Datasets:

Giuelvy
/

diamond-logic-miner-preview

This is the public preview of Diamond Logic Miner: a deterministic “synthetic data refinery” that generates oracle-verified reasoning supervision (ground truth + witnesses + reasoning traces) for training and evaluating next-gen LLM reasoning.

Why this data is valuable (not “random numbers”)

Oracle-Verified Ground Truth

All labels are computed by deterministic Python “oracle” logic — not generated by an LLM. This eliminates hallucinated labels and makes the dataset safe for large-scale training.

Verify-or-Fix + Witnesses

Many records require the model to verify a candidate solution:

if wrong → fix it and provide a witness (counterexample / optimality proof)
if correct → confirm it (hard positives are mixed in to prevent “always NO” bias)

This trains discrimination, not pattern-matching.

Enterprise-Ready Format

Stable JSONL schema, gzip sharding, manifests and integrity hashes, reproducible seed streams — designed for industrial ingestion.

What’s included in this Preview

spotlights_20.jsonl — representative “diamond” examples
datasheet.md — schema + tasks + verification policy

This preview is intentionally small. The full dataset is sold via a gated repository.

Pilot Pack (Paid / Gated) — 1,000,000 records (GOLD)

Pilot Pack size: 1,000,000 unique records
Compressed size: ~0.92 GiB
Format: JSONL (gzip shards)
Shards: 40 (shard-00000 … shard-00039)
Includes: datasheet.md, manifest.json, SHA256 integrity

Quality promise: generated with oracle verification enabled during generation (--verify).

Pricing (EUR) — 10 slots / month (Price only goes up)

Slots are first-paid, first-served:

Slots 1–3: €59,000
Slots 4–6: €79,000
Slots 7–10: €99,000

Purchase / Access

Purchase Policy (SLA 24h)

10 Pilot slots per month (first-paid, first-served)
We confirm slot availability + payment method within 24 hours
If payment is not completed within 48 hours, the slot may be released to the next buyer
After payment is confirmed, access is granted immediately to the gated repository

How to buy

Send an email to:

📩 giusebutta@gmail.com

Use subject (exact):

Diamond Pilot 1M — Tier A — 24h or
Diamond Pilot 1M — Tier B — 24h or
Diamond Pilot 1M — Tier C — 24h

Include in the email:

Hugging Face username
Company name
Country
Requested tier (A/B/C)
Preferred payment method
Urgency (24–72h / 1 week / 2–4 weeks)

We reply within 24 hours with slot confirmation and delivery steps.

Delivery (Gated Repo)

After payment confirmation, access is granted here:
https://huggingface.co/datasets/Giuelvy/diamond-logic-miner-pilot-1m-gold

When requesting access on Hugging Face, include:

Hugging Face username
Company name
Payment reference (Transaction ID / Order ID)

License / Use

Commercial license. No redistribution.

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