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COMPANY · ENTITY #2265

OfficeQA Pro

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RESEARCH · 1 SOURCE · arXiv cs.AI

Navalia framework uses verifiable task synthesis and long-horizon post-training to improve Cowork Agents

Navalia is a framework that builds verifiable analytical tasks from corporate financial reports and applies long-horizon post-training (SFT and RL) to improve Cowork Agent performance. Initialized from Qwen3.6-35B-A3B, the approach uses semantic evidence selection, executable computation chains, and independent verification to generate training trajectories and yields consistent gains across five benchmarks (OfficeQA Pro, FinSearchComp, Finance Agent Benchmark, APEX-Agents-AA, Workspace-Bench-Lite).

7.0

COMPANIES · 1 SOURCE · Mistral AI

Mistral launches Agentic Search retrieval layer in Search Toolkit and Libraries

Mistral says Agentic Search is a multi-step retrieval layer that lets models navigate, inspect, and verify information inside long, complex documents; it’s available via the Mistral Search Toolkit and built into Libraries in Studio and Vibe. Mistral reports benchmark gains including ~3x correctness on FinanceBench (26.7% → 86%), a +45.6 point improvement on OfficeQA Pro (6.3% → 51.9%), up to 39.6% reduction in p90 latency, and up to one-third lower token usage.

7.0