2025-07-23

Healthy AI relationships as a microcosm

Published on July 23, 2025 3:59 PM GMTThere’s been a lot of chatter lately about AI models possibly causing psychotic episodes. It’s not totally clear how much this is happening,...

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How to survive as an indie developer for 20 years

"Size Five has always just plodded along without a colossal success, which is fine by me. I'm still here."

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Multi-Token Prediction: Mastering Algorithmic Reasoning with Enhanced Resource Use

Discover how multi-token prediction improves LLM algorithmic reasoning, potentially by learning to allocate computational resources more efficiently across token positions, as explored through experiments with pause tokens.

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1 month ago

Lovable Agent Mode

Lovable now thinks, plans, and acts on its own Discussion | Link

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1 month ago

Redefining Induction: Multi-Token vs. Next-Token on High-Quality LLM Data

This figure showcases how training on higher-quality data enforces early induction capability, demonstrating that multi-token prediction's advantage in this task diminishes for larger models as feature learning transforms it into...

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1 month ago

Ten AI safety projects I'd like people to work on

Published on July 23, 2025 3:28 PM GMTCross-posting this new blog post I wrote. Apologies for the trite intro — I'm trying to write the blog in a pretty accessible...

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1 month ago

Things Are Looking Really, Really Bad for Tesla

Elon Musk's carmaker Tesla is widely expected to disappoint with its Q2 delivery numbers later today. Demand for the EVs has dried up significantly over the past 18 months, driven...

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Author Kate Broad writes about the role of indie bookstores in a...

Author Kate Broad writes about the role of indie bookstores in a time when public libraries are under attack. “This fight for free speech isn’t new, and independent bookstores have...

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1 month ago

Anti-Superpersuasion Interventions

Published on July 23, 2025 3:18 PM GMTSome ideas on how to handle mildly superpersuasive AI systems. Top recommendation: AI developers should have a designated position at their organization for...

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1 month ago

Strategic LLM Training: Multi-Token Prediction's Data Efficiency in Mathematical Reasoning

This figure illustrates the profound impact of training scale on multi-token prediction models' performance on GSM8K, highlighting critical data efficiency considerations for mathematical reasoning.

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1 month ago

Cyber Threat Intelligence (CTI) Pakistan, 2025: Cybersecurity Is Everyone’s Business

The CTI Pakistan 2025 brought together cybersecurity professionals, policymakers, and technology leaders under one roof. The event kicked off with Capture the Flag challenge. The second day shifted gears with...

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Igniting Generative Power: Multi-Token LLMs for Advanced Text Summarization

This section reports on the significant strides made in abstractive text summarization by 7B multi-token prediction models, highlighting their enhanced generative capabilities after extensive natural language training.

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Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning

Published on July 23, 2025 2:57 PM GMTSummaryWe introduce an interpretability-based technique for controlling how fine-tuned LLMs generalize out-of-distribution, without modifying training data.We show it can mitigate emergent misalignment by...

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1 month ago

Quoting Dave White

like, one day you discover you can talk to dogs. it's fun and interesting so you do it more, learning the intricacies of their language and their deepest customs. you...

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Transformers Don't Need LayerNorm at Inference Time: Implications for Interpretability

Published on July 23, 2025 2:55 PM GMTThis work was produced during MARS and SPAR. arXiv version available at https://arxiv.org/abs/2507.02559. Code on GitHub and models on HuggingFace.TL;DR we scaled LayerNorm...

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