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Pulse · wilmerhale.com

wilmerhale.com · Nov 10

Agentic AI Raises New Questions for Financial Institutions

Pulse · infoq.com

infoq.com · Nov 10

Kimi K3.1 Pro Coder Arrives at 775 GB, Built to Fit One GPU

Verification layers sort outputs by trust rather than fixing errors. In a benchmark of six reliability layers, voting and self-correction failed to recover accuracy - they only withheld doubtful records. Production systems gain more reliability by replacing generation with deterministic lookups, tracking yield over raw accuracy, and resolving extraction bottlenecks before stacking checks.

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arXiv

Nov 4

Multi-step SWE: Can Coding Agents Keep Building on Their Own Code Over Long Horizons?

AI Long-horizon benchmark for coding agents building on their own code.

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Hacker News

Nov 5

The Hackintosh Reborn

AI Article about Hackintosh (macOS on non-Apple hardware).

s$^3$: Simple Scaling of Swarms via Cooperative Multi-agent RL

Groups can achieve more than individuals in the same amount of time, but only if their members coordinate: they must decide who works on what and what to share. However, this organization in multi-agent systems today usually comes from arbitrary, static harnesses designed a…

Hugging Face

arXiv

Nov 5

NormGym: Evaluating Normative Competence through Social Interaction

Normative competence, the ability to infer socially enforced expectations from interaction and adjust behavior accordingly, is essential for agents operating in unfamiliar human communities. Yet existing evaluations largely test whether agents can recognize or apply norms they…

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