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Deep Search

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Jul 25, 2026 · Artificial Intelligence

Is Human R&D Over? XYZ’s Top Search Agents Sweep Seven Benchmarks and Close the AI‑4‑AI Loop

XYZ AI Lab unveiled two Deep Search agents—35B‑parameter Aquila‑mini and 397B‑parameter Aquila‑pro—that set SOTA scores on seven public benchmarks, while demonstrating an AI‑4‑AI paradigm where hundreds of agents collaboratively drive a full‑stack research and improvement loop under human‑defined goals and verification.

AI4AIDeep SearchXYZ-Aquila

0 likes · 14 min read

Is Human R&D Over? XYZ’s Top Search Agents Sweep Seven Benchmarks and Close the AI‑4‑AI Loop

Machine Heart

Jul 19, 2026 · Artificial Intelligence

ACL 2026 Best Resource Paper Reveals AI Agents’ Expert-Level Capability Gap

The HSCodeComp benchmark shows that state‑of‑the‑art AI agents achieve only about 49.4% exact‑match accuracy on the 10‑digit HS Code classification task, far below the 95% accuracy of human customs experts, highlighting a structural gap in hierarchical rule application.

AI AgentDeep SearchHS Code

0 likes · 18 min read

ACL 2026 Best Resource Paper Reveals AI Agents’ Expert-Level Capability Gap

Alibaba Cloud Developer

Jun 5, 2025 · Artificial Intelligence

How Deep (Re)Search Transforms Code Search and AI-Powered Knowledge Retrieval

This article systematically explains the concepts of Deep Search and Deep Research, contrasts them with traditional Retrieval‑Augmented Generation, reviews leading commercial and open‑source solutions, details their architecture for code retrieval, and outlines future plans for specialized code‑search agents.

AI researchCode searchDeep Search

0 likes · 13 min read