Sources checked
Test complete outcomes from a reset starting state
An original suite for a coding assistant might include a small bug, an ambiguous request, a failing dependency, and a task requiring no change. Save the starting state so runs can be compared fairly.
Version the cases and inspect failures
A passing score can become misleading if tasks leak into prompts or the environment changes. Version the cases and review failures after modifying models, tools, or instructions.
What to remember
Version cases and inspect failure traces.
Sources & further reading
How this story was made
Written by Kristian Kostov with AI assistance and checked against the linked sources. Company performance claims are attributed to the company. Analysis reflects AiLookout’s interpretation; we have not independently tested the products discussed. Cover photography is illustrative and does not depict the specific announcement or product.
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