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APR 9, 2026
Beating Frontier Models on OfficeQA Pro at 10x Lower Cost
OfficeQA Pro is a serious grounded-reasoning stress test: search a massive Treasury Bulletin archive, recover the right rows after restatements, run real analysis, and pass a deterministic grader. In the paper's human study, annotators average ~35% when they search the full corpus and ~51% even when the exact PDF pages are handed to them—still harsh for work this finicky. We built the document agent we want in production and hit SOTA on their Table 4 setup with Gemini 3 Flash alone. Bigger models weren't the missing ingredient; the harness was.
MAR 24, 2026
The Illusion of the Correct Answer: Why High-Stakes Work Demands Document Engineering
Every week a new model tops the leaderboards, yet they still fail at complex knowledge work. Here is why the illusion of Pass@1 is holding agents back, and why reliability requires a version-controlled architecture of trust.
Drug development,
without document drift.
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