Digest #1

2026-07-16 to 2026-07-16 · 280 items

2026-07-16 22:59:57

Source: published/digests/2026-07-16.md

Daily digest - 2026-07-16

Backlog clear: 280 curated items since ingest started (no prior digest). Grouped by topic; tier 1 first within each section.

Agent Evaluation

Do Agent Optimizers Compound? A Continual-Learning Evaluation on Terminal-Bench 2.0 - Primary research. Most reported gains from agent-optimization methods are one-shot: an agent is optimized against a fixed benchmark and the resulting improvement is reported as if it were a stable property of the method. This does not... link
DeepStress: Stress-Testing Deep Search Agents - Primary research. While search agents demonstrate impressive capabilities in multi-step question answering, their robustness to poor-quality evidence remains under-explored. This phenomenon occurs rarely in realistic benchmarks but... link
SPyCE: Skill-Policy Co-evolution for Multimodal Agents - Primary research. Multimodal agents that think with images iteratively manipulate visual evidence and invoke tools across many steps. Existing reinforcement learning methods reduce trajectories to scalar rewards, forcing the policy to... link
Self-Evolving Agent Harnesses via Gated Semantic Quality-Diversity - Primary research. An LLM agent's real-task performance is shaped as much by the harness around its model as by the frozen model itself: its prompts, injected knowledge, runtime control, and configuration. In deployment the harness is... link
Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents - Primary research. Large Language Model (LLM) agents increasingly rely on external memory systems to accumulate experience across tasks. Yet nearly all existing approaches, from graph-structured memories to reflective insight stores,... link
MyAG: A Graph-Based Framework for Designing and Analyzing Composable LLM Agent Systems - Primary research. We present MyAG, a graph-based framework for designing and analyzing composable LLM agent systems. Our framework separates agent system construction into three graph abstractions: a component graph for agents,... link
DevicesWorld: Benchmarking Cross-Device Agents in Heterogeneous Environments - Primary research. LLM-based agents have rapidly improved at operating individual digital environments such as mobile applications, desktop systems, and smart homes. However, real-world user goals often span multiple devices:... link
Early Adoption of Agentic Coding Tools by GitHub Projects - Primary research. Agentic coding tools are increasingly capable of generating and submitting pull requests (PRs) to software projects, introducing new forms of human-agent collaboration in software development. While prior studies... link
The Dynamic Verifiable Multi-Agent Human Agentic Loyalty Loop (DVM-HALL) Model and the Net Human-Agent Score (NHAS) in Autonomous Commerce - Primary research. The rapid proliferation of Agentic Artificial Intelligence fundamentally disrupts traditional customer loyalty paradigms. As AI evolves from passive recommendation algorithms to autonomous, goal-directed agents... link
A Self-Evolving Agent for Longitudinal Personal Health Management - Primary research. Personal health management unfolds over repeated encounters, yet most health AI systems treat each request in isolation. We developed HealthClaw, an open-source agent architecture that updates support as a person's... link
Partially Correlated Verifier Cascades in LLM Harnesses: Concave Log-Odds, Polynomial Reliability, and Blind-Spot Ceilings - Primary research. Serial verification gates are a core reliability primitive in LLM harnesses: a candidate answer is returned only if $k$ verifier calls all accept it. Under conditionally independent gates, the recent Odds Law... link
Experience Memory Graph: One-Shot Error Correction for Agents - Primary research. Large Language Model (LLM) agents have shown remarkable capabilities in autonomous decision-making by generating sequential trajectories of states, actions, and observations. However, in complex, long-horizon tasks,... link
TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents - Primary research. Multi-turn agents solve complex tasks through extended sequences of tool interactions before producing a final answer, making credit assignment a fundamental challenge during post-training. Outcome rewards provide... link
Intelligence is Free, Now What? Data Systems for, of, and by Agents - Lab/vendor primary source.  ... government of the people, by the people, for the people ... — Abraham Lincoln, Gettysburg Address (1863)... link
Using Local Coding Agents - Named practitioner synthesis. Using Open-Weight Models in Local Coding Harnesses as an Alternative to Claude Code and Codex Subscriptions link
Components of A Coding Agent - Named practitioner synthesis. How coding agents use tools, memory, and repo context to make LLMs work better in practice link
Why AI Infrastructure must evolve for Agent Experience - Akshat Bubna, Modal CTO - Named practitioner synthesis. 2 years after our first coverage, we return with Modal's other cofounder to explore why Agent Experience is working now, and everything they have learned building the new agent cloud. link
[AINews] Lilian Weng summarizes 35 papers on Harness Engineering for RSI - Named practitioner synthesis. a quiet day lets us read some condensed insight link
GLM-5.2 is the step change for open agents - Named practitioner synthesis. A capability threshold I've been carefully monitoring. link
A Guide to Which AI to Use in the Agentic Era - Named practitioner synthesis. It's not just chatbots anymore link
Agents - Named practitioner synthesis. Intelligent agents are considered by many to be the ultimate goal of AI. The classic book by Stuart Russell and Peter Norvig, Artificial Intelligence: A Modern Approach (Prentice Hall, 1995), defines the... link
Harness Engineering for Self-Improvement - Named practitioner synthesis. The concept of recursive self-improvement (RSI) dates back to <a href="https://philpapers.org/rec/GOOSCT">I. J. Good (1965)</a>, where he defined an “ultraintelligent machine” as a... link
LLM Powered Autonomous Agents - Named practitioner synthesis. Building agents with LLM (large language model) as its core controller is a cool concept. Several proof-of-concepts demos, such as <a href="https://github.com/Significant-Gravitas/Auto-GPT">AutoGPT</a>, <a... link
Agent-talk: Enabling coding agents to work together - Social/community chatter. Agent-talk: Enabling coding agents to work together: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Show HN: Sentinel - open-source QA agent that reads your code before it clicks - Social/community chatter. Show HN: Sentinel - open-source QA agent that reads your code before it clicks: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Launch HN: Coasty (YC S26) - An API for computer-use agents - Social/community chatter. Launch HN: Coasty (YC S26) - An API for computer-use agents: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Self-testing AI harness finds its own bugs - Social/community chatter. Self-testing AI harness finds its own bugs: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Designing APIs for Agents - Social/community chatter. Designing APIs for Agents: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Open-source memory for coding agents, synced over SSH - Social/community chatter. Open-source memory for coding agents, synced over SSH: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Launch HN: Agnost AI (YC S26) - Extract user feedback from agent conversations - Social/community chatter. Launch HN: Agnost AI (YC S26) - Extract user feedback from agent conversations: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Show HN: Capn-hook for coding agents - don't grep the same mystery twice - Social/community chatter. Show HN: Capn-hook for coding agents - don't grep the same mystery twice: primary finding or release worth scanning for teaching angles (Social/community chatter). link

