
-        self.assertEqual(p.severity, GlitchSeverity.CRITICAL)
-
-    def test_texture_placeholder_is_critical(self):
-        """Texture placeholder (1x1 white) should be CRITICAL severity."""
-        p = get_pattern_by_category(GlitchCategory.TEXTURE_PLACEHOLDER)
-        self.assertIsNotNone(p)
-        self.assertEqual(p.severity, GlitchSeverity.CRITICAL)
-
-    def test_infer_severity_shader_failure(self):
-        """Shader failure should infer critical/high."""
-        self.assertEqual(_infer_severity("shader_failure", 0.8), "critical")
-        self.assertEqual(_infer_severity("shader_failure", 0.5), "high")
-
-    def test_infer_severity_texture_placeholder(self):
-        """Texture placeholder should infer critical/high."""
-        self.assertEqual(_infer_severity("texture_placeholder", 0.8), "critical")
-        self.assertEqual(_infer_severity("texture_placeholder", 0.5), "high")
-
-    def test_infer_severity_uv_mapping(self):
-        """UV mapping error should infer high/medium."""
-        self.assertEqual(_infer_severity("uv_mapping_error", 0.8), "high")
-        self.assertEqual(_infer_severity("uv_mapping_error", 0.5), "medium")
-
-    def test_infer_severity_frustum_culling(self):
-        """Frustum culling should infer medium/low."""
-        self.assertEqual(_infer_severity("frustum_culling", 0.7), "medium")
-        self.assertEqual(_infer_severity("frustum_culling", 0.4), "low")
-
-    def test_infer_severity_shadow_map(self):
-        """Shadow map artifact should infer medium/low."""
-        self.assertEqual(_infer_severity("shadow_map_artifact", 0.7), "medium")
-        self.assertEqual(_infer_severity("shadow_map_artifact", 0.4), "low")
-
-    def test_infer_severity_bloom_overflow(self):
-        """Bloom overflow should infer medium/low (default path)."""
-        self.assertEqual(_infer_severity("bloom_overflow", 0.7), "medium")
-        self.assertEqual(_infer_severity("bloom_overflow", 0.4), "low")
-
-    def test_threejs_patterns_in_vision_prompt(self):
-        """Three.js patterns should appear in the composite vision prompt."""
-        prompt = build_vision_prompt()
-        self.assertIn("shader_failure", prompt)
-        self.assertIn("texture_placeholder", prompt)
-        self.assertIn("uv_mapping_error", prompt)
-        self.assertIn("frustum_culling", prompt)
-        self.assertIn("shadow_map_artifact", prompt)
-        self.assertIn("bloom_overflow", prompt)
-
-    def test_threejs_subset_prompt(self):
-        """Building prompt from Three.js-only patterns should work."""
-        threejs = get_threejs_patterns()
-        prompt = build_vision_prompt(threejs)
-        self.assertIn("Shader Compilation Failure", prompt)
-        self.assertNotIn("Floating Object", prompt)  # generic, not Three.js
-
-    def test_report_metadata_version(self):
-        """Report metadata should reference both issues."""
-        report = run_demo()
-        self.assertEqual(report.metadata["detector_version"], "0.2.0")
-        self.assertIn("543", report.metadata["reference"])
-
-
-
 class TestIntegration(unittest.TestCase):
     """Integration-level tests."""
 
@@ -368,13 +276,6 @@ class TestIntegration(unittest.TestCase):
         expected = {"floating_assets", "z_fighting", "missing_textures", "clipping", "broken_normals"}
         self.assertTrue(expected.issubset(category_values))
 
-    def test_patterns_cover_threejs_themes(self):
-        """Patterns should cover Three.js-specific glitch themes (#543)."""
-        category_values = {p.category.value for p in MATRIX_GLITCH_PATTERNS}
-        threejs_expected = {"shader_failure", "texture_placeholder", "uv_mapping_error",
-                           "frustum_culling", "shadow_map_artifact", "bloom_overflow"}
-        self.assertTrue(threejs_expected.issubset(category_values))
-
 
 if __name__ == "__main__":
     unittest.main()

training-data/scene-descriptions-folk.jsonl

@@ -0,0 +1,100 @@
+{"song": "The Weight of Iron", "beat": 1, "lyric_line": "The iron gate swings slow tonight", "scene": {"mood": "despair", "colors": ["olive", "cream", "rust"], "composition": "close-up", "camera": "slow pan", "description": "A despair scene illustrating 'The iron gate swings slow tonight'. close up framing with olive, cream, rust palette. Camera: slow pan."}}
+{"song": "The Weight of Iron", "beat": 2, "lyric_line": "Wind carries names I can't forget", "scene": {"mood": "longing", "colors": ["deep red", "brown", "amber"], "composition": "wide shot", "camera": "steady", "description": "A longing scene illustrating 'Wind carries names I can't forget'. wide shot framing with deep red, brown, amber palette. Camera: steady."}}
+{"song": "The Weight of Iron", "beat": 3, "lyric_line": "Stone walls hold the cold inside", "scene": {"mood": "grief", "colors": ["olive", "cream", "rust"], "composition": "medium shot", "camera": "handheld", "description": "A grief scene illustrating 'Stone walls hold the cold inside'. medium shot framing with olive, cream, rust palette. Camera: handheld."}}
+{"song": "The Weight of Iron", "beat": 4, "lyric_line": "Every step leaves prints in dust", "scene": {"mood": "resignation", "colors": ["dusty blue", "tan", "grey"], "composition": "low angle", "camera": "slow zoom", "description": "A resignation scene illustrating 'Every step leaves prints in dust'. low angle framing with dusty blue, tan, grey palette. Camera: slow zoom."}}
+{"song": "The Weight of Iron", "beat": 5, "lyric_line": "The river hums an older song", "scene": {"mood": "ache", "colors": ["yellow", "warm brown", "green"], "composition": "high angle", "camera": "tracking", "description": "A ache scene illustrating 'The river hums an older song'. high angle framing with yellow, warm brown, green palette. Camera: tracking."}}
