uploaded repro script and dataset

eval_calibration.py

@@ -0,0 +1,285 @@
+"""Standalone calibration evaluator for a frozen HF text classifier.
+
+Computes ECE (Expected Calibration Error) and a few helpful supporting stats.
+
+Example:
+  python eval_calibration.py --model_dir probert_model --csv training_data/probert_training_20260131_004706.csv
+  
+  # Or use auto-detection for ProBERT:
+  python eval_calibration.py --probert
+
+CSV requirements:
+  - text column (default: text)
+  - label column (default: label). Can be string labels (uses model.config.label2id)
+    or integer ids.
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+import torch
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
+
+
+def _softmax_np(x: np.ndarray, axis: int = -1) -> np.ndarray:
+    x = x - np.max(x, axis=axis, keepdims=True)
+    ex = np.exp(x)
+    return ex / np.sum(ex, axis=axis, keepdims=True)
+
+
+def ece_score(probs: np.ndarray, labels: np.ndarray, n_bins: int = 15) -> float:
+    """Expected Calibration Error (ECE) with equal-width bins on max-prob confidence."""
+    probs = np.asarray(probs)
+    labels = np.asarray(labels)
+
+    conf = probs.max(axis=1)
+    preds = probs.argmax(axis=1)
+    acc = (preds == labels).astype(np.float32)
+
+    bins = np.linspace(0.0, 1.0, n_bins + 1)
+    ece = 0.0
+
+    for i in range(n_bins):
+        lo, hi = bins[i], bins[i + 1]
+        mask = (conf > lo) & (conf <= hi)
+        if not np.any(mask):
+            continue
+        ece += float(np.abs(acc[mask].mean() - conf[mask].mean()) * mask.mean())
+
+    return float(ece)
+
+
+def nll_score(probs: np.ndarray, labels: np.ndarray) -> float:
+    probs = np.asarray(probs)
+    labels = np.asarray(labels)
+    p_true = probs[np.arange(len(labels)), labels]
+    return float(-np.log(np.clip(p_true, 1e-12, 1.0)).mean())
+
+
+def infer_label_id(series: pd.Series, label2id: dict | None) -> np.ndarray:
+    if pd.api.types.is_integer_dtype(series) or pd.api.types.is_bool_dtype(series):
+        return series.astype(int).to_numpy()
+
+    # Try numeric strings
+    try:
+        return series.astype(int).to_numpy()
+    except Exception:
+        pass
+
+    if not label2id:
+        raise ValueError(
+            "Labels look non-numeric, but model has no label2id mapping. "
+            "Pass integer labels in the CSV or use a model with label2id configured."
+        )
+
+    unknown = sorted(set(series.astype(str)) - set(label2id.keys()))
+    if unknown:
+        raise ValueError(f"Unknown labels not in model.config.label2id: {unknown[:10]}")
+
+    return series.astype(str).map(label2id).astype(int).to_numpy()
+
+
+def run(args: argparse.Namespace) -> dict:
+    device = (
+        torch.device("cuda")
+        if args.device == "auto" and torch.cuda.is_available()
+        else torch.device("cpu")
+        if args.device == "auto"
+        else torch.device(args.device)
+    )
+
+    model_dir = Path(args.model_dir)
+    csv_path = Path(args.csv)
+
+    tokenizer = AutoTokenizer.from_pretrained(str(model_dir))
+    model = AutoModelForSequenceClassification.from_pretrained(str(model_dir))
+    model.to(device)
+    model.eval()
+
+    df = pd.read_csv(csv_path)
+    if args.text_col not in df.columns:
+        raise ValueError(f"Missing text column '{args.text_col}' in CSV")
+    if args.label_col not in df.columns:
+        raise ValueError(f"Missing label column '{args.label_col}' in CSV")
+
+    label2id = getattr(getattr(model, "config", None), "label2id", None)
+    labels = infer_label_id(df[args.label_col], label2id)
+
+    texts = df[args.text_col].astype(str).tolist()
+
+    logits_chunks: list[np.ndarray] = []
+    with torch.no_grad():
+        for start in range(0, len(texts), args.batch_size):
+            batch = texts[start : start + args.batch_size]
+            enc = tokenizer(
+                batch,
+                truncation=True,
+                max_length=args.max_length,
+                padding=True,
+                return_tensors="pt",
+            )
+            enc = {k: v.to(device) for k, v in enc.items()}
+            out = model(**enc)
+            logits_chunks.append(out.logits.detach().cpu().numpy())
+
+    logits = np.concatenate(logits_chunks, axis=0)
+    probs = _softmax_np(logits, axis=1)
+
+    preds = probs.argmax(axis=1)
+    conf = probs.max(axis=1)
+    wrong = preds != labels
+
+    result: dict = {
+        "n": int(len(labels)),
+        "accuracy": float((preds == labels).mean()),
+        "mean_conf": float(conf.mean()),
+        "nll": nll_score(probs, labels),
+        f"ece_{args.n_bins}": ece_score(probs, labels, n_bins=args.n_bins),
+        "wrong_count": int(wrong.sum()),
+        "max_wrong_conf": float(conf[wrong].max()) if wrong.any() else 0.0,
+    }
+
+    for t in args.thresholds:
+        key = str(t).replace(".", "_")
+        result[f"coverage_at_conf_ge_{key}"] = float((conf >= t).mean())
+        result[f"wrong_at_conf_ge_{key}"] = float(((wrong) & (conf >= t)).mean())
+
+    return result
+
+
+def parse_args() -> argparse.Namespace:
+    p = argparse.ArgumentParser()
+    p.add_argument("--model_dir", default="probert_model", help="Path to saved HF model directory")
+    p.add_argument("--csv", help="CSV with text + label (auto-detects latest in training_data/ if not provided)")
+    p.add_argument("--probert", action="store_true", help="ProBERT mode: auto-detect model + latest training CSV")
+    p.add_argument("--text_col", default="text")
+    p.add_argument("--label_col", default="label")
+    p.add_argument("--batch_size", type=int, default=32)
+    p.add_argument("--max_length", type=int, default=128)
+    p.add_argument("--n_bins", type=int, default=15)
+    p.add_argument(
+        "--thresholds",
+        type=float,
+        nargs="*",
+        default=[0.7, 0.8, 0.9],
+        help="Confidence thresholds for coverage/wrong-rate",
+    )
+    p.add_argument(
+        "--device",
+        default="auto",
+        choices=["auto", "cpu", "cuda"],
+        help="auto uses cuda if available",
+    )