LLM Judges

Self-supervised Speech Comparison for L2 Phone, Rhythm, and Intonation Scoring - Primary research. L2 speech assessment has traditionally focused on phonetic assessment, leaving the scoring of suprasegmental features such as rhythm and intonation underexplored. Moreover, assessment methods often require training... link
The Test Oracle Problem in Synthetic LLM-as-Judge Corpora: Disappearance, Distortion and a Validation Protocol - Primary research. Studies of bias in LLM-as-judge systems typically build synthetic corpora by prompting an LLM to generate a hallucinated answer to pair with a factual one, then presenting both to a judge. We report a case in which... link
Auditing Protocol-Level Shortcuts in Large Audio Language Model Judges for Speech Evaluation - Primary research. Large audio-language models (LALMs) are increasingly used as automatic judges for speech evaluation. However, high agreement with human ratings does not guarantee that their verdicts are grounded in the audio. A... link
When Rubrics Change: Cross-Rubric Generalization for Critical Thinking Essay Scoring - Primary research. Automated essay scoring (AES) research has largely focused on cross-prompt generalization, where essays from unseen prompts are scored while the scoring criteria are typically held constant. In practice, however,... link
Earthquaker-AI: A Retrieval-Augmented Generation Framework with Rubric-Based Assessment for Primary School Earthquake Education - Primary research. This paper presents Earthquaker-AI, a hybrid educational framework building upon a previously implemented educational robotics project by integrating a conversational AI assistant based on Retrieval-Augmented... link