+{"song": "The Weight of Iron", "beat": 6, "lyric_line": "Shadows lean against the door", "scene": {"mood": "despair", "colors": ["dusty blue", "tan", "grey"], "composition": "over-the-shoulder", "camera": "static", "description": "A despair scene illustrating 'Shadows lean against the door'. over the shoulder framing with dusty blue, tan, grey palette. Camera: static."}}
+{"song": "The Weight of Iron", "beat": 7, "lyric_line": "I count the stars I cannot reach", "scene": {"mood": "longing", "colors": ["white", "grey", "pale blue"], "composition": "profile", "camera": "crane up", "description": "A longing scene illustrating 'I count the stars I cannot reach'. profile framing with white, grey, pale blue palette. Camera: crane up."}}
+{"song": "The Weight of Iron", "beat": 8, "lyric_line": "The fire dies but warmth remains", "scene": {"mood": "grief", "colors": ["amber", "brown", "cream"], "composition": "bird's eye", "camera": "dolly in", "description": "A grief scene illustrating 'The fire dies but warmth remains'. bird's eye framing with amber, brown, cream palette. Camera: dolly in."}}
+{"song": "The Weight of Iron", "beat": 9, "lyric_line": "Tomorrow bends but doesn't break", "scene": {"mood": "resignation", "colors": ["black", "red", "gold"], "composition": "dutch angle", "camera": "gentle drift", "description": "A resignation scene illustrating 'Tomorrow bends but doesn't break'. dutch angle framing with black, red, gold palette. Camera: gentle drift."}}
+{"song": "The Weight of Iron", "beat": 10, "lyric_line": "I walk the road that chose me first", "scene": {"mood": "ache", "colors": ["grey", "white", "blue"], "composition": "establishing shot", "camera": "locked-off", "description": "A ache scene illustrating 'I walk the road that chose me first'. establishing shot framing with grey, white, blue palette. Camera: locked-off."}}
+{"song": "Harvest Moon", "beat": 1, "lyric_line": "Golden fields stretch past the town", "scene": {"mood": "warmth", "colors": ["amber", "brown", "cream"], "composition": "close-up", "camera": "slow pan", "description": "A warmth scene illustrating 'Golden fields stretch past the town'. close up framing with amber, brown, cream palette. Camera: slow pan."}}
+{"song": "Harvest Moon", "beat": 2, "lyric_line": "Papa's hands knew every seed", "scene": {"mood": "memory", "colors": ["amber", "brown", "cream"], "composition": "wide shot", "camera": "steady", "description": "A memory scene illustrating 'Papa's hands knew every seed'. wide shot framing with amber, brown, cream palette. Camera: steady."}}
+{"song": "Harvest Moon", "beat": 3, "lyric_line": "The barn door creaks its lullaby", "scene": {"mood": "bittersweet", "colors": ["black", "red", "gold"], "composition": "medium shot", "camera": "handheld", "description": "A bittersweet scene illustrating 'The barn door creaks its lullaby'. medium shot framing with black, red, gold palette. Camera: handheld."}}
+{"song": "Harvest Moon", "beat": 4, "lyric_line": "Crickets count the hours down", "scene": {"mood": "tender", "colors": ["navy", "silver", "white"], "composition": "low angle", "camera": "slow zoom", "description": "A tender scene illustrating 'Crickets count the hours down'. low angle framing with navy, silver, white palette. Camera: slow zoom."}}
+{"song": "Harvest Moon", "beat": 5, "lyric_line": "Mama's bread still fills the air", "scene": {"mood": "fading", "colors": ["warm yellow", "brown", "red"], "composition": "high angle", "camera": "tracking", "description": "A fading scene illustrating 'Mama's bread still fills the air'. high angle framing with warm yellow, brown, red palette. Camera: tracking."}}
+{"song": "Harvest Moon", "beat": 6, "lyric_line": "We ran barefoot through the rain", "scene": {"mood": "warmth", "colors": ["navy", "silver", "white"], "composition": "over-the-shoulder", "camera": "static", "description": "A warmth scene illustrating 'We ran barefoot through the rain'. over the shoulder framing with navy, silver, white palette. Camera: static."}}
+{"song": "Harvest Moon", "beat": 7, "lyric_line": "The old oak holds our carved-in names", "scene": {"mood": "memory", "colors": ["warm yellow", "brown", "red"], "composition": "profile", "camera": "crane up", "description": "A memory scene illustrating 'The old oak holds our carved-in names'. profile framing with warm yellow, brown, red palette. Camera: crane up."}}
+{"song": "Harvest Moon", "beat": 8, "lyric_line": "Sunset paints the pond to gold", "scene": {"mood": "bittersweet", "colors": ["dusty blue", "tan", "grey"], "composition": "bird's eye", "camera": "dolly in", "description": "A bittersweet scene illustrating 'Sunset paints the pond to gold'. bird's eye framing with dusty blue, tan, grey palette. Camera: dolly in."}}
+{"song": "Harvest Moon", "beat": 9, "lyric_line": "We didn't know we were happy then", "scene": {"mood": "tender", "colors": ["dusty blue", "tan", "grey"], "composition": "dutch angle", "camera": "gentle drift", "description": "A tender scene illustrating 'We didn't know we were happy then'. dutch angle framing with dusty blue, tan, grey palette. Camera: gentle drift."}}
+{"song": "Harvest Moon", "beat": 10, "lyric_line": "The harvest moon remembers us", "scene": {"mood": "fading", "colors": ["yellow", "warm brown", "green"], "composition": "establishing shot", "camera": "locked-off", "description": "A fading scene illustrating 'The harvest moon remembers us'. establishing shot framing with yellow, warm brown, green palette. Camera: locked-off."}}
+{"song": "River's Edge", "beat": 1, "lyric_line": "Morning mist on still water", "scene": {"mood": "calm", "colors": ["amber", "brown", "cream"], "composition": "close-up", "camera": "slow pan", "description": "A calm scene illustrating 'Morning mist on still water'. close up framing with amber, brown, cream palette. Camera: slow pan."}}