+    p.add_argument("--out_json", default="", help="Optional path to write metrics JSON")
+    return p.parse_args()
+
+
+def main() -> None:
+    args = parse_args()
+    
+    # ProBERT mode: auto-detect model + latest CSV
+    if args.probert:
+        # Find ProBERT root (where probert_model/ should be)
+        script_dir = Path(__file__).parent
+        probert_root = script_dir.parent.parent  # Go up from training_data/1.0 to ProBERT/
+        
+        args.model_dir = str(probert_root / "probert_model")
+        if not args.csv:
+            # Look in multiple locations for training CSVs
+            search_dirs = [
+                probert_root / "training_data",
+                probert_root / "training_data" / "1.0",
+                script_dir,  # Same directory as script
+            ]
+            
+            csv_files = []
+            for search_dir in search_dirs:
+                if search_dir.exists():
+                    csv_files.extend(search_dir.glob("probert_training_*.csv"))
+            
+            if not csv_files:
+                raise ValueError(f"No training CSV found. Searched: {[str(d) for d in search_dirs]}")
+            
+            args.csv = str(max(csv_files, key=lambda p: p.stat().st_mtime))
+            print(f"🔍 Auto-detected CSV: {args.csv}")
+    
+    # Validate inputs
+    if not args.csv:
+        raise ValueError("Must provide --csv or use --probert mode")
+    
+    if not Path(args.model_dir).exists():
+        raise ValueError(f"Model directory not found: {args.model_dir}")
+    
+    result = run(args)
+    
+    print("\n" + "="*70)
+    print("CALIBRATION METRICS")
+    print("="*70)
+    print(json.dumps(result, indent=2))
+    
+    # ProBERT-specific interpretation
+    if args.probert or "probert" in args.model_dir.lower():
+        print("\n" + "="*70)
+        print("PROBERT CALIBRATION SUMMARY")
+        print("="*70)
+        ece = result.get(f"ece_{args.n_bins}", 0.0)
+        acc = result['accuracy']
+        mean_conf = result['mean_conf']
+        
+        # Determine if over or underconfident
+        conf_gap = acc - mean_conf
+        if conf_gap > 0.10:
+            confidence_type = "UNDERCONFIDENT"
+            gap_msg = f"Model is {conf_gap*100:.1f}% less confident than it should be (conservative)"
+        elif conf_gap < -0.10:
+            confidence_type = "OVERCONFIDENT"
+            gap_msg = f"Model is {abs(conf_gap)*100:.1f}% more confident than accuracy justifies (risky)"
+        else:
+            confidence_type = "WELL-CALIBRATED"
+            gap_msg = "Confidence matches accuracy closely"
+        
+        if ece <= 0.05:
+            verdict = "✅ EXCELLENT - Very well calibrated"
+        elif ece <= 0.10:
+            verdict = "✅ GOOD - Acceptable calibration"
+        elif ece <= 0.15:
+            verdict = "⚠️  MODERATE - Some miscalibration"
+        else:
+            verdict = f"⚠️  HIGH ECE - {confidence_type}"
+        
+        print(f"\nECE ({args.n_bins} bins): {ece:.4f}")
+        print(f"Verdict: {verdict}")
+        print(f"\n{gap_msg}")
+        print(f"Accuracy: {acc:.3f} | Mean Confidence: {mean_conf:.3f} | Gap: {conf_gap:+.3f}")
+        print(f"NLL (log loss): {result['nll']:.4f}")
+        print(f"\nWrong predictions: {result['wrong_count']}/{result['n']}")
+        print(f"Max confidence on wrong: {result['max_wrong_conf']:.3f}")
+        
+        # Analyze high-confidence errors
+        high_conf_wrong = result.get('wrong_at_conf_ge_0_8', 0.0)
+        if high_conf_wrong == 0.0:
+            print("\n✅ SAFETY: No errors at confidence ≥ 0.8 (high-confidence predictions are trustworthy)")
+        else:
+            print(f"\n⚠️  RISK: {high_conf_wrong*100:.1f}% wrong predictions at conf ≥ 0.8")
+        
+        print(f"\nCoverage at confidence thresholds:")
+        for t in args.thresholds:
+            key = str(t).replace(".", "_")
+            cov = result[f"coverage_at_conf_ge_{key}"]
+            wrong = result[f"wrong_at_conf_ge_{key}"]
+            print(f"  ≥{t:.1f}: {cov*100:.1f}% coverage, {wrong*100:.1f}% wrong")
+
+    if args.out_json:
+        out_path = Path(args.out_json)
+        out_path.parent.mkdir(parents=True, exist_ok=True)
+        out_path.write_text(json.dumps(result, indent=2) + "\n", encoding="utf-8")
+        print(f"\n💾 Saved to: {args.out_json}")
+
+
+if __name__ == "__main__":
+    main()

probert_training_20260131_004706.csv

@@ -0,0 +1,468 @@
+text,label,source,url,score
+"To ensure data integrity, start by verify the digital signature. Then validate memory allocation fails. Finally, verify the digital signature.",process_clarity,synthetic_technical,N/A,0
+Today brings new opportunities for well-being. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"This week challenges you to speak your truth. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to optimize memory usage: 1) check the boundary conditions, 2) compare the checksums, 3) verify the timeout is exceeded.",process_clarity,synthetic_technical,N/A,0
+"First, lock the resource. Next, check for the array index is out of bounds. If true, compare the checksums. Otherwise, proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+Your resilience shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"To optimize memory usage, start by verify the digital signature. Then validate memory allocation fails. Finally, sort the collection.",process_clarity,synthetic_technical,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+You may feel energized about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"To ensure data integrity, start by parse the configuration file. Then validate the permission check fails. Finally, transform the data format.",process_clarity,synthetic_technical,N/A,0