Coding Agents

Rethinking Penetration Testing for AI-Enabled Systems: From Resource Compromise to Behavioral Objective Violation - Primary research. Penetration testing traditionally evaluates whether adversaries can exploit weaknesses in software, infrastructure, configurations, or operational controls to achieve security-relevant compromise. This paradigm... link
Generative Compilation: On-the-Fly Compiler Feedback as AI Generates Code - Primary research. Languages with rich static semantics, such as Rust, provide stronger guarantees for AI-generated code, but their strictness makes generation more difficult. Off-the-shelf compilers can provide useful feedback... link
CAS I: A Geometric Coding Theorem - Primary research. This paper establishes a direct analogue of the classical Coding Theorem in the setting of symmetry groups. We consider computable bijections on the set of binary strings, called symmetries and define the symmetry... link
Leveraging unlabelled data for generalizable neural population decoding - Primary research. Robust and accurate neural decoders are integral to neurotechnologies such as brain-computer interfaces and closed-loop experiments. Recent work has shown that tokenizing neural data at the spike level facilitates... link
The Dangerous Illusion of AI Coding Skills - Named practitioner synthesis. For thousands of years, humans have built tools to make hard things easier. A hammer does not make you worse at building. But is AI different because AI helps your brain, not your hands? And that raises an... link
github/copilot-sdk - Social/community chatter. Multi-platform SDK for integrating GitHub Copilot Agent into apps and services link

RAG Systems

Analogical Deep Research: Retrieving and Integrating Historical Analogies for Foresight Analysis - Primary research. Systematic comparisons between current situations and structurally similar past events in the historical, i.e., historical analogies, is among the most powerful tools for foresight analysis. In this work, we present... link
The Illustrated Retrieval Transformer - Named practitioner synthesis. Discussion: Discussion Thread for comments, corrections, or any feedback. Translations: Korean, Russian Summary: The latest batch of language models can be much smaller yet achieve GPT-3 like performance by being... link

Post-Training

Post-Training Shifts Confidence: A Three-Stage Analysis of How SFT, RL, and OPD Shape Pre-, Intra-, and Post-CoT Calibration - Primary research. Large language models have made strong reasoning gains through supervised fine-tuning, reinforcement learning, and on-policy distillation, yet these post-training methods are usually evaluated only by final-answer... link
Consensus as Privileged Context for Label-Free Self-Distillation - Primary research. Sampling multiple solutions and returning the majority answer is among the most reliable ways to improve the reasoning accuracy of large language models without labels, and a growing family of methods converts this... link
Lighthouse RL: Sample-Efficient Circuit Optimization via Strategic Reset Points - Primary research. In this paper, we introduce Lighthouse RL, a sample-efficient reinforcement learning (RL) approach for analog circuit sizing. Traditional methods lack generalization across different performance targets, while... link
Lyapunov Exponent as Physics-Informed Dense Reward: RL Discovery of Stabilization Beyond the Kapitza Pendulum - Primary research. We suggest using the Lyapunov characteristic exponent (LCE) as a dense reward signal for the reinforcement learning problem of stabilizing the inverted pendulum with vertical motion. With LCE, the agent not only... link
RL without TD learning - Lab/vendor primary source.  In this post, I’ll introduce a reinforcement learning (RL) algorithm based on an “alternative” paradigm: divide and conquer. Unlike traditional methods, this algorithm... link
Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign) - Lab/vendor primary source.  Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. However, as LLMs have improved, so have the attacks against them. <a... link
Import AI 460: Reward hacking society, RSI data from Anthropic; and RL-based quadcopter racing - Named practitioner synthesis. When will markets price the singularity? link
Predictive Human Preference: From Model Ranking to Model Routing - Named practitioner synthesis. A challenge of building AI applications is choosing which model to use. What if we don’t have to? What if we can predict the best model for any prompt? Predictive human preference aims to predict which model users... link