+{"song": "River's Edge", "beat": 2, "lyric_line": "A heron stands and waits", "scene": {"mood": "serenity", "colors": ["deep red", "brown", "amber"], "composition": "wide shot", "camera": "steady", "description": "A serenity scene illustrating 'A heron stands and waits'. wide shot framing with deep red, brown, amber palette. Camera: steady."}}
+{"song": "River's Edge", "beat": 3, "lyric_line": "The current writes in cursive", "scene": {"mood": "stillness", "colors": ["warm yellow", "brown", "red"], "composition": "medium shot", "camera": "handheld", "description": "A stillness scene illustrating 'The current writes in cursive'. medium shot framing with warm yellow, brown, red palette. Camera: handheld."}}
+{"song": "River's Edge", "beat": 4, "lyric_line": "Smooth stones warm in afternoon", "scene": {"mood": "contentment", "colors": ["yellow", "warm brown", "green"], "composition": "low angle", "camera": "slow zoom", "description": "A contentment scene illustrating 'Smooth stones warm in afternoon'. low angle framing with yellow, warm brown, green palette. Camera: slow zoom."}}
+{"song": "River's Edge", "beat": 5, "lyric_line": "Fish rise in silver arcs", "scene": {"mood": "gentle", "colors": ["deep red", "brown", "amber"], "composition": "high angle", "camera": "tracking", "description": "A gentle scene illustrating 'Fish rise in silver arcs'. high angle framing with deep red, brown, amber palette. Camera: tracking."}}
+{"song": "River's Edge", "beat": 6, "lyric_line": "Willows dip their fingers in", "scene": {"mood": "calm", "colors": ["green", "gold", "brown"], "composition": "over-the-shoulder", "camera": "static", "description": "A calm scene illustrating 'Willows dip their fingers in'. over the shoulder framing with green, gold, brown palette. Camera: static."}}
+{"song": "River's Edge", "beat": 7, "lyric_line": "Time moves slow where rivers meet", "scene": {"mood": "serenity", "colors": ["olive", "cream", "rust"], "composition": "profile", "camera": "crane up", "description": "A serenity scene illustrating 'Time moves slow where rivers meet'. profile framing with olive, cream, rust palette. Camera: crane up."}}
+{"song": "River's Edge", "beat": 8, "lyric_line": "The bridge holds quiet conversations", "scene": {"mood": "stillness", "colors": ["grey", "white", "blue"], "composition": "bird's eye", "camera": "dolly in", "description": "A stillness scene illustrating 'The bridge holds quiet conversations'. bird's eye framing with grey, white, blue palette. Camera: dolly in."}}
+{"song": "River's Edge", "beat": 9, "lyric_line": "Evening brings the frogs to song", "scene": {"mood": "contentment", "colors": ["navy", "silver", "white"], "composition": "dutch angle", "camera": "gentle drift", "description": "A contentment scene illustrating 'Evening brings the frogs to song'. dutch angle framing with navy, silver, white palette. Camera: gentle drift."}}
+{"song": "River's Edge", "beat": 10, "lyric_line": "The river knows where it's going", "scene": {"mood": "gentle", "colors": ["amber", "brown", "cream"], "composition": "establishing shot", "camera": "locked-off", "description": "A gentle scene illustrating 'The river knows where it's going'. establishing shot framing with amber, brown, cream palette. Camera: locked-off."}}
+{"song": "Broken Lighthouse", "beat": 1, "lyric_line": "The light went out in ninety-three", "scene": {"mood": "abandonment", "colors": ["black", "red", "gold"], "composition": "close-up", "camera": "slow pan", "description": "A abandonment scene illustrating 'The light went out in ninety-three'. close up framing with black, red, gold palette. Camera: slow pan."}}
+{"song": "Broken Lighthouse", "beat": 2, "lyric_line": "Salt has eaten through the door", "scene": {"mood": "ruin", "colors": ["grey", "white", "blue"], "composition": "wide shot", "camera": "steady", "description": "A ruin scene illustrating 'Salt has eaten through the door'. wide shot framing with grey, white, blue palette. Camera: steady."}}
+{"song": "Broken Lighthouse", "beat": 3, "lyric_line": "Gulls nest where the keeper slept", "scene": {"mood": "loneliness", "colors": ["black", "red", "gold"], "composition": "medium shot", "camera": "handheld", "description": "A loneliness scene illustrating 'Gulls nest where the keeper slept'. medium shot framing with black, red, gold palette. Camera: handheld."}}
+{"song": "Broken Lighthouse", "beat": 4, "lyric_line": "Fog rolls in like unanswered prayers", "scene": {"mood": "decay", "colors": ["dusty blue", "tan", "grey"], "composition": "low angle", "camera": "slow zoom", "description": "A decay scene illustrating 'Fog rolls in like unanswered prayers'. low angle framing with dusty blue, tan, grey palette. Camera: slow zoom."}}
+{"song": "Broken Lighthouse", "beat": 5, "lyric_line": "The spiral stair groans under ghosts", "scene": {"mood": "emptiness", "colors": ["olive", "cream", "rust"], "composition": "high angle", "camera": "tracking", "description": "A emptiness scene illustrating 'The spiral stair groans under ghosts'. high angle framing with olive, cream, rust palette. Camera: tracking."}}
+{"song": "Broken Lighthouse", "beat": 6, "lyric_line": "Paint peels in long surrender", "scene": {"mood": "abandonment", "colors": ["dusty blue", "tan", "grey"], "composition": "over-the-shoulder", "camera": "static", "description": "A abandonment scene illustrating 'Paint peels in long surrender'. over the shoulder framing with dusty blue, tan, grey palette. Camera: static."}}
+{"song": "Broken Lighthouse", "beat": 7, "lyric_line": "Ships pass blind in heavy weather", "scene": {"mood": "ruin", "colors": ["black", "red", "gold"], "composition": "profile", "camera": "crane up", "description": "A ruin scene illustrating 'Ships pass blind in heavy weather'. profile framing with black, red, gold palette. Camera: crane up."}}
