Normalized Telegram record
Verifiability is an AI product feature
Hamel Husain's eval-smell framework treats missing traces, weak rubrics, and unverifiable outputs as product defects.
Signal contract
Hamel Husain's eval-smell framework treats missing traces, weak rubrics, and unverifiable outputs as product defects. Teams cannot improve or safely automate a workflow when they cannot inspect the evidence, trajectory, and failure mode behind an output. Novelty: structural. Verification: source-inspected. This New Runtime record is an evidence-linked retrieval unit.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | hamel.devsource | primary receipt | source_urls |
Observation
Hamel Husain's eval-smell framework treats missing traces, weak rubrics, and unverifiable outputs as product defects.
Why it matters
Teams cannot improve or safely automate a workflow when they cannot inspect the evidence, trajectory, and failure mode behind an output.
Entities
Hamel Husain
Provenance
This public record is an English normalization of QWG AI Telegram message 2588. The complete original-language post remains the canonical raw message.