Safety Security

UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors - Primary research. We investigate which language model evasion attacks survive state-of-the-art adversarial fine-tuning, developing strategies that sweep the top 5 positions on the ELOQUENT 2026 Voight-Kampff leaderboard. While... link
Screening of Biosecurity Features in Metagenomic Data with Evo 2 Probes - Primary research. Genomic foundation models such as Evo 2 learn rich sequence representations, but their value for biosecurity screening is largely unexplored. We ask how much biosecurity-relevant signal is linearly accessible in... link
Claude Fable 5 and new AI safety fables - Named practitioner synthesis. One step further into the power politics of frontier AI systems. link
Patterns for Building Cybersecurity Evals - Named practitioner synthesis. A sandboxed target, inputs that influence task difficulty, tools, and a grader. link
Adversarial Attacks on LLMs - Named practitioner synthesis. The use of large language models in the real world has strongly accelerated by the launch of ChatGPT. We (including my team at OpenAI, shoutout to them) have invested a lot of effort to build default safe behavior... link
Breaking: Demis Hassabis endorses preflight safety testing for AI - Named practitioner synthesis. Good news, for once. link
Launch HN: Traceforce (YC S26) - Company-wide security monitoring for AI apps - Social/community chatter. Launch HN: Traceforce (YC S26) - Company-wide security monitoring for AI apps: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Teen hackers who live streamed cyber-attack on TfL jailed - Social/community chatter. Teen hackers who live streamed cyber-attack on TfL jailed: primary finding or release worth scanning for teaching angles (Social/community chatter). link

AI Education

High-Order Question Generation in a Multilingual Educational Context - Primary research. Critical thinking is a fundamental skill that helps learners move beyond simple memorization. One way to develop this skill is through high-order questioning. However, crafting such questions remains a challenge for... link
AI-accelerated End-to-End Framework for Rapid Professional Upskilling - Primary research. By 2030, 59 of every 100 workers will need reskilling or upskilling, yet the average time to close an enterprise skills gap grew from roughly 3 days in 2014 to 36 days in 2018. Most current frameworks accelerate... link
Import AI 463: Self-improving robots; a 10k Chinese GPU cluster; and an elegiac essay for the human era - Named practitioner synthesis. What eras bookend our interregnum? link

Multimodal AI

Groc-PO: Grounded Context Preference Optimization for Truthful Multimodal LLMs - Primary research. Despite the rapid progress of Multimodal Large Language Models (MLLMs), they still suffer from untruthfulness issues, such as visual hallucinations, content fabrication, and unfaithful reasoning, which substantially... link
Live Gurbani Tracking: A Benchmark and Reference System for Captioning Sikh Kirtan - Primary research. We present a benchmark and reference system for live captioning of Sikh Kirtan - the continuous, sung recitation of verses from the Sri Guru Granth Sahib Ji (SGGS). Unlike open-vocabulary lyrics transcription, Kirtan... link
Multi-Expert Routing for Multi-Domain Low-Resource OCR: A Manchu Case Study - Primary research. Historical Manchu OCR must accommodate various visually distinct writing styles, including regular script, running script, and the semi-cursive chancery hand used in palace memorials, despite limited labeled data. We... link
Music-to-Dance Generation via Atomic Movements - Primary research. Music-driven dance generation aims to produce human motion that is both rhythmically synchronized and semantically consistent with music. While recent neural approaches have achieved impressive visual realism, they... link
Unleashing Multimodal Large Language Models for Training-free HOI Detection in the Wild - Primary research. Human-object interaction detection (HOID) has traditionally been formulated as a supervised detection problem over predefined interaction categories. While such paradigms achieve strong performance on closed-set... link
Multimodal Assessment of Pancreatic Cancer Resectability Using Deep Learning - Primary research. Accurate determination of pancreatic ductal adenocarcinoma (PDAC) resectability relies on evaluating how the tumor interacts with major peripancreatic vessels on CT imaging, yet expert assessment often shows... link
Multimodal Empirical Bayes Variational Autoencoders for Joint Longitudinal and Time-to-Event Modeling - Primary research. Longitudinal tumor measurements, dropout information, and genetic covariates provide complementary information about treatment response, but integrating these data sources within a single population modeling... link
A novel unsupervised machine learning strategy to handle multimodal cardiac PET/MRI data - Primary research. Arrhythmogenic left ventricular cardiomyopathy is a genetic myocardial disease difficult to diagnose due to the lack of gold standard criteria. Simultaneous PET/MR imaging, combined with multiparametric quantitative... link
AGI Is Not Multimodal - Lab/vendor primary source. <blockquote>"In projecting language back as the model for thought, we lose sight of the tacit embodied understanding that undergirds our intelligence." –Terry Winograd</blockquote>The recent... link
We Need Positive Visions for AI Grounded in Wellbeing - Lab/vendor primary source. <h2 id="introduction">Introduction</h2>Imagine yourself a decade ago, jumping directly into the present shock of conversing naturally with an encyclopedic AI that crafts images, writes code, and debates... link
[AINews] Thinky's Inkling: 975B-A41B multimodal, new best American Apache 2.0 open model (with Inkling-Small, 276B-A12B) - Named practitioner synthesis. Thinky's first full LLM release is a banger and bonus: it's open weights! link
Multimodality and Large Multimodal Models (LMMs) - Named practitioner synthesis. For a long time, each ML model operated in one data mode - text (translation, language modeling), image (object detection, image classification), or audio (speech recognition). However, natural... link