+{"song": "Broken Lighthouse", "beat": 8, "lyric_line": "The lantern room holds only rain", "scene": {"mood": "loneliness", "colors": ["navy", "silver", "white"], "composition": "bird's eye", "camera": "dolly in", "description": "A loneliness scene illustrating 'The lantern room holds only rain'. bird's eye framing with navy, silver, white palette. Camera: dolly in."}}
+{"song": "Broken Lighthouse", "beat": 9, "lyric_line": "We were warned but didn't listen", "scene": {"mood": "decay", "colors": ["amber", "brown", "cream"], "composition": "dutch angle", "camera": "gentle drift", "description": "A decay scene illustrating 'We were warned but didn't listen'. dutch angle framing with amber, brown, cream palette. Camera: gentle drift."}}
+{"song": "Broken Lighthouse", "beat": 10, "lyric_line": "Some towers fall so others see", "scene": {"mood": "emptiness", "colors": ["black", "red", "gold"], "composition": "establishing shot", "camera": "locked-off", "description": "A emptiness scene illustrating 'Some towers fall so others see'. establishing shot framing with black, red, gold palette. Camera: locked-off."}}
+{"song": "Grandmother's Kitchen", "beat": 1, "lyric_line": "Flour dust on everything", "scene": {"mood": "comfort", "colors": ["olive", "cream", "rust"], "composition": "close-up", "camera": "slow pan", "description": "A comfort scene illustrating 'Flour dust on everything'. close up framing with olive, cream, rust palette. Camera: slow pan."}}
+{"song": "Grandmother's Kitchen", "beat": 2, "lyric_line": "The radio plays what it remembers", "scene": {"mood": "love", "colors": ["green", "gold", "brown"], "composition": "wide shot", "camera": "steady", "description": "A love scene illustrating 'The radio plays what it remembers'. wide shot framing with green, gold, brown palette. Camera: steady."}}
+{"song": "Grandmother's Kitchen", "beat": 3, "lyric_line": "Cinnamon holds the house together", "scene": {"mood": "safety", "colors": ["grey", "white", "blue"], "composition": "medium shot", "camera": "handheld", "description": "A safety scene illustrating 'Cinnamon holds the house together'. medium shot framing with grey, white, blue palette. Camera: handheld."}}
+{"song": "Grandmother's Kitchen", "beat": 4, "lyric_line": "She hums without knowing she hums", "scene": {"mood": "belonging", "colors": ["navy", "silver", "white"], "composition": "low angle", "camera": "slow zoom", "description": "A belonging scene illustrating 'She hums without knowing she hums'. low angle framing with navy, silver, white palette. Camera: slow zoom."}}
+{"song": "Grandmother's Kitchen", "beat": 5, "lyric_line": "The table fits us all somehow", "scene": {"mood": "joy", "colors": ["warm yellow", "brown", "red"], "composition": "high angle", "camera": "tracking", "description": "A joy scene illustrating 'The table fits us all somehow'. high angle framing with warm yellow, brown, red palette. Camera: tracking."}}
+{"song": "Grandmother's Kitchen", "beat": 6, "lyric_line": "Stories rise like bread dough", "scene": {"mood": "comfort", "colors": ["yellow", "warm brown", "green"], "composition": "over-the-shoulder", "camera": "static", "description": "A comfort scene illustrating 'Stories rise like bread dough'. over the shoulder framing with yellow, warm brown, green palette. Camera: static."}}
+{"song": "Grandmother's Kitchen", "beat": 7, "lyric_line": "Windows fog from living heat", "scene": {"mood": "love", "colors": ["green", "gold", "brown"], "composition": "profile", "camera": "crane up", "description": "A love scene illustrating 'Windows fog from living heat'. profile framing with green, gold, brown palette. Camera: crane up."}}
+{"song": "Grandmother's Kitchen", "beat": 8, "lyric_line": "The clock is always ten minutes late", "scene": {"mood": "safety", "colors": ["grey", "white", "blue"], "composition": "bird's eye", "camera": "dolly in", "description": "A safety scene illustrating 'The clock is always ten minutes late'. bird's eye framing with grey, white, blue palette. Camera: dolly in."}}
+{"song": "Grandmother's Kitchen", "beat": 9, "lyric_line": "We leave with full hearts and Tupperware", "scene": {"mood": "belonging", "colors": ["amber", "dust", "gold"], "composition": "dutch angle", "camera": "gentle drift", "description": "A belonging scene illustrating 'We leave with full hearts and Tupperware'. dutch angle framing with amber, dust, gold palette. Camera: gentle drift."}}
+{"song": "Grandmother's Kitchen", "beat": 10, "lyric_line": "Some recipes are just love", "scene": {"mood": "joy", "colors": ["navy", "silver", "white"], "composition": "establishing shot", "camera": "locked-off", "description": "A joy scene illustrating 'Some recipes are just love'. establishing shot framing with navy, silver, white palette. Camera: locked-off."}}
+{"song": "The Wanderer", "beat": 1, "lyric_line": "My boots know roads my name doesn't", "scene": {"mood": "wandering", "colors": ["black", "red", "gold"], "composition": "close-up", "camera": "slow pan", "description": "A wandering scene illustrating 'My boots know roads my name doesn't'. close up framing with black, red, gold palette. Camera: slow pan."}}
+{"song": "The Wanderer", "beat": 2, "lyric_line": "The horizon is a promise I chase", "scene": {"mood": "yearning", "colors": ["green", "gold", "brown"], "composition": "wide shot", "camera": "steady", "description": "A yearning scene illustrating 'The horizon is a promise I chase'. wide shot framing with green, gold, brown palette. Camera: steady."}}
+{"song": "The Wanderer", "beat": 3, "lyric_line": "Every town looks like a question", "scene": {"mood": "freedom", "colors": ["amber", "dust", "gold"], "composition": "medium shot", "camera": "handheld", "description": "A freedom scene illustrating 'Every town looks like a question'. medium shot framing with amber, dust, gold palette. Camera: handheld."}}
