Know what the sources actually say.
Desk is the private AI editorial tool behind idhetc.com. This site replays real saved runs exactly as they happened.
An editor brings a small bundle of exact news excerpts. One structured call to gpt-5-mini-2025-08-07 turns them into a Claim Ledger: atomic claims classified from verified to speculative, each tied to quotes that code checks character for character. A person approves statements one at a time, and only approved statements reach the drafting call. Desk never publishes and never writes to the catalog.
Mythri × G Squad: announcement or speculation?
6 excerpts from 3 reports that all trace back to one announcement. 6 atomic claims, 5 human decisions and the grounded draft that followed.
gpt-5-mini-2025-08-07 · evidence-analysis-v6 · 17.7 s · ~$0.0055
Measured, not assumed.
GPT-5 nano cleared the gates in 0 of 7 suites across 6 prompt versions. GPT-5 mini cleared them in 4 of 5. Every failure is kept and inspectable.
precision ≥ 95% · recall ≥ 85% · citations 100% · critical hallucinations 0
How one review runs
- Freeze the evidence. Excerpts, publisher, source type, origin and independence are locked with a SHA-256 checksum before the call.
- One structured call. A versioned prompt and a strict JSON Schema generated from Zod; no tools, no browsing, no automatic retries.
- Assume it is wrong. Zod re-parses the output; every quote must occur verbatim, “verified” needs a primary source and “corroborated” needs two independent origins. Failures are saved, never patched.
- The Claim Ledger. Atomic claims with rationale, classification confidence and citations located by the server.
- Human review. Actions are derived in code; approving an action never approves a sentence.
- Grounded draft. The writer sees only approved statements, and every paragraph must cite their claim IDs.
Exported Oct 10, 2026. Raw provider responses and gold-case inputs are omitted; the gold inputs are fictional and listed on the evals page. News excerpts belong to their publishers and link to the original reports.