Forecasting

Hindcast: Replaying Prediction Markets to Evaluate LLM Forecasters - Primary research. Forecasters are evaluated by backtesting, which replays resolved questions and grades the probability the system would have assigned before the outcome was known. For LLMs, two channels leak the answer into this... link
Import AI 464: Fable writes GPU kernels; AI automation; and analog computation - Named practitioner synthesis. Is this the beginning of a new world? link

Translation NLP

Can an Old Dog Be Taught New Tricks? Taking LLMs Beyond Sentence Level Translation - Primary research. Automatic translation systems, from CAT tools to MT, overwhelmingly treat translation as a sentence-by-sentence act. This paper asks whether LLMs can be moved beyond that paradigm through whole-document,... link
Constraint-Aware Counterfactual Editing for Aspect-Based Sentiment Analysis - Primary research. Aspect-Based Sentiment Analysis (ABSA) requires models to identify sentiment toward specific aspects rather than relying on the global polarity of a sentence. This makes counterfactual evaluation especially... link
DeltaMerge-LowRes: Composing Language and Task Deltas for Low-Resource Adaptation - Primary research. Adapting a multilingual encoder to a new language \emph{and} a new task with only a few hundred gold examples is a common low-resource NLP setting, yet the two axes are usually fused via an expensive language--task... link
Graded Entity-Familiarity Readouts in Language Models: Polish Adaptation, Cross-Language Robustness, and Refusal Steering - Primary research. Can a language model estimate its familiarity with an entity before generating an answer? We study activations at the final prompt token in twelve instruction-tuned models from the Bielik, PLLuM, Gemma-4, and Qwen3... link
EMNLP 2023 Primer (corroborated) - Named practitioner synthesis. An overview of EMNLP 2023 papers covering QA, instruction tuning, task adaptation, NLG evaluation, and multilingual models and datasets. link
Applying massive language models in the real world with Cohere - Named practitioner synthesis. A little less than a year ago, I joined the awesome Cohere team. The company trains massive language models (both GPT-like and BERT-like) and offers them as an API (which also supports finetuning). Its founders... link
Finding the Words to Say: Hidden State Visualizations for Language Models - Named practitioner synthesis. By visualizing the hidden state between a model's layers, we can get some clues as to the model's "thought process". Figure: Finding the words to say After a language model generates a sentence, we can visualize a... link
Interfaces for Explaining Transformer Language Models - Named practitioner synthesis. Interfaces for exploring transformer language models by looking at input saliency and neuron activation. Explorable #1: Input saliency of a list of countries generated by a language model Tap or hover over the output... link
NLP Research in the Era of LLMs - Named practitioner synthesis. This post discusses compute as the main constraint for doing research in NLP and highlights five key research directions that do not require much compute. link