+"Step 1: validate the input parameters. Step 2: lock the resource. Step 3: calculate the hash value. If memory allocation fails, then release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+"Step 1: verify the digital signature. Step 2: allocate memory for the buffer. Step 3: verify the digital signature. If the resource is already locked, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"To ensure data integrity, start by verify the digital signature. Then validate the array index is out of bounds. Finally, compare the checksums.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) calculate the hash value, (2) verify the permission check fails, (3) transform the data format if valid.",process_clarity,synthetic_technical,N/A,0
+A surprising conversation may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with iterate through the array. Check the resource is already locked. If valid, proceed to initialize the data structure. If not, proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+A surprising opportunity may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with validate the input parameters. Check the checksum doesn't match. If valid, proceed to compare the checksums. If not, fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+"To prevent SQL injection, start by establish the database connection. Then validate memory allocation fails. Finally, establish the database connection.",process_clarity,synthetic_technical,N/A,0
+Now is the time to set boundaries in your personal growth. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: establish the database connection, then sort the collection. Note: if the validation fails, stop and throw an exception.",process_clarity,synthetic_technical,N/A,0
+Now is the time to follow your heart in your career. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First initialize the data structure. Second, validate the input parameters. Third, validate the file doesn't exist before continuing.",process_clarity,synthetic_technical,N/A,0
+"Begin with verify the digital signature. Check the file doesn't exist. If valid, proceed to filter invalid entries. If not, proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+A surprising conversation may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"Step 1: check the boundary conditions. Step 2: iterate through the array. Step 3: compare the checksums. If the array index is out of bounds, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"Begin with sort the collection. Check the permission check fails. If valid, proceed to filter invalid entries. If not, proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"To handle concurrent access, start by verify the digital signature. Then validate the connection fails. Finally, sanitize the user input.",process_clarity,synthetic_technical,N/A,0
+Transform your creativity with our solution. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+"Begin with sort the collection. Check the connection fails. If valid, proceed to compare the checksums. If not, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"First, validate the input parameters. Next, check for the input is null or empty. If true, calculate the hash value. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+"Here's how to prevent SQL injection: 1) sort the collection, 2) establish the database connection, 3) verify the file doesn't exist.",process_clarity,synthetic_technical,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+You may feel contemplative about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"Method: First allocate memory for the buffer. Second, check the boundary conditions. Third, validate the input is null or empty before continuing.",process_clarity,synthetic_technical,N/A,0
+"This week challenges you to set boundaries. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Transform your development with this tool. Revolutionary approach to scaling.,rhetorical_confidence,synthetic,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) lock the resource, (2) verify the input is null or empty, (3) establish the database connection if valid.",process_clarity,synthetic_technical,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: sort the collection, then calculate the hash value. Note: if the permission check fails, stop and proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+You're entering a phase of clarity. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"Method: First allocate memory for the buffer. Second, validate the input parameters. Third, validate the validation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+"Method: First sort the collection. Second, compare the checksums. Third, validate the resource is already locked before continuing.",process_clarity,synthetic_technical,N/A,0
+Your authenticity shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+You may feel contemplative about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First filter invalid entries. Second, establish the database connection. Third, validate the file doesn't exist before continuing.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+You're entering a phase of awakening. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+Transform your creativity with this system. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+You're entering a phase of renewal. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+Today brings new opportunities for personal growth. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+"To solve this: (1) iterate through the array, (2) verify the file doesn't exist, (3) sort the collection if valid.",process_clarity,synthetic_technical,N/A,0
+Now is the time to follow your heart in your creativity. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+Now is the time to take a leap in your creativity. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+Transform your creativity with this system. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+"Begin with initialize the data structure. Check the permission check fails. If valid, proceed to allocate memory for the buffer. If not, throw an exception.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"Begin with validate the input parameters. Check the permission check fails. If valid, proceed to transform the data format. If not, return an error code.",process_clarity,synthetic_technical,N/A,0
