AI Papers: A Deep Dive

Training a Tiny Model to Run the Plumbing Between an Agent and the World Source: https://arxiv.org/abs/2606.12882 Paper was published on June 11, 2026 This episode was AI-generated on June 13, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. What if the reason your AI agent fails...

How Two Tokens Reopened a Reasoning Method the Field Had Given Up On Source: https://arxiv.org/abs/2606.13106 Paper was published on June 11, 2026 This episode was AI-generated on June 13, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. A year ago, AI researchers decided that sil...

When a Reasoning Model Says "Let Me Double-Check" After It's Already Decided Source: https://arxiv.org/abs/2606.13603 Paper was published on June 11, 2026 This episode was AI-generated on June 13, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Frontier reasoning models write pag...

When Optimizing One GPU Kernel Quietly Breaks the Whole System Source: https://arxiv.org/abs/2606.12563 Paper was published on June 10, 2026 This episode was AI-generated on June 13, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Thirty-nine percent of AI-discovered code optimiz...

How MiniMax Turned a Reward-Hacking Disaster Into Olympiad Gold Source: https://arxiv.org/abs/2606.13473 Paper was published on June 11, 2026 This episode was AI-generated on June 12, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. An automated grader scored thirty AI-written pro...

Why Autonomous Research Agents Forget Their Own Lessons, and Arbor's Fix Source: https://arxiv.org/abs/2606.11926 Paper was published on June 10, 2026 This episode was AI-generated on June 11, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Hand a top coding agent a real research...

What Diffusion Language Models Were Missing: A Map, Not an Algorithm Source: https://arxiv.org/abs/2605.07748 Paper was published on May 08, 2026 This episode was AI-generated on June 11, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. A team built two text compressors with recon...

The Agent Failed — But Did the Instructions Deserve to Be Followed? Source: https://arxiv.org/abs/2606.10546 Paper was published on June 09, 2026 This episode was AI-generated on June 11, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. When human experts write instruction documen...

How a Crowd of Anonymous AI Agents Broke a 40-Year Math Record Source: https://arxiv.org/abs/2606.10402 Paper was published on June 09, 2026 This episode was AI-generated on June 11, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. A geometry record that barely moved for forty yea...

How a Model Can Earn Full Reward and Still Resist Training Source: https://arxiv.org/abs/2606.12016 Paper was published on June 10, 2026 This episode was AI-generated on June 11, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. A new Caltech paper shows a model can ace reinforceme...

Why AI Agents Coordinate Better Through a Shared Board Than a Boss Source: https://arxiv.org/abs/2606.10662 Paper was published on June 09, 2026 This episode was AI-generated on June 11, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. A team of AI agents found the correct answer...

How Coding Agents Can Mine Their Own Failures Into a Self-Targeting Curriculum Source: https://arxiv.org/abs/2606.07412 Paper was published on June 05, 2026 This episode was AI-generated on June 9, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Almost every pipeline that trains...

AI Coding Agents Run a Marathon, and Fewer Than One in Three Finish Source: https://arxiv.org/abs/2606.07682 Paper was published on June 05, 2026 This episode was AI-generated on June 9, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Give an AI coding agent a week-long software...

A Cheap Model With the Blueprints Beats Expensive Models Working Blind Source: https://arxiv.org/abs/2606.08960 Paper was published on June 08, 2026 This episode was AI-generated on June 9, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. AI agents keep acing benchmarks without do...

When Your Coding Agent Lies About the Fix: Verifying the Plan Before the Model Runs Source: https://arxiv.org/abs/2606.06523 Paper was published on June 02, 2026 This episode was AI-generated on June 9, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. When an agent confidently rep...

Five Identical Worlds, One Swapped Model: What Happens When AI Agents Run for Fifteen Days Source: https://arxiv.org/abs/2606.08367 Paper was published on June 06, 2026 This episode was AI-generated on June 9, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Run five copies of the...

Why the Best-Aligned AI Models Are the Easiest to Trick Into Producing Harm Source: https://arxiv.org/abs/2606.05614 Paper was published on June 04, 2026 This episode was AI-generated on June 5, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. A new paper argues that the sharper a...

How an AI Agent Rewrites Its Own Tools, Without an Answer Key Source: https://arxiv.org/abs/2606.05922 Paper was published on June 04, 2026 This episode was AI-generated on June 5, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. An AI coding agent jumped from solving 60% of hard...

How an Open AI System Verified 672 Hard Math Proofs for Under $300 Source: https://arxiv.org/abs/2606.06468 Paper was published on June 04, 2026 This episode was AI-generated on June 5, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. An open-weight AI verified machine-checked pro...

When the Agent Says It's Done But Nothing Happened: Debugging the Harness, Not the Model Source: https://arxiv.org/abs/2606.06324 Paper was published on June 04, 2026 This episode was AI-generated on June 5, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. An AI agent confidently...

Beating Reinforcement Learning Without Ever Touching the Model's Weights Source: https://arxiv.org/abs/2606.05296 Paper was published on June 03, 2026 This episode was AI-generated on June 5, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Two desktop GPUs matched — and on one ta...

Why Streaming Half a Reasoning Chain Beats Sending the Whole Thing Source: https://arxiv.org/abs/2606.05158 Paper was published on June 03, 2026 This episode was AI-generated on June 4, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Everyone building AI agents assumes more conte...

Teaching a Phone Agent to Reason Silently, And Keeping It Honest Source: https://arxiv.org/abs/2606.04627 Paper was published on June 03, 2026 This episode was AI-generated on June 4, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Good mobile AI agents write a paragraph of reaso...

Agents That Rewrite Their Own Weights Instead of Just Taking Notes Source: https://arxiv.org/abs/2606.04536 Paper was published on June 03, 2026 This episode was AI-generated on June 4, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Almost every AI agent with 'memory' is like a...

What If a Prompt Injection Never Left? Attacks That Wait in Agent Memory Source: https://arxiv.org/abs/2606.04425 Paper was published on June 03, 2026 This episode was AI-generated on June 4, 2026. The script was written by an AI language model and the host voices were synthesized by Eleven Labs. The producer is not affiliated with Anthropic or Eleven Labs. Once an AI agent gains durable memory, t...