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Hongbo Sun Proposes an Algorithm for Variational Inequalities: 6400 Problems, 1e-5
A new path-following algorithm solves variational inequalities without monotonicity and bypasses singular points via a fiber bundle. On 6400 problems up to…

CRM-Agent-Bench tests 16 AI agents: the best strictly passes 83.6% of tasks
A new benchmark of 555 multi-step CRM tasks across nine domains checks what an agent did to the data, not what it said. Strict success across 16 systems ranges from…

AdaPRA Lifts an 80B Qwen by 24.5 Points on Kaggle-Style Leaderboards
Carnegie Mellon researchers gave a data science agent a supervisor with adaptive checklists. With five attempts, an 80B Qwen gained 24.5 percentile points on…

Manga2Animate: A Multi-Agent System Turns Manga Into Anime Through a Script and a Storyboard

AI Chatted With Scammers 2.5 Million Times and Pulled Out 250,000 Leads

Tsinghua's LoopWAM Tops RoboChallenge Table30 and Goes Open Source

Lean Compilation Overstates Formalization Accuracy by Up to 29.5 Points

TTR-Compressor Compresses Sequences with Regression and Cuts Visual Tokens by 55.6%
The new TTR-Compressor treats token compression as a regression problem and uses its coefficients as the compressed representation: same quality with 55.6% fewer…

Cohere to acquire AISLE, a startup that found 500+ CVE-assigned vulnerabilities in its first year
Cohere has agreed to acquire AISLE, a 2025 startup that found 500+ zero-days with CVEs across 100+ codebases, including all 12 vulnerabilities in January's OpenSSL…

Study: Overfitting and Extra Compute Eat 68% of the Gains from Harness Evolution

First Passage Attention Replaces the Sum of Decays With an Extremum: Passkey Retrieval at 8× Length

Researchers Test 16 Types of Hints for OPSD and Find a Selection Metric

Cognition opens London office as UK team grows 200% in six months

LEASH hands hard steps to a strong agent and cuts Opus 5 costs by 19.2%
LEASH puts a cheap agent in the driver's seat and calls Claude Opus 5 only at hard moments: 73.66% on OSWorld at a cost 19.2% lower.

Volcano Engine Opens Seedance 2.5 4K to 20 Studios for Film Projects
Volcano Engine has launched an enterprise pilot of Seedance 2.5 4K. The first access batch went to 20 studios and directors, with big-screen cinema as the stated…