+{"song": "The Wanderer", "beat": 4, "lyric_line": "I've slept in stranger's kindness", "scene": {"mood": "isolation", "colors": ["warm yellow", "brown", "red"], "composition": "low angle", "camera": "slow zoom", "description": "A isolation scene illustrating 'I've slept in stranger's kindness'. low angle framing with warm yellow, brown, red palette. Camera: slow zoom."}}
+{"song": "The Wanderer", "beat": 5, "lyric_line": "The train whistle sounds like leaving", "scene": {"mood": "searching", "colors": ["yellow", "warm brown", "green"], "composition": "high angle", "camera": "tracking", "description": "A searching scene illustrating 'The train whistle sounds like leaving'. high angle framing with yellow, warm brown, green palette. Camera: tracking."}}
+{"song": "The Wanderer", "beat": 6, "lyric_line": "My shadow is my longest friend", "scene": {"mood": "wandering", "colors": ["olive", "cream", "rust"], "composition": "over-the-shoulder", "camera": "static", "description": "A wandering scene illustrating 'My shadow is my longest friend'. over the shoulder framing with olive, cream, rust palette. Camera: static."}}
+{"song": "The Wanderer", "beat": 7, "lyric_line": "Stars don't care where I'm from", "scene": {"mood": "yearning", "colors": ["dusty blue", "tan", "grey"], "composition": "profile", "camera": "crane up", "description": "A yearning scene illustrating 'Stars don't care where I'm from'. profile framing with dusty blue, tan, grey palette. Camera: crane up."}}
+{"song": "The Wanderer", "beat": 8, "lyric_line": "The wind has no return address", "scene": {"mood": "freedom", "colors": ["white", "grey", "pale blue"], "composition": "bird's eye", "camera": "dolly in", "description": "A freedom scene illustrating 'The wind has no return address'. bird's eye framing with white, grey, pale blue palette. Camera: dolly in."}}
+{"song": "The Wanderer", "beat": 9, "lyric_line": "I've forgotten what home feels like", "scene": {"mood": "isolation", "colors": ["yellow", "warm brown", "green"], "composition": "dutch angle", "camera": "gentle drift", "description": "A isolation scene illustrating 'I've forgotten what home feels like'. dutch angle framing with yellow, warm brown, green palette. Camera: gentle drift."}}
+{"song": "The Wanderer", "beat": 10, "lyric_line": "Maybe home is the walking", "scene": {"mood": "searching", "colors": ["black", "red", "gold"], "composition": "establishing shot", "camera": "locked-off", "description": "A searching scene illustrating 'Maybe home is the walking'. establishing shot framing with black, red, gold palette. Camera: locked-off."}}
+{"song": "Coal Country", "beat": 1, "lyric_line": "Black dust under every nail", "scene": {"mood": "anger", "colors": ["yellow", "warm brown", "green"], "composition": "close-up", "camera": "slow pan", "description": "A anger scene illustrating 'Black dust under every nail'. close up framing with yellow, warm brown, green palette. Camera: slow pan."}}
+{"song": "Coal Country", "beat": 2, "lyric_line": "The mountain gave and gave and gave", "scene": {"mood": "pride", "colors": ["amber", "dust", "gold"], "composition": "wide shot", "camera": "steady", "description": "A pride scene illustrating 'The mountain gave and gave and gave'. wide shot framing with amber, dust, gold palette. Camera: steady."}}
+{"song": "Coal Country", "beat": 3, "lyric_line": "We lit the dark with what we carried", "scene": {"mood": "resistance", "colors": ["yellow", "warm brown", "green"], "composition": "medium shot", "camera": "handheld", "description": "A resistance scene illustrating 'We lit the dark with what we carried'. medium shot framing with yellow, warm brown, green palette. Camera: handheld."}}
+{"song": "Coal Country", "beat": 4, "lyric_line": "Company store took what we earned", "scene": {"mood": "strength", "colors": ["green", "gold", "brown"], "composition": "low angle", "camera": "slow zoom", "description": "A strength scene illustrating 'Company store took what we earned'. low angle framing with green, gold, brown palette. Camera: slow zoom."}}
+{"song": "Coal Country", "beat": 5, "lyric_line": "The whistle blew before the sun", "scene": {"mood": "solidarity", "colors": ["amber", "dust", "gold"], "composition": "high angle", "camera": "tracking", "description": "A solidarity scene illustrating 'The whistle blew before the sun'. high angle framing with amber, dust, gold palette. Camera: tracking."}}
+{"song": "Coal Country", "beat": 6, "lyric_line": "Granddaddy's lungs knew better", "scene": {"mood": "anger", "colors": ["olive", "cream", "rust"], "composition": "over-the-shoulder", "camera": "static", "description": "A anger scene illustrating 'Granddaddy's lungs knew better'. over the shoulder framing with olive, cream, rust palette. Camera: static."}}
+{"song": "Coal Country", "beat": 7, "lyric_line": "We sang loud so God could hear", "scene": {"mood": "pride", "colors": ["amber", "brown", "cream"], "composition": "profile", "camera": "crane up", "description": "A pride scene illustrating 'We sang loud so God could hear'. profile framing with amber, brown, cream palette. Camera: crane up."}}
+{"song": "Coal Country", "beat": 8, "lyric_line": "The union hall still stands", "scene": {"mood": "resistance", "colors": ["black", "red", "gold"], "composition": "bird's eye", "camera": "dolly in", "description": "A resistance scene illustrating 'The union hall still stands'. bird's eye framing with black, red, gold palette. Camera: dolly in."}}
+{"song": "Coal Country", "beat": 9, "lyric_line": "Some debts are paid in standing up", "scene": {"mood": "strength", "colors": ["grey", "white", "blue"], "composition": "dutch angle", "camera": "gentle drift", "description": "A strength scene illustrating 'Some debts are paid in standing up'. dutch angle framing with grey, white, blue palette. Camera: gentle drift."}}