Model Releases

[AINews] Codex usage up >10x in 6 months to 7M users, +1M in the past ~day; did Codex overtake Claude Code?? - Named practitioner synthesis. a quiet day lets us fact check some numbers against the sound of silence of Claude Code reporting... link
[AINews] OpenAI launches GPT 5.6 Sol/Terra/Luna, Codex becomes ChatGPT superapp - Named practitioner synthesis. A big day for OpenAI. link
[AINews] SpaceXAI launches Grok 4.5, first Opus-class model post Cursor acquisition - Named practitioner synthesis. SpaceXAI continues to move faster than any other frontier lab on earth. link
Sign of the future: GPT-5.5 - Named practitioner synthesis. One impressive step on the curve link
Claude Dispatch and the Power of Interfaces - Named practitioner synthesis. We often lack the tools for the job, even if the AI is capable enough link
Claude Code and What Comes Next - Named practitioner synthesis. With the right tools, AI can accomplish impressive things link
How I tricked Claude into leaking your deepest, darkest secrets - Named practitioner synthesis. <a href="https://www.ayush.digital/blog/the-memory-heist">How I tricked Claude into leaking your deepest, darkest secrets</a> I've <a... link
Let's reproduce GPT-2 (124M) - Named practitioner synthesis. hi everyone so today we are going to be continuing our Zero to Hero series and in particular today we are going to reproduce the gpt2 model the 124 million version of it so when openi released gpt2 this was 2019 and... link
Claude's Brain Has A Secret... And Scientists Found It - Named practitioner synthesis. What would you see if your whole world was made out of numbers? Yes, like in the Matrix movie. A bat sees with sound. A reindeer shifts its vision into ultraviolet for the winter. But, an AI system does not have... link
NotebookLM is now Gemini Notebook - Social/community chatter. NotebookLM is now Gemini Notebook: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Google Gemini Launch Delayed as Tech Falls Short of Internal Goals - Social/community chatter. Google Gemini Launch Delayed as Tech Falls Short of Internal Goals: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Brainless: Shadcn components that look like Claude Code, Codex and Grok - Social/community chatter. Brainless: Shadcn components that look like Claude Code, Codex and Grok: primary finding or release worth scanning for teaching angles (Social/community chatter). link
1Password for Claude: Give Claude access without giving up your credentials - Social/community chatter. 1Password for Claude: Give Claude access without giving up your credentials: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Agentty - A drop-in alternative to claude-code, written in C++26. 11.0 MB binary - Social/community chatter. Agentty - A drop-in alternative to claude-code, written in C++26. 11.0 MB binary: primary finding or release worth scanning for teaching angles (Social/community chatter). link
64% of recent Show HN launches are invisible to AI search (I audited 45) - Social/community chatter. 64% of recent Show HN launches are invisible to AI search (I audited 45): primary finding or release worth scanning for teaching angles (Social/community chatter). link
How to stop Claude from saying load-bearing - Social/community chatter. How to stop Claude from saying load-bearing: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Claude can now use your 1Password credentials for you - Social/community chatter. Claude can now use your 1Password credentials for you: primary finding or release worth scanning for teaching angles (Social/community chatter). link