+"This week challenges you to take a leap. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+You may feel contemplative about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) check the boundary conditions, (2) verify the connection fails, (3) transform the data format if valid.",process_clarity,synthetic_technical,N/A,0
+Transform your business with this tool. Revolutionary approach to scaling.,rhetorical_confidence,synthetic,N/A,0
+You may feel hopeful about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with initialize the data structure. Check the connection fails. If valid, proceed to lock the resource. If not, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+"The process is: check the boundary conditions, then sort the collection. Note: if the validation fails, stop and return an error code.",process_clarity,synthetic_technical,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+A surprising realization may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Your resilience shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Transform your productivity with this tool. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+A surprising conversation may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+You're entering a phase of clarity. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+You may feel hopeful about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"First, lock the resource. Next, check for the checksum doesn't match. If true, calculate the hash value. Otherwise, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+"Here's how to ensure data integrity: 1) sort the collection, 2) calculate the hash value, 3) verify the permission check fails.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"The process is: transform the data format, then allocate memory for the buffer. Note: if the checksum doesn't match, stop and throw an exception.",process_clarity,synthetic_technical,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"To prevent SQL injection, start by parse the configuration file. Then validate memory allocation fails. Finally, iterate through the array.",process_clarity,synthetic_technical,N/A,0
+The stars align for letting go. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"To optimize memory usage, start by iterate through the array. Then validate the checksum doesn't match. Finally, lock the resource.",process_clarity,synthetic_technical,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"First, sanitize the user input. Next, check for the array index is out of bounds. If true, initialize the data structure. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"Step 1: allocate memory for the buffer. Step 2: check the boundary conditions. Step 3: compare the checksums. If the validation fails, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+Transform your workflow with this tool. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+"The process is: compare the checksums, then validate the input parameters. Note: if the checksum doesn't match, stop and return an error code.",process_clarity,synthetic_technical,N/A,0
+"To implement binary search, start by check the boundary conditions. Then validate the permission check fails. Finally, parse the configuration file.",process_clarity,synthetic_technical,N/A,0
+Now is the time to set boundaries in your career. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with verify the digital signature. Check the array index is out of bounds. If valid, proceed to filter invalid entries. If not, release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to optimize memory usage: 1) validate the input parameters, 2) initialize the data structure, 3) verify the array index is out of bounds.",process_clarity,synthetic_technical,N/A,0
+"Method: First compare the checksums. Second, calculate the hash value. Third, validate the file doesn't exist before continuing.",process_clarity,synthetic_technical,N/A,0
+Transform your productivity with our platform. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+Your wisdom shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Transform your business with our platform. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: initialize the data structure, then calculate the hash value. Note: if the connection fails, stop and log the error and retry.",process_clarity,synthetic_technical,N/A,0
+"First, validate the input parameters. Next, check for the timeout is exceeded. If true, compare the checksums. Otherwise, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Transform your workflow with our solution. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+"Step 1: calculate the hash value. Step 2: verify the digital signature. Step 3: lock the resource. If the checksum doesn't match, then throw an exception.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+Transform your development with our platform. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+You may feel uncertain about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+The stars align for bold action. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Transform your workflow with this tool. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to handle concurrent access: 1) calculate the hash value, 2) sort the collection, 3) verify the array index is out of bounds.",process_clarity,synthetic_technical,N/A,0
+"This week challenges you to speak your truth. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+The stars align for letting go. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Now is the time to follow your heart in your well-being. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+You may feel conflicted about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+You're entering a phase of awakening. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"WASM sandbox for running LLM-generated code safely.<p>Agents get a bash-like shell and can only call tools you provide, with constraints you define.
