Sources checked
Budget instructions, evidence, history, and output
For an original support workflow, count the system instructions, recent messages, and relevant policy passages before adding more history. Keep space for the answer and inspect whether the application truncates older material.
Input capacity does not guarantee evidence use
A larger context limit does not guarantee that every detail will be used reliably. Test whether the model finds the relevant evidence in realistic long inputs rather than only checking that the request is accepted.
What to remember
Test evidence use in long inputs.
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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