Practitioner Notes

2026 BAIR Graduate Showcase - Lab/vendor primary source.  Congratulations to the Berkeley Artificial Intelligence Research (BAIR) Lab class of 2026! This year, BAIR celebrates another remarkable group of Ph.D. graduates whose curiosity,... link
Adaptive Parallel Reasoning: The Next Paradigm in Efficient Inference Scaling - Lab/vendor primary source.  <img alt="Adaptive Parallel Reasoning overview" src="https://bair.berkeley.edu/static/blog/adaptive-parallel-reasoning/cover.png" /> <i... link
Gradient-based Planning for World Models at Longer Horizons - Lab/vendor primary source.  <div style="display: flex; margin-bottom: 1.5em;"> <img alt="BallNav demo" src="https://bair.berkeley.edu/static/blog/grasp/ballnav_demo.gif" /> <img alt="Push-T demo"... link
Identifying Interactions at Scale for LLMs - Lab/vendor primary source.   <img alt="different_tests"... link
Information-Driven Design of Imaging Systems - Lab/vendor primary source. <!-- These are comments in HTML. The above header text is needed to format the title, authors, etc. The "information-driven-imaging" is the representative image that we use for each post for tweeting (see below as... link
What exactly does word2vec learn? - Lab/vendor primary source.  What exactly does <code class="language-plaintext highlighter-rouge">word2vec</code> learn, and how? Answering this question amounts to understanding representation learning in a... link
Whole-Body Conditioned Egocentric Video Prediction - Lab/vendor primary source.   <div class="modal" id="imageModal"> × <img class="modal-content" id="modalImg" /> </div>  <div... link
After Orthogonality: Virtue-Ethical Agency and AI Alignment - Lab/vendor primary source. <h2 id="preface">Preface</h2> This essay argues that rational people don’t have goals, and that rational AIs shouldn’t have goals. Human actions are rational not because... link
Shape, Symmetries, and Structure: The Changing Role of Mathematics in Machine Learning Research - Lab/vendor primary source. <h3 id="what-is-the-role-of-mathematics-in-modern-machine-learning">What is the Role of Mathematics in Modern Machine Learning?</h3>The past decade has witnessed a shift in how progress is made in machine... link
What's Missing From LLM Chatbots: A Sense of Purpose - Lab/vendor primary source. LLM-based chatbots’ capabilities have been advancing every month. These improvements are mostly measured by benchmarks like MMLU, HumanEval, and MATH (e.g. sonnet 3.5, gpt-4o). However, as these measures... link
Financial Market Applications of LLMs - Lab/vendor primary source. The AI revolution drove frenzied investment in both private and public companies and captured the public’s imagination in 2023. Transformational consumer products like ChatGPT are powered by Large Language... link
A Brief Overview of Gender Bias in AI - Lab/vendor primary source. A brief overview and discussion on gender bias in AI link
Mamba Explained - Lab/vendor primary source. Is Attention all you need? Mamba, a novel AI model based on State Space Models (SSMs), emerges as a formidable alternative to the widely used Transformer models, addressing their inefficiency in processing long... link
Car-GPT: Could LLMs finally make self-driving cars happen? - Lab/vendor primary source. Exploring the utility of large language models in autonomous driving: Can they be trusted for self-driving cars, and what are the key challenges? link
Do text embeddings perfectly encode text? - Lab/vendor primary source. 'Vec2text' can serve as a solution for accurately reverting embeddings back into text, thus highlighting the urgent need for revisiting security protocols around embedded data. link
LLM Research Papers: The 2026 List (January to May) (corroborated) - Named practitioner synthesis. A curated roundup of notable LLM research papers that came out this year link
[AINews] not much happened today (corroborated) - Named practitioner synthesis. a continuation: Codex adding 1M users a day now. link
Import AI 462: Superpersuasion; self-sustaining AI; paths to ASI - Named practitioner synthesis. How religious are beliefs in the singularity? link
Import AI 461: "Alignment is not on track"; FrontierCode; and synthetic research interns - Named practitioner synthesis. Where are your agents right now? link
Import AI 459: AI oversight is difficult; scaling laws for protein folding models; and pricing the extinction risk of AI systems - Named practitioner synthesis. Do you feel as though you are living in a revolution? link
Import AI 458: Reckoning with the future; and a singularity story - Named practitioner synthesis. What AI-driven miracles will happen this year? link
Import AI 457: AI stuxnet; cursed Muon optimizer; and positive alignment - Named practitioner synthesis. Welcome to Import AI, a newsletter about AI research. link
Import AI 456: RSI and economic growth; radical optionality for AI regulation; and a neural computer - Named practitioner synthesis. What laws does superintelligence demand? link