+No Docker, no subprocess, no SaaS — just pip install amla-sandbox",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46824877,136
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+A surprising realization may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+You may feel hopeful about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+Transform your business with our platform. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+Transform your creativity with this tool. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) compare the checksums, (2) verify the timeout is exceeded, (3) iterate through the array if valid.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) allocate memory for the buffer, (2) verify memory allocation fails, (3) filter invalid entries if valid.",process_clarity,synthetic_technical,N/A,0
+"The process is: iterate through the array, then iterate through the array. Note: if the file doesn't exist, stop and release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+Your authenticity shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: sort the collection, then filter invalid entries. Note: if the validation fails, stop and log the error and retry.",process_clarity,synthetic_technical,N/A,0
+Now is the time to follow your heart in your relationships. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"To handle concurrent access, start by iterate through the array. Then validate the array index is out of bounds. Finally, filter invalid entries.",process_clarity,synthetic_technical,N/A,0
+"Begin with calculate the hash value. Check memory allocation fails. If valid, proceed to sort the collection. If not, release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"Begin with establish the database connection. Check the checksum doesn't match. If valid, proceed to sort the collection. If not, release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+"Here's how to optimize memory usage: 1) check the boundary conditions, 2) compare the checksums, 3) verify the resource is already locked.",process_clarity,synthetic_technical,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"Step 1: check the boundary conditions. Step 2: compare the checksums. Step 3: sanitize the user input. If the checksum doesn't match, then proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+A surprising opportunity may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+You may feel energized about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"To solve this: (1) validate the input parameters, (2) verify the file doesn't exist, (3) compare the checksums if valid.",process_clarity,synthetic_technical,N/A,0
+"Method: First parse the configuration file. Second, check the boundary conditions. Third, validate the timeout is exceeded before continuing.",process_clarity,synthetic_technical,N/A,0
+You may feel contemplative about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+Transform your productivity with this tool. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+You may feel hopeful about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First compare the checksums. Second, initialize the data structure. Third, validate the timeout is exceeded before continuing.",process_clarity,synthetic_technical,N/A,0
+Transform your creativity with this tool. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with verify the digital signature. Check the resource is already locked. If valid, proceed to parse the configuration file. If not, proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+You may feel uncertain about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"Step 1: allocate memory for the buffer. Step 2: compare the checksums. Step 3: allocate memory for the buffer. If the permission check fails, then return an error code.",process_clarity,synthetic_technical,N/A,0
+"We’re Maria and Jonatan, a married couple running a small music night in Norrköping, Sweden, called Kolibri.<p>It’s not a software project. We run it through our own small Swedish company, pay artists, and do the operations ourselves. We do one night a month (usually the last Friday) in a restaurant venue called Mitropa. A typical night is about 50–70 paying guests. The first years it was DJs only, but last year we started doing live bands as well.<p>We made a simple site with schedule plus photos&#x2F;video so you can see what it looks like:
+<a href=""https:&#x2F;&#x2F;kolibrinkpg.com&#x2F;"" rel=""nofollow"">https:&#x2F;&#x2F;kolibrinkpg.com&#x2F;</a><p>On the site:<p><pre><code>  * photos and short videos (size&#x2F;atmosphere)
+
+  * the kind of acts we book (post-punk, darkwave, synth, adjacent electronic)
+
+  * enough context to copy parts of the format if you’re building something similar locally
+
+  * for the tech-curious: we built our own ticketing system (first used in February) and ",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46812285,127
+"Begin with lock the resource. Check the file doesn't exist. If valid, proceed to parse the configuration file. If not, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+"This week challenges you to take a leap. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+"First, calculate the hash value. Next, check for the permission check fails. If true, sort the collection. Otherwise, return an error code.",process_clarity,synthetic_technical,N/A,0
+"Here's how to prevent SQL injection: 1) filter invalid entries, 2) calculate the hash value, 3) verify the array index is out of bounds.",process_clarity,synthetic_technical,N/A,0
+"To solve this: (1) allocate memory for the buffer, (2) verify the permission check fails, (3) iterate through the array if valid.",process_clarity,synthetic_technical,N/A,0
+"To ensure data integrity, start by compare the checksums. Then validate the permission check fails. Finally, check the boundary conditions.",process_clarity,synthetic_technical,N/A,0
+"Begin with lock the resource. Check the file doesn't exist. If valid, proceed to transform the data format. If not, throw an exception.",process_clarity,synthetic_technical,N/A,0
+"First, verify the digital signature. Next, check for the array index is out of bounds. If true, sanitize the user input. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+"This week challenges you to speak your truth. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"Step 1: lock the resource. Step 2: verify the digital signature. Step 3: sort the collection. If the validation fails, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Transform your business with our solution. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+"To prevent SQL injection, start by verify the digital signature. Then validate the connection fails. Finally, allocate memory for the buffer.",process_clarity,synthetic_technical,N/A,0
+"First, calculate the hash value. Next, check for the input is null or empty. If true, allocate memory for the buffer. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"Method: First calculate the hash value. Second, lock the resource. Third, validate the permission check fails before continuing.",process_clarity,synthetic_technical,N/A,0
+"The process is: filter invalid entries, then sanitize the user input. Note: if the checksum doesn't match, stop and fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+Today brings new opportunities for creativity. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+Your courage shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"To handle concurrent access, start by transform the data format. Then validate the permission check fails. Finally, validate the input parameters.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"To optimize memory usage, start by sort the collection. Then validate the timeout is exceeded. Finally, sort the collection.",process_clarity,synthetic_technical,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First allocate memory for the buffer. Second, lock the resource. Third, validate the validation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+"Method: First calculate the hash value. Second, transform the data format. Third, validate the timeout is exceeded before continuing.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+A surprising conversation may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"The process is: compare the checksums, then lock the resource. Note: if the file doesn't exist, stop and fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+Your wisdom shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"This week challenges you to take a leap. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+"The process is: transform the data format, then establish the database connection. Note: if the permission check fails, stop and log the error and retry.",process_clarity,synthetic_technical,N/A,0
+"Begin with verify the digital signature. Check the permission check fails. If valid, proceed to iterate through the array. If not, return an error code.",process_clarity,synthetic_technical,N/A,0
+"To ensure data integrity, start by calculate the hash value. Then validate the timeout is exceeded. Finally, initialize the data structure.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+Transform your workflow with this system. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to handle concurrent access: 1) allocate memory for the buffer, 2) filter invalid entries, 3) verify the checksum doesn't match.",process_clarity,synthetic_technical,N/A,0