+{"song": "Coal Country", "beat": 10, "lyric_line": "The coal is gone but we remain", "scene": {"mood": "solidarity", "colors": ["white", "grey", "pale blue"], "composition": "establishing shot", "camera": "locked-off", "description": "A solidarity scene illustrating 'The coal is gone but we remain'. establishing shot framing with white, grey, pale blue palette. Camera: locked-off."}}
+{"song": "Wintering", "beat": 1, "lyric_line": "The world goes white and quiet", "scene": {"mood": "contemplation", "colors": ["grey", "white", "blue"], "composition": "close-up", "camera": "slow pan", "description": "A contemplation scene illustrating 'The world goes white and quiet'. close up framing with grey, white, blue palette. Camera: slow pan."}}
+{"song": "Wintering", "beat": 2, "lyric_line": "I've been turning inward like the trees", "scene": {"mood": "solitude", "colors": ["white", "grey", "pale blue"], "composition": "wide shot", "camera": "steady", "description": "A solitude scene illustrating 'I've been turning inward like the trees'. wide shot framing with white, grey, pale blue palette. Camera: steady."}}
+{"song": "Wintering", "beat": 3, "lyric_line": "Bare branches write against the sky", "scene": {"mood": "depth", "colors": ["amber", "brown", "cream"], "composition": "medium shot", "camera": "handheld", "description": "A depth scene illustrating 'Bare branches write against the sky'. medium shot framing with amber, brown, cream palette. Camera: handheld."}}
+{"song": "Wintering", "beat": 4, "lyric_line": "The fireplace asks for nothing but tending", "scene": {"mood": "quiet", "colors": ["navy", "silver", "white"], "composition": "low angle", "camera": "slow zoom", "description": "A quiet scene illustrating 'The fireplace asks for nothing but tending'. low angle framing with navy, silver, white palette. Camera: slow zoom."}}
+{"song": "Wintering", "beat": 5, "lyric_line": "I read the same page twice and understand more", "scene": {"mood": "reflection", "colors": ["olive", "cream", "rust"], "composition": "high angle", "camera": "tracking", "description": "A reflection scene illustrating 'I read the same page twice and understand more'. high angle framing with olive, cream, rust palette. Camera: tracking."}}
+{"song": "Wintering", "beat": 6, "lyric_line": "Snow erases what I needed erased", "scene": {"mood": "contemplation", "colors": ["yellow", "warm brown", "green"], "composition": "over-the-shoulder", "camera": "static", "description": "A contemplation scene illustrating 'Snow erases what I needed erased'. over the shoulder framing with yellow, warm brown, green palette. Camera: static."}}
+{"song": "Wintering", "beat": 7, "lyric_line": "The cold clarifies what warmth confused", "scene": {"mood": "solitude", "colors": ["yellow", "warm brown", "green"], "composition": "profile", "camera": "crane up", "description": "A solitude scene illustrating 'The cold clarifies what warmth confused'. profile framing with yellow, warm brown, green palette. Camera: crane up."}}
+{"song": "Wintering", "beat": 8, "lyric_line": "I've been storing up like the squirrels", "scene": {"mood": "depth", "colors": ["navy", "silver", "white"], "composition": "bird's eye", "camera": "dolly in", "description": "A depth scene illustrating 'I've been storing up like the squirrels'. bird's eye framing with navy, silver, white palette. Camera: dolly in."}}
+{"song": "Wintering", "beat": 9, "lyric_line": "Silence is not empty it's full", "scene": {"mood": "quiet", "colors": ["green", "gold", "brown"], "composition": "dutch angle", "camera": "gentle drift", "description": "A quiet scene illustrating 'Silence is not empty it's full'. dutch angle framing with green, gold, brown palette. Camera: gentle drift."}}
+{"song": "Wintering", "beat": 10, "lyric_line": "Spring will find me ready or not", "scene": {"mood": "reflection", "colors": ["navy", "silver", "white"], "composition": "establishing shot", "camera": "locked-off", "description": "A reflection scene illustrating 'Spring will find me ready or not'. establishing shot framing with navy, silver, white palette. Camera: locked-off."}}
+{"song": "Porch Light", "beat": 1, "lyric_line": "She leaves the light on every night", "scene": {"mood": "anticipation", "colors": ["grey", "white", "blue"], "composition": "close-up", "camera": "slow pan", "description": "A anticipation scene illustrating 'She leaves the light on every night'. close up framing with grey, white, blue palette. Camera: slow pan."}}
+{"song": "Porch Light", "beat": 2, "lyric_line": "The road home is shorter than I thought", "scene": {"mood": "return", "colors": ["olive", "cream", "rust"], "composition": "wide shot", "camera": "steady", "description": "A return scene illustrating 'The road home is shorter than I thought'. wide shot framing with olive, cream, rust palette. Camera: steady."}}
+{"song": "Porch Light", "beat": 3, "lyric_line": "Crickets welcome me without questions", "scene": {"mood": "faith", "colors": ["yellow", "warm brown", "green"], "composition": "medium shot", "camera": "handheld", "description": "A faith scene illustrating 'Crickets welcome me without questions'. medium shot framing with yellow, warm brown, green palette. Camera: handheld."}}
+{"song": "Porch Light", "beat": 4, "lyric_line": "The screen door still doesn't latch right", "scene": {"mood": "light", "colors": ["dusty blue", "tan", "grey"], "composition": "low angle", "camera": "slow zoom", "description": "A light scene illustrating 'The screen door still doesn't latch right'. low angle framing with dusty blue, tan, grey palette. Camera: slow zoom."}}
+{"song": "Porch Light", "beat": 5, "lyric_line": "Some things don't need fixing", "scene": {"mood": "reunion", "colors": ["white", "grey", "pale blue"], "composition": "high angle", "camera": "tracking", "description": "A reunion scene illustrating 'Some things don't need fixing'. high angle framing with white, grey, pale blue palette. Camera: tracking."}}
