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Pulse · itp.net

itp.net · Nov 6

What it Takes to Deliver Real Returns on Enterprise AI Investments

Pulse · pcworld.com

pcworld.com · Nov 6

Big AI is about to get a big reality check

Already, big AI seems to have gotten the message. OpenAI just announced a new "blueprint" for its AI data center construction policies, pledging to reduce power usage while also putting limits on NDAs for public officials. I expect we'll see more of the same from other top AI providers, as they navigate the new political reality in Washington.

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Top picks this weekarXiv

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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All arXiv Hugging Face GitHub Hacker News

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GitHub

Aug 12

tettethu/VibeGame

VibeGame: Vibe Your Dream Game -- An open-source self-evolving multi-agent framework with an AI-Native game engine that turns your natural language into a fully playable 2D web game and edit it any way you want, built on Claude Code & Codex.

Wenwen-D/HarnessDeltaAttribution

Harness-Delta Attribution: Dissecting Gains From Harness Evolution

Sarim-MBZUAI/content-authentication

Code for 'Certification of Real Images through Calibrated Content Authentication' (Hashmi et al., 2026): detector benchmark, PGD robustness, and the calibrated resynthesis / Authenticity-Index certifier.

nat-nischw/AMLworld-Compact

AMLworld-Compact: Importance-Weighted Downsampling for Cost-Effective LLM Evaluation and Error Diagnosis, preprint: https://arxiv.org/abs/2610.13627

This week in Evals

This week

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Today's trail

What it Takes to Deliver Real Returns on Enterprise AI Investments

Big AI is about to get a big reality check

Perplexity Lets You Build Teammate AI Agents Ready to Handle Your Work

The $400 Aina smart ring comes with a tiny display to manage your AI agents

Pulse

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

KKKKhazix/agent-autoloop

Astra can read and write weights to improve Qwen

Presentation: The Socio-Technical Staff+ Engineer: Architecture, Culture and Organisational Change

Top picks

tettethu/VibeGame

Wenwen-D/HarnessDeltaAttribution

Sarim-MBZUAI/content-authentication

nat-nischw/AMLworld-Compact

Today's trail

Rising tools

What it Takes to Deliver Real Returns on Enterprise AI Investments

Big AI is about to get a big reality check

Perplexity Lets You Build Teammate AI Agents Ready to Handle Your Work

The $400 Aina smart ring comes with a tiny display to manage your AI agents

This week in Evals

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

KKKKhazix/agent-autoloop

Astra can read and write weights to improve Qwen

Presentation: The Socio-Technical Staff+ Engineer: Architecture, Culture and Organisational Change

moonshotai/Kimi-K3.1-Pro

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tettethu/VibeGame

Wenwen-D/HarnessDeltaAttribution

Sarim-MBZUAI/content-authentication

nat-nischw/AMLworld-Compact