+Now is the time to take a leap in your well-being. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+Today brings new opportunities for career. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+"First, transform the data format. Next, check for the validation fails. If true, verify the digital signature. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+The stars align for bold action. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Transform your workflow with our solution. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+"Method: First transform the data format. Second, sort the collection. Third, validate memory allocation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+Now is the time to follow your heart in your relationships. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"Here's how to ensure data integrity: 1) transform the data format, 2) establish the database connection, 3) verify memory allocation fails.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+The stars align for bold action. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"Here's how to handle concurrent access: 1) filter invalid entries, 2) parse the configuration file, 3) verify the input is null or empty.",process_clarity,synthetic_technical,N/A,0
+Transform your creativity with our platform. Revolutionary approach to scaling.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to optimize memory usage: 1) compare the checksums, 2) sort the collection, 3) verify the permission check fails.",process_clarity,synthetic_technical,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Transform your productivity with this tool. Revolutionary approach to scaling.,rhetorical_confidence,synthetic,N/A,0
+"First, verify the digital signature. Next, check for the resource is already locked. If true, sanitize the user input. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+"The process is: sort the collection, then validate the input parameters. Note: if the checksum doesn't match, stop and throw an exception.",process_clarity,synthetic_technical,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with compare the checksums. Check the input is null or empty. If valid, proceed to sanitize the user input. If not, return an error code.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"Step 1: validate the input parameters. Step 2: parse the configuration file. Step 3: validate the input parameters. If the permission check fails, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+"Begin with validate the input parameters. Check the resource is already locked. If valid, proceed to initialize the data structure. If not, return an error code.",process_clarity,synthetic_technical,N/A,0
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+"Method: First parse the configuration file. Second, calculate the hash value. Third, validate the connection fails before continuing.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Today brings new opportunities for well-being. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with lock the resource. Check the connection fails. If valid, proceed to verify the digital signature. If not, return an error code.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+You're entering a phase of clarity. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: sanitize the user input, then verify the digital signature. Note: if the input is null or empty, stop and proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to prevent SQL injection: 1) lock the resource, 2) establish the database connection, 3) verify the file doesn't exist.",process_clarity,synthetic_technical,N/A,0
+Now is the time to speak your truth in your well-being. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"To optimize memory usage, start by check the boundary conditions. Then validate the permission check fails. Finally, validate the input parameters.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) sort the collection, (2) verify the resource is already locked, (3) calculate the hash value if valid.",process_clarity,synthetic_technical,N/A,0
+Transform your productivity with our solution. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+"Step 1: lock the resource. Step 2: check the boundary conditions. Step 3: filter invalid entries. If the resource is already locked, then proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+A surprising realization may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Transform your productivity with this tool. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Your wisdom shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"To optimize memory usage, start by sanitize the user input. Then validate the validation fails. Finally, parse the configuration file.",process_clarity,synthetic_technical,N/A,0
+"The process is: calculate the hash value, then parse the configuration file. Note: if the validation fails, stop and fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+"Begin with establish the database connection. Check the connection fails. If valid, proceed to transform the data format. If not, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+Today brings new opportunities for creativity. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First compare the checksums. Second, calculate the hash value. Third, validate memory allocation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+"Begin with sort the collection. Check the permission check fails. If valid, proceed to sort the collection. If not, fall back to the default value.",process_clarity,synthetic_technical,N/A,0
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+"Method: First validate the input parameters. Second, verify the digital signature. Third, validate the file doesn't exist before continuing.",process_clarity,synthetic_technical,N/A,0
+Transform your productivity with this tool. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Today brings new opportunities for creativity. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+Transform your creativity with our solution. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Today brings new opportunities for well-being. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+Your authenticity shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) check the boundary conditions, (2) verify memory allocation fails, (3) iterate through the array if valid.",process_clarity,synthetic_technical,N/A,0
+"Here's how to implement binary search: 1) compare the checksums, 2) iterate through the array, 3) verify the permission check fails.",process_clarity,synthetic_technical,N/A,0
+You may feel conflicted about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+Now is the time to take a leap in your personal growth. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to set boundaries. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+"First, calculate the hash value. Next, check for the file doesn't exist. If true, transform the data format. Otherwise, release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+You're entering a phase of awakening. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to set boundaries. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Transform your productivity with this tool. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+Your resilience shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+You may feel uncertain about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"Begin with verify the digital signature. Check the file doesn't exist. If valid, proceed to lock the resource. If not, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+Today brings new opportunities for relationships. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to take a leap. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Now is the time to speak your truth in your creativity. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+The stars align for letting go. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"First, lock the resource. Next, check for the permission check fails. If true, filter invalid entries. Otherwise, fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+You may feel energized about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+Today brings new opportunities for well-being. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"Hi,<p>I built TalkBits because most language apps focus on vocabulary or exercises, but not actual conversation. The hard part of learning a language is speaking naturally under pressure.<p>TalkBits lets you have real-time spoken conversations with an AI that acts like a native speaker. You can choose different scenarios (travel, daily life, work, etc.), speak naturally, and the AI responds with natural speech back.<p>The goal is to make it feel like talking to a real person rather than doing lessons.<p>Techwise, it uses realtime speech input, transcription, LLM responses, and tts streaming to keep latency low so the conversation feels fluid.<p>I’m specially interested in feedback about:
+– Does it feel natural?
+– Where does the conversation break immersion?
