[ppardus]

What this changes

A vision turn keeps its text beside the image, but the page budget only read a content string, so that text was treated as empty and a long turn still received a full page. The budget now counts those parts. Three smaller caps in the same path were wrong in the same way: a progress line and the utility-verb scan could split a character, and a fallback query whose first word did not fit was sent as an empty search.

Receipt

• Environment, with the TensorFold commit, MLX or PyTorch version, machine and GPU, checkpoint and revision: host tests only, against 470d4e4. No model, GPU, or checkpoint.
• Exactness, from tools/bench_concurrent.py --alone --serial or token_sha against "draft": false: n/a. This changes a text budget and three text caps, not sampled tokens.
• Decode speed before and after, from tools/bench_openai.py: n/a. No decode path changes.
• Prompt speed before and after: n/a. The change cannot reach prompt processing.
• Tests run, with pass, fail and skip counts: zig test of zig/src/server/root.zig, Zig 0.17.0, filtered to each new case. Each new test fails before its commit and passes after. The planner-query test and the four Cortheon program tests pass with the utility change.
• Not run, and why: no Metal or CUDA run. The changes are host text handling, covered by the scripted tests.