Evaluate Kimi, DeepSeek, and Qwen on multilingual catalog matching with precision, abstention, and attribute vetoes.
Compare DeepSeek and GPT SQL answers with read-only fixtures, result equivalence, and bounded local execution.
Extract invoice JSON with GPT Structured Outputs, then check totals using Decimal and route discrepancies for review.
Request a transparent GPT Image PNG, inspect alpha, review light and dark proofs, and verify the delivered asset.
Build GPT Responses background jobs with durable IDs, polling, cancellation, and recovery that avoids duplicate work.
Preserve Claude signed and redacted thinking through adapters, including prefix and account constraints.