+– What would make you use this regularly?<p>Happy to answer technical questions too.<p>Thanks",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46830698,62
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"Begin with compare the checksums. Check the resource is already locked. If valid, proceed to initialize the data structure. If not, release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+"To solve this: (1) sanitize the user input, (2) verify the permission check fails, (3) filter invalid entries if valid.",process_clarity,synthetic_technical,N/A,0
+The stars align for bold action. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"<a href=""https:&#x2F;&#x2F;github.com&#x2F;stepandel&#x2F;pinecone-explorer"" rel=""nofollow"">https:&#x2F;&#x2F;github.com&#x2F;stepandel&#x2F;pinecone-explorer</a>",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46789645,23
+"Built this because tones are killing my spoken Mandarin and I can&#x27;t reliably hear my own mistakes.<p>It&#x27;s a 9M Conformer-CTC model trained on ~300h (AISHELL + Primewords), quantized to INT8 (11 MB), runs 100% in-browser via ONNX Runtime Web.<p>Grades per-syllable pronunciation + tones with Viterbi forced alignment.<p>Try it here: <a href=""https:&#x2F;&#x2F;simedw.com&#x2F;projects&#x2F;ear&#x2F;"" rel=""nofollow"">https:&#x2F;&#x2F;simedw.com&#x2F;projects&#x2F;ear&#x2F;</a>",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46832074,209
+"To prevent SQL injection, start by sanitize the user input. Then validate the timeout is exceeded. Finally, check the boundary conditions.",process_clarity,synthetic_technical,N/A,0
+A surprising opportunity may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: establish the database connection, then compare the checksums. Note: if the array index is out of bounds, stop and release all locks and exit.",process_clarity,synthetic_technical,N/A,0
+Transform your creativity with our solution. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+"Begin with validate the input parameters. Check the checksum doesn't match. If valid, proceed to filter invalid entries. If not, log the error and retry.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+"Begin with calculate the hash value. Check the file doesn't exist. If valid, proceed to initialize the data structure. If not, throw an exception.",process_clarity,synthetic_technical,N/A,0
+"To solve this: (1) verify the digital signature, (2) verify the array index is out of bounds, (3) filter invalid entries if valid.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Transform your business with our solution. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"Here's how to ensure data integrity: 1) check the boundary conditions, 2) filter invalid entries, 3) verify the resource is already locked.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+Today brings new opportunities for career. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+Your resilience shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Transform your business with our solution. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"Step 1: iterate through the array. Step 2: validate the input parameters. Step 3: transform the data format. If the resource is already locked, then return an error code.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+Your resilience shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: allocate memory for the buffer, then validate the input parameters. Note: if the file doesn't exist, stop and proceed with the next item.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"The process is: establish the database connection, then validate the input parameters. Note: if memory allocation fails, stop and log the error and retry.",process_clarity,synthetic_technical,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to take a leap. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+"Method: First lock the resource. Second, parse the configuration file. Third, validate memory allocation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"Method: First initialize the data structure. Second, verify the digital signature. Third, validate the validation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"To prevent SQL injection, start by establish the database connection. Then validate the connection fails. Finally, iterate through the array.",process_clarity,synthetic_technical,N/A,0
+Now is the time to set boundaries in your relationships. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First sort the collection. Second, establish the database connection. Third, validate the resource is already locked before continuing.",process_clarity,synthetic_technical,N/A,0
+Your wisdom shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+Transform your development with this system. Revolutionary approach to efficiency.,rhetorical_confidence,synthetic,N/A,0
+Now is the time to follow your heart in your personal growth. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"Step 1: validate the input parameters. Step 2: initialize the data structure. Step 3: parse the configuration file. If the timeout is exceeded, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"I wrote a lightweight scripting language that runs together with C. Specifically, it&#x27;s a C library, you run it through a C function call, and it can callback your own C functions. Compiles to ~250 kB. No dependencies beyond the C standard library.<p>Key language features:
+* Uses aliases not pointers, so it&#x27;s memory-safe
+* Arrays are N-dimensional and resizable
+* Runs scripts or its own &#x27;shell&#x27;
+* Error trapping
+* Methods, inheritance, etc.