+{"song": "Porch Light", "beat": 6, "lyric_line": "Her voice carries across the yard", "scene": {"mood": "anticipation", "colors": ["dusty blue", "tan", "grey"], "composition": "over-the-shoulder", "camera": "static", "description": "A anticipation scene illustrating 'Her voice carries across the yard'. over the shoulder framing with dusty blue, tan, grey palette. Camera: static."}}
+{"song": "Porch Light", "beat": 7, "lyric_line": "The porch swing holds our weight and years", "scene": {"mood": "return", "colors": ["deep red", "brown", "amber"], "composition": "profile", "camera": "crane up", "description": "A return scene illustrating 'The porch swing holds our weight and years'. profile framing with deep red, brown, amber palette. Camera: crane up."}}
+{"song": "Porch Light", "beat": 8, "lyric_line": "I was gone but never lost", "scene": {"mood": "faith", "colors": ["amber", "brown", "cream"], "composition": "bird's eye", "camera": "dolly in", "description": "A faith scene illustrating 'I was gone but never lost'. bird's eye framing with amber, brown, cream palette. Camera: dolly in."}}
+{"song": "Porch Light", "beat": 9, "lyric_line": "The light means someone's still awake", "scene": {"mood": "light", "colors": ["olive", "cream", "rust"], "composition": "dutch angle", "camera": "gentle drift", "description": "A light scene illustrating 'The light means someone's still awake'. dutch angle framing with olive, cream, rust palette. Camera: gentle drift."}}
+{"song": "Porch Light", "beat": 10, "lyric_line": "Coming home is a kind of prayer", "scene": {"mood": "reunion", "colors": ["warm yellow", "brown", "red"], "composition": "establishing shot", "camera": "locked-off", "description": "A reunion scene illustrating 'Coming home is a kind of prayer'. establishing shot framing with warm yellow, brown, red palette. Camera: locked-off."}}
+{"song": "Fiddle and Dust", "beat": 1, "lyric_line": "The fiddle case hasn't opened in years", "scene": {"mood": "regret", "colors": ["yellow", "warm brown", "green"], "composition": "close-up", "camera": "slow pan", "description": "A regret scene illustrating 'The fiddle case hasn't opened in years'. close up framing with yellow, warm brown, green palette. Camera: slow pan."}}
+{"song": "Fiddle and Dust", "beat": 2, "lyric_line": "Dust settled on the D string", "scene": {"mood": "fondness", "colors": ["white", "grey", "pale blue"], "composition": "wide shot", "camera": "steady", "description": "A fondness scene illustrating 'Dust settled on the D string'. wide shot framing with white, grey, pale blue palette. Camera: steady."}}
+{"song": "Fiddle and Dust", "beat": 3, "lyric_line": "His fingers knew before his mind", "scene": {"mood": "aging", "colors": ["deep red", "brown", "amber"], "composition": "medium shot", "camera": "handheld", "description": "A aging scene illustrating 'His fingers knew before his mind'. medium shot framing with deep red, brown, amber palette. Camera: handheld."}}
+{"song": "Fiddle and Dust", "beat": 4, "lyric_line": "The dance floor remembers better than us", "scene": {"mood": "memory", "colors": ["deep red", "brown", "amber"], "composition": "low angle", "camera": "slow zoom", "description": "A memory scene illustrating 'The dance floor remembers better than us'. low angle framing with deep red, brown, amber palette. Camera: slow zoom."}}
+{"song": "Fiddle and Dust", "beat": 5, "lyric_line": "Some songs live in the walls", "scene": {"mood": "music", "colors": ["navy", "silver", "white"], "composition": "high angle", "camera": "tracking", "description": "A music scene illustrating 'Some songs live in the walls'. high angle framing with navy, silver, white palette. Camera: tracking."}}
+{"song": "Fiddle and Dust", "beat": 6, "lyric_line": "We played until the neighbors joined", "scene": {"mood": "regret", "colors": ["amber", "dust", "gold"], "composition": "over-the-shoulder", "camera": "static", "description": "A regret scene illustrating 'We played until the neighbors joined'. over the shoulder framing with amber, dust, gold palette. Camera: static."}}
+{"song": "Fiddle and Dust", "beat": 7, "lyric_line": "The bow hair snapped and we kept going", "scene": {"mood": "fondness", "colors": ["yellow", "warm brown", "green"], "composition": "profile", "camera": "crane up", "description": "A fondness scene illustrating 'The bow hair snapped and we kept going'. profile framing with yellow, warm brown, green palette. Camera: crane up."}}
+{"song": "Fiddle and Dust", "beat": 8, "lyric_line": "Music fills what grief empties", "scene": {"mood": "aging", "colors": ["grey", "white", "blue"], "composition": "bird's eye", "camera": "dolly in", "description": "A aging scene illustrating 'Music fills what grief empties'. bird's eye framing with grey, white, blue palette. Camera: dolly in."}}
+{"song": "Fiddle and Dust", "beat": 9, "lyric_line": "He says he's too old but his foot taps", "scene": {"mood": "memory", "colors": ["white", "grey", "pale blue"], "composition": "dutch angle", "camera": "gentle drift", "description": "A memory scene illustrating 'He says he's too old but his foot taps'. dutch angle framing with white, grey, pale blue palette. Camera: gentle drift."}}
+{"song": "Fiddle and Dust", "beat": 10, "lyric_line": "Some instruments wait patiently", "scene": {"mood": "music", "colors": ["amber", "brown", "cream"], "composition": "establishing shot", "camera": "locked-off", "description": "A music scene illustrating 'Some instruments wait patiently'. establishing shot framing with amber, brown, cream palette. Camera: locked-off."}}

training/scripts/augment_pairs.py

@@ -1,129 +0,0 @@
-#!/usr/bin/env python3
-"""
-augment_pairs.py — Training data augmentation: paraphrase and translate.
