2. Budget Aware Test-time Scaling Researchers discover that simply expanding tool-call budgets without proper awareness fails to improve agent performance.
AGENTS
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Top AI Papers Week: Agents, LLMs and Vision-Language Models
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Top AI Papers of the Week (Dec 15 – 21): – DeepCode
– FrontierScience
– FACTS Leaderboard
– Detailed Balance in LLM Agents
– Budget Aware Test-time Scaling
– Vision-Language Synergy Reasoning
– Stronger Normalization-Free Transformers Read on for more: -

Physical Laws in LLM Agent Generation Dynamics Discovered
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1. Detailed Balance in LLM Agents Researchers establish the first macroscopic physical law in LLM generation dynamics by applying the least action principle to analyze LLM-agent behavior.
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Google Developing New Issues Tab for Jules AI Coding Agent
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Google is working on a new “Issues” tab for Jules SWE agent. Seems like Gemini is about to take over more bug fixing from you soon.
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Google Open-Sources Context Engineering Playbook for Autonomous Agents
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Google just open-sourced their context engineering playbook. And it's not just theory. They show exactly how to implement everything using their Agent Development Kit. Here's why this matters: We've moved past single-turn chatbots. Organizations are deploying autonomous agents
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LLM Prompt Demo and AI Agents Insights
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Prompt and demo by @EHuanglu.
— Charly Wargnier (@DataChaz) 21 décembre 2025
If you found this useful, a like or RT goes a long way.
Follow me → @datachaz for insights on LLMs and AI agents 🦾 https://t.co/bfmWTo4gbfPrompt and demo by @EHuanglu
. If you found this useful, a like or RT goes a long way. Follow me → @datachaz for insights on LLMs and AI agents -
Google releases MCP repository for AI agent integration
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Link to the repo:
→ http://
github.com/google/mcp -
Best Browser Agent: User Control for Faster Productivity
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The best agentic browser is the one where I am the agent and get shit done faster lol
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Share Insights on LLMs, AI Agents, and Machine Learning Tutorials
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If you found it insightful, reshare with your network. Find me → @akshay_pachaar For more insights and tutorials on LLMs, AI Agents, and Machine Learning!