+* Customizable syntax",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46823498,55
+"First, iterate through the array. Next, check for the file doesn't exist. If true, validate the input parameters. Otherwise, fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Your courage shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+Today brings new opportunities for personal growth. Trust your instincts and embrace change.,scope_blur,synthetic_horoscope,N/A,0
+"The process is: verify the digital signature, then initialize the data structure. Note: if the input is null or empty, stop and log the error and retry.",process_clarity,synthetic_technical,N/A,0
+"To prevent SQL injection, start by lock the resource. Then validate the connection fails. Finally, initialize the data structure.",process_clarity,synthetic_technical,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+A surprising realization may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+The stars align for self-discovery. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First allocate memory for the buffer. Second, parse the configuration file. Third, validate the permission check fails before continuing.",process_clarity,synthetic_technical,N/A,0
+"Method: First iterate through the array. Second, compare the checksums. Third, validate the permission check fails before continuing.",process_clarity,synthetic_technical,N/A,0
+"Step 1: sort the collection. Step 2: transform the data format. Step 3: transform the data format. If memory allocation fails, then fall back to the default value.",process_clarity,synthetic_technical,N/A,0
+"Step 1: establish the database connection. Step 2: validate the input parameters. Step 3: allocate memory for the buffer. If memory allocation fails, then return an error code.",process_clarity,synthetic_technical,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+"First, compare the checksums. Next, check for the validation fails. If true, transform the data format. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"I got really interested in biology and genetics a few months ago, just for fun.<p>This was largely inspired by the work of Sydney Brenner, which became the basis of my brennerbot.org project.<p>In particular, I became very fascinated by phages, which are viruses that attack bacteria. They&#x27;re the closest thing to the &quot;fundamental particles&quot; of biology: the minimal units of genetic code that do something useful that allows them to reproduce and spread.<p>They also have some incredible properties, like having a structure that somehow encodes an icosahedron.<p>I always wondered how the DNA of these things translated into geometry in the physical world. That mapping between the &quot;digital&quot; realm of ACGT, which in turn maps onto the 20 amino acids in groups of 3, and the world of 3D, analog shapes, still seems magical and mysterious to me.<p>I wanted to dig deeper into the subject, but not by reading a boring textbook. I wanted to get a sense for these phages in a tang",rhetorical_confidence,hackernews,https://news.ycombinator.com/item?id=46833754,47
+"The process is: verify the digital signature, then check the boundary conditions. Note: if the checksum doesn't match, stop and return an error code.",process_clarity,synthetic_technical,N/A,0
+"First, verify the digital signature. Next, check for the file doesn't exist. If true, sort the collection. Otherwise, return an error code.",process_clarity,synthetic_technical,N/A,0
+"Begin with compare the checksums. Check the timeout is exceeded. If valid, proceed to sanitize the user input. If not, throw an exception.",process_clarity,synthetic_technical,N/A,0
+You may feel uncertain about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+"To handle concurrent access, start by sanitize the user input. Then validate the array index is out of bounds. Finally, verify the digital signature.",process_clarity,synthetic_technical,N/A,0
+"Here's how to ensure data integrity: 1) sort the collection, 2) filter invalid entries, 3) verify memory allocation fails.",process_clarity,synthetic_technical,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+A surprising meeting may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+A surprising realization may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+"Step 1: calculate the hash value. Step 2: calculate the hash value. Step 3: check the boundary conditions. If the file doesn't exist, then return an error code.",process_clarity,synthetic_technical,N/A,0
+A surprising realization may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+Your compassion shines through during this period. Others will notice your authentic self.,scope_blur,synthetic_horoscope,N/A,0
+"Step 1: sort the collection. Step 2: sanitize the user input. Step 3: initialize the data structure. If the connection fails, then throw an exception.",process_clarity,synthetic_technical,N/A,0
+Transform your creativity with our platform. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+"This week challenges you to set boundaries. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Transform your productivity with this tool. Revolutionary approach to collaboration.,rhetorical_confidence,synthetic,N/A,0
+Transform your productivity with our platform. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+Transform your business with this system. Revolutionary approach to scaling.,rhetorical_confidence,synthetic,N/A,0
+"To handle concurrent access, start by transform the data format. Then validate the resource is already locked. Finally, allocate memory for the buffer.",process_clarity,synthetic_technical,N/A,0
+The stars align for letting go. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"To solve this: (1) parse the configuration file, (2) verify the permission check fails, (3) verify the digital signature if valid.",process_clarity,synthetic_technical,N/A,0
+A surprising opportunity may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+"To solve this: (1) lock the resource, (2) verify the array index is out of bounds, (3) establish the database connection if valid.",process_clarity,synthetic_technical,N/A,0
+"This week challenges you to follow your heart. Remember, every ending is a new beginning.",scope_blur,synthetic_horoscope,N/A,0
+Transform your development with this tool. Revolutionary approach to complexity.,rhetorical_confidence,synthetic,N/A,0
+You may feel contemplative about recent events. This is a time for reflection and growth.,scope_blur,synthetic_horoscope,N/A,0
+Maximize your ROI with our innovative platform. Results you can trust.,rhetorical_confidence,synthetic,N/A,0
+"First, compare the checksums. Next, check for memory allocation fails. If true, transform the data format. Otherwise, throw an exception.",process_clarity,synthetic_technical,N/A,0
+Now is the time to take a leap in your personal growth. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"To handle concurrent access, start by lock the resource. Then validate the resource is already locked. Finally, parse the configuration file.",process_clarity,synthetic_technical,N/A,0
+The stars align for connection. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Our tool delivers unmatched performance. Proven results guaranteed.,rhetorical_confidence,synthetic,N/A,0
+You're entering a phase of clarity. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+The stars align for letting go. Your unique perspective will guide you forward.,scope_blur,synthetic_horoscope,N/A,0
+Now is the time to speak your truth in your well-being. The universe supports your journey.,scope_blur,synthetic_horoscope,N/A,0
+"Method: First filter invalid entries. Second, parse the configuration file. Third, validate the validation fails before continuing.",process_clarity,synthetic_technical,N/A,0
+The future of business is here. Experience the difference.,rhetorical_confidence,synthetic,N/A,0
+"First, transform the data format. Next, check for memory allocation fails. If true, allocate memory for the buffer. Otherwise, return an error code.",process_clarity,synthetic_technical,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+A surprising opportunity may shift your perspective. Stay open to unexpected possibilities.,scope_blur,synthetic_horoscope,N/A,0
+You're entering a phase of transformation. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0
+This will completely change how you work. Game-changing solution.,rhetorical_confidence,synthetic,N/A,0
+You're entering a phase of clarity. Trust that everything happens for a reason.,scope_blur,synthetic_horoscope,N/A,0