-
-Usage:
-    python3 augment_pairs.py --input data.jsonl
-    python3 augment_pairs.py --input data.jsonl --paraphrases 3 --langs es,fr,de
-    python3 augment_pairs.py --input data.jsonl --llm-endpoint http://localhost:11434/v1
-"""
-
-import json, os, sys, re, random
-from pathlib import Path
-
-random.seed(42)
-
-PARAPHRASE_TRANSFORMS = [
-    lambda s: re.sub(r"(\w+), (\w+)", r"\2, \1", s, count=1),
-    lambda s: f"A beautifully rendered scene: {s[0].lower()}{s[1:]}" if len(s) > 10 else s,
-    lambda s: s.replace("A ", "The ").replace("An ", "The ") if s.startswith(("A ", "An ")) else f"Here, {s[0].lower()}{s[1:]}",
-    lambda s: f"In a cinematic frame: {s}" if len(s) > 20 else s,
-    lambda s: s if ", " not in s else ", ".join(s.split(", ")[:2]),
-]
-
-TRANSLATIONS = {
-    "es": {"the":"el","a":"un","is":"es","in":"en","of":"de","and":"y","with":"con","scene":"escena","light":"luz","dark":"oscuro","warm":"cálido","rain":"lluvia","sun":"sol","moon":"luna","sky":"cielo","forest":"bosque","mountain":"montaña","ocean":"océano","golden":"dorado","blue":"azul","red":"rojo","green":"verde","silence":"silencio","dream":"sueño","love":"amor","hope":"esperanza","fear":"miedo","joy":"alegría","peace":"paz","beautiful":"hermoso","sad":"triste","shadow":"sombra","color":"color","silver":"plateado","white":"blanco","black":"negro","portray":"retrato"},
-    "fr": {"the":"le","a":"un","is":"est","in":"dans","of":"de","and":"et","with":"avec","scene":"scène","light":"lumière","dark":"sombre","warm":"chaud","rain":"pluie","sun":"soleil","moon":"lune","sky":"ciel","forest":"forêt","mountain":"montagne","ocean":"océan","golden":"doré","blue":"bleu","red":"rouge","green":"vert","silence":"silence","dream":"rêve","love":"amour","hope":"espoir","fear":"peur","joy":"joie","peace":"paix","beautiful":"beau","sad":"triste","shadow":"ombre","color":"couleur","silver":"argenté","white":"blanc","black":"noir"},
-    "de": {"the":"der","a":"ein","is":"ist","in":"in","of":"von","and":"und","with":"mit","scene":"Szene","light":"Licht","dark":"dunkel","warm":"warm","rain":"Regen","sun":"Sonne","moon":"Mond","sky":"Himmel","forest":"Wald","mountain":"Berg","ocean":"Ozean","golden":"golden","blue":"blau","red":"rot","green":"grün","silence":"Stille","dream":"Traum","love":"Liebe","hope":"Hoffnung","fear":"Angst","joy":"Freude","peace":"Frieden","beautiful":"schön","sad":"traurig","shadow":"Schatten","color":"Farbe","silver":"silbern","white":"weiß","black":"schwarz"},
-}
-
-LANG_NAMES = {"es": "Spanish", "fr": "French", "de": "German"}
-
-
-def detect_text_field(entry):
-    for f in ["rich","terse","text","content","lyric_line","description","scene_description","prompt","scene"]:
-        if f in entry and isinstance(entry[f], str) and len(entry[f]) > 5:
-            return f
-    for k, v in entry.items():
-        if isinstance(v, str) and len(v) > 5:
-            return k
-    return None
-
-
-def paraphrase(text):
-    t = random.choice(PARAPHRASE_TRANSFORMS)(text)
-    if t == text:
-        t = text.replace(" and ", " & ").replace(" with ", " alongside ")
-        if t == text:
-            t = f"In this scene: {text[0].lower()}{text[1:]}" if text[0].isupper() else text
-    return t
-
-
-def translate(text, lang):
-    d = TRANSLATIONS.get(lang, {})
-    words = text.split()
-    out = []
-    for w in words:
-        lo = w.lower().strip(".,;:!?")
-        suf = w[len(w.rstrip(".,;:!?")):]
-        if lo in d:
-            out.append(d[lo] + suf)
-        else:
-            out.append(w)
-    return " ".join(out)
-
-
-def augment_file(input_path, output_path=None, n_para=3, langs=None, llm_endpoint=None):
-    input_path = Path(input_path)
-    if output_path is None:
-        output_path = input_path.parent / f"{input_path.stem}_augmented{input_path.suffix}"
-
-    entries = [json.loads(l) for l in open(input_path) if l.strip()]
-    if not entries:
-        print(f"No entries in {input_path}"); return 0
-
-    tf = detect_text_field(entries[0])
-    if not tf:
-        print(f"ERROR: No text field in {input_path}", file=sys.stderr); return 0
-
-    print(f"Input: {input_path} ({len(entries)} entries, field={tf})")
-
-    aug_count = 0
-    with open(output_path, "w") as out:
-        for e in entries:
-            out.write(json.dumps(e, ensure_ascii=False) + "\n")
-        for i, e in enumerate(entries):
-            text = e[tf]
-            # Paraphrases
-            for p in range(n_para):
-                para = paraphrase(text)
-                if para != text:
-                    ne = dict(e); ne[tf] = para
-                    ne["_augmentation"] = f"paraphrase_{p+1}"
-                    ne["_original"] = text[:100]
-                    out.write(json.dumps(ne, ensure_ascii=False) + "\n")
-                    aug_count += 1
-            # Translations
-            for lang in (langs or []):
-                tr = translate(text, lang)
-                if tr != text:
-                    ne = dict(e); ne[tf] = tr
-                    ne["_augmentation"] = f"translate_{lang}"
-                    ne["_language"] = lang
-                    ne["_original"] = text[:100]
-                    out.write(json.dumps(ne, ensure_ascii=False) + "\n")
-                    aug_count += 1
-            if (i+1) % 100 == 0:
-                print(f"  {i+1}/{len(entries)} done ({aug_count} augmented)")
-
-    total = len(entries) + aug_count
-    print(f"Done: {len(entries)} originals + {aug_count} augmented = {total}")
-    print(f"Output: {output_path}")
-    return aug_count
-
-
-def main():
-    import argparse
-    p = argparse.ArgumentParser()
-    p.add_argument("--input", required=True)
-    p.add_argument("--output", default=None)
-    p.add_argument("--paraphrases", type=int, default=3)
-    p.add_argument("--langs", default="es,fr,de")
-    p.add_argument("--llm-endpoint", default=None)
-    args = p.parse_args()
-    langs = [l.strip() for l in args.langs.split(",") if l.strip()] if args.langs else []
-    augment_file(args.input, args.output, args.paraphrases, langs, args.llm_endpoint)
-
-
-if __name__ == "__main__":
-    main()