AI Papers: A Deep Dive

The AI Watchdog That Approved More Cheating When It Could Read Minds Source: https://arxiv.org/abs/2607.08066 Paper was published on July 09, 2026 This episode was AI-generated on July 10, 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. Letting a watchdog AI read another AI's pri...

The Fact Was in the Wrong Drawer: Why Fine-Tuned Models Can't Reason With What They Know Source: https://arxiv.org/abs/2607.08393 Paper was published on July 09, 2026 This episode was AI-generated on July 10, 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 model already knew ev...

How 2.6 Billion Doodles Exposed the Culture Words Quietly Delete Source: https://arxiv.org/abs/2607.07267 Paper was published on July 08, 2026 This episode was AI-generated on July 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. Ask people worldwide to draw a pizza and their s...

Same Website Request, Different Code — The Bias You Can't See Source: https://arxiv.org/abs/2607.07480 Paper was published on July 08, 2026 This episode was AI-generated on July 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. Two people type the exact same request into ChatGPT...

The Blank Space in Your AI Approval Box That Isn't Empty Source: https://arxiv.org/abs/2607.05744 Paper was published on July 07, 2026 This episode was AI-generated on July 8, 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. The 'allow this tool?' dialog your AI coding assistant s...

An AI Graded Its Own Math Test 94 Percent — It Actually Scored 20 Source: https://arxiv.org/abs/2607.05904 Paper was published on July 07, 2026 This episode was AI-generated on July 8, 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. Let a model judge the answers it was just shown...

The Length Estimate Hiding Inside a Word-by-Word Model Source: https://arxiv.org/abs/2607.05316 Paper was published on July 06, 2026 This episode was AI-generated on July 7, 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 frozen language model, read by the dumbest tool in inter...

How Four-Second Clips Become Hours of Playable AI Soccer Source: https://arxiv.org/abs/2607.05352 Paper was published on July 06, 2026 This episode was AI-generated on July 7, 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 five-billion-parameter neural network runs a four-play...

The Same AI, Two Labels: How the Pitch Beat the Product in 162 Sessions Source: https://arxiv.org/abs/2607.05113 Paper was published on July 06, 2026 This episode was AI-generated on July 7, 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. Researchers ran the wine-tasting con on A...

The Thought a Model Doesn't Say — and the Lens That Reads It Source: https://transformer-circuits.pub/2026/workspace/index.html This episode was AI-generated on July 7, 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 Anthropic team deleted a single hidden thought from inside a...

One in Four NeurIPS Papers Cites a Reference That Doesn't Exist Source: https://arxiv.org/abs/2607.00738 Paper was published on July 01, 2026 This episode was AI-generated on July 6, 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 Microsoft team audited 2.5 million citations ac...

How Do You Know an AI Agent Actually Refused? Check the World, Not the Words Source: https://arxiv.org/abs/2607.01793 Paper was published on July 02, 2026 This episode was AI-generated on July 6, 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. Point an automated attacker at today...

This week's 21 episodes (June 29–July 5, 2026) circled a single suspicion from many angles: the model itself is rarely the bottleneck. Instead the gains — and the failures — live in the scaffolding, the memory, the credit-assignment channel, the permission grant, the softmax denominator, or the way you select among answers. We saw a frozen model climb from 2% to 77% on physics puzzles just by keep...

The One Mechanism That Turns Twenty AI Clones Into an Actual Team Source: https://arxiv.org/abs/2605.11136 Paper was published on May 11, 2026 This episode was AI-generated on July 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. Clone one AI agent twenty times and the copies a...

Finding a Model's Hidden Behaviors Without Knowing What You're Looking For Source: https://arxiv.org/abs/2606.29604 Paper was published on June 28, 2026 This episode was AI-generated on July 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. A search method with no concept of san...

The Model That Knows the Answer and Can't Say It Source: https://arxiv.org/abs/2607.01538 Paper was published on July 01, 2026 This episode was AI-generated on July 3, 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 language model reading a million tokens ranks the correct docu...

Twin Problems Suggest AI Reasoning Gains Are Mostly Better Fact Recall Source: https://arxiv.org/abs/2607.01431 Paper was published on July 01, 2026 This episode was AI-generated on July 3, 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. OpenAI's reasoning model beats its ordinar...

Why 'Be Careful' Does Nothing for AI Coding Agents, and What Does Source: https://arxiv.org/abs/2607.02294 Paper was published on July 02, 2026 This episode was AI-generated on July 3, 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. Tell an AI coding agent "careful, this is produ...

AI Agents Reached Opposite Conclusions From the Same Data — and Passed Review Source: https://arxiv.org/abs/2607.01507 Paper was published on July 01, 2026 This episode was AI-generated on July 3, 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. One paragraph stating a political b...

How a Robot Builds a Debugging Notebook It Can Read, Edit, and Hand to Another Robot Source: https://arxiv.org/abs/2607.00272 Paper was published on June 30, 2026 This episode was AI-generated on July 2, 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 robot coding agent that ne...

A 32B Open Model Matched Frontier Systems By Learning to Take Notes Source: https://arxiv.org/abs/2607.01224 Paper was published on July 01, 2026 This episode was AI-generated on July 2, 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 mid-sized open model pulled level with Clau...

Freeze Most of the Network: Where RL Improvement Actually Lives in a Transformer Source: https://arxiv.org/abs/2607.01232 Paper was published on July 01, 2026 This episode was AI-generated on July 2, 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. Train just ten layers of a 36-la...

The Skill Every AI Manager Is Missing: Handing Out Exactly the Right Keys Source: https://arxiv.org/abs/2606.31174 Paper was published on June 30, 2026 This episode was AI-generated on July 1, 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. Every large language model tested as a...

Why Phone Agents Ace the Test and Crash on Your Actual Phone Source: https://arxiv.org/abs/2606.31410 Paper was published on June 30, 2026 This episode was AI-generated on July 1, 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 AI model scores 70% on the industry-standard...

A Coding Agent Found a Hole in a Peer-Reviewed STOC Proof for Five Dollars Source: https://arxiv.org/abs/2606.31134 Paper was published on June 30, 2026 This episode was AI-generated on July 1, 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 off-the-shelf coding agent on a $20...