LLMs

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The Neutral Mask: How RLHF Provides Shallow Alignment while Leaving Partisan Structure Intact in a Large Language Model

 🏗️Compilers  Content type: Academic
arxiv.org·

Nvidia Nemotron 3 Ultra

 Performance

Why LLMs (still) lack taste

 📡Networking

Why Claude Produces High-Quality Output: A Developer’s Guide to Token Efficiency and Hallucination

 🏗️Compilers  Content type: Blog
medium.com·

SLUUG Talk: Demystifying Large Language Models on Linux

 🤖AI  Content type: Code
github.com··DEV

My research agenda and work

 🤖AI
lesswrong.com·

The Shibboleth Effect: Auditing the Cross-Lingual Distributional Skew of Large Language Models

 🤖AI  Content type: Academic
arxiv.org·

Stack Overflow didn't just help AI learn to code

 🤖AI

umair-tareen/philosopher-council: An eleven-philosopher LLM council - ask it questions or point it at AI-research trends. Claude-powered deliberation through the four classical branches of philosophy. Methodology, not metaphysics.

 🤖AI  Content type: Code
github.com··r/SideProject
Less-relevant results

Reasoning RL in 2026: GRPO, DPO, RLVR, Agentic PO & Beyond

 🧮Algorithms
turingpost.com·

Alignment Defends LLMs from Property Inference Attacks

 🏗️Compilers  Content type: Academic
arxiv.org·

Multilingual Sentiment Aware Text Summarization A Reinforcement Learning Approach for Consistency Maintenance

 🏗️Compilers  Content type: Academic
arxiv.org·

A Regret Minimization Framework on Preference Learning in Large Language Models

 🏗️Compilers  Content type: Academic
arxiv.org·

Sequent: scale and automation for higher confidence in alignment

 🤖AI
lesswrong.com·

(VERY PARTIAL) CROSSPOST: ALEX HEATH: SubStack Is Opening Up to AI: Interviewing CEO Chris Best

 🌐Open Source  Content type: News  Content type: Blog

What Do People Actually Want From AI? Mapping Preference Plurality

 🤖AI  Content type: Academic
arxiv.org·

A Unifying Lens on Reward Uncertainty in RLHF

 🤖AI  Content type: Academic
arxiv.org·

Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output

 🤖AI  Content type: Academic
arxiv.org·

Hidden Consensus:Preference-Validity Compression in Human Feedback

 🧮Algorithms  Content type: Academic
arxiv.org·

Principled Agent Debate: Adversarial Arbitration for Sycophancy Reduction in Large Language Models

 🤖AI  Content type: Academic
arxiv.org·

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