Import AI 455: AI systems are about to start building themselves. - Named practitioner synthesis. The first step towards recursive self improvement link
Recent Developments in LLM Architectures: KV Sharing, mHC, and Compressed Attention - Named practitioner synthesis. From Gemma 4 to DeepSeek V4, How New Open-Weight LLMs Are Reducing Long-Context Costs link
My Workflow for Understanding LLM Architectures - Named practitioner synthesis. A learning-oriented workflow for understanding new open-weight model releases link
A Visual Guide to Attention Variants in Modern LLMs - Named practitioner synthesis. From MHA and GQA to MLA, sparse attention, and hybrid architectures link
A Dream of Spring for Open-Weight LLMs: 10 Architectures from Jan-Feb 2026 - Named practitioner synthesis. A Round Up And Comparison of 10 Open-Weight LLM Releases in Spring 2026 link
Categories of Inference-Time Scaling for Improved LLM Reasoning - Named practitioner synthesis. And an Overview of Recent Inference-Scaling Papers link
The State Of LLMs 2025: Progress, Problems, and Predictions - Named practitioner synthesis. A 2025 review of large language models, from DeepSeek R1 and RLVR to inference-time scaling, benchmarks, architectures, and predictions for 2026. link
🔬 The Lab of the Future Should Feel Like a Data Center - Andy Beam & Rafa Gómez-Bombarelli, Lila Sciences - Named practitioner synthesis. Lila is betting that science, not the internet, is the last untapped source of training data. We went to find out what that actually looks like in a room full of robots. link
5 Trends That Defined AI Engineering at World’s Fair 2026 - Named practitioner synthesis. At this year's AIE World’s Fair, AI engineering entered a new phase: building systems around agents, rather than just building with agents. link
6 months to live for open models - Named practitioner synthesis. The most serious test to date of open source AI’s viability is happening right now. link
Latest open artifacts (#22): Zyphra, Cohere, and Poolside are expanding the breadth of the ecosystem - Named practitioner synthesis. An assessment of the open ecosystem and the motivations behind releasing models link
Banning Open Source AI Would Be A Mistake - Named practitioner synthesis. This post was originally an op-ed co-authored with Kevin Xu of Interconnected for a general, non-technical audience. link
State of the blog, mid-2026 - Named practitioner synthesis. About 3 years since I started writing weekly. link
Frontier post-training recipe review with Finbarr Timbers - Named practitioner synthesis. "Interview" #18 link
Welcome to the AGI era of AI governance - Named practitioner synthesis. It's a one-way door and we weren't ready for it. link
Farewell Ai2 - Named practitioner synthesis. This was my last week at the Allen Institute for AI (Ai2), where I got the great privilege to work on the Olmo models, to grow, to learn, and to have broad lasting impacts. link
Open and closed models are on different exponentials - Named practitioner synthesis. Where marginally higher intelligence drives value, and where it doesn't. link
The twilight of the chatbots - Named practitioner synthesis. How work changes along the exponential link
What it feels like to work with Mythos - Named practitioner synthesis. Claude Fable represents another big jump in AI link
Co-Existence and the End of Co-Intelligence - Named practitioner synthesis. Also: how pitch a book to an AI! link
Choosing to Stay Human - Named practitioner synthesis. If you go to your favorite social media site, you will find it full of posts that start to look suspiciously similar to each other: link
The Shape of the Thing - Named practitioner synthesis. Where we are right now, and what likely happens next link
Management as AI superpower - Named practitioner synthesis. Thriving in a world of agents link
Quoting Thibault Sottiaux - Named practitioner synthesis. <blockquote cite="https://twitter.com/thsottiaux/status/2077630111499882637">On file deletions. We’ve investigated a handful of reports where GPT-5.6 unexpectedly deleted files. What we have found is that... link
Inkling: Our open-weights model - Named practitioner synthesis. <a href="https://thinkingmachines.ai/news/introducing-inkling/">Inkling: Our open-weights model</a> Mira Murati's Thinking Machines Lab just released their first open-weights model. Inkling is... link
Quoting Linus Torvalds - Named practitioner synthesis. <blockquote cite="https://lore.kernel.org/linux-media/CAHk-=wi4zC+Ze8e+p3tMv8TtG_80KzsZ1syL9anBtmEh5Z40vg@mail.gmail.com/">I realize that some people really dislike AI, but this is an area where I'm willing to... link
Mermaid to Unicode box art (grok-mermaid) - Named practitioner synthesis. Tool: <a href="https://tools.simonwillison.net/grok-mermaid">Mermaid to Unicode box art (grok-mermaid)</a> While <a... link
lobste.rs is now running on SQLite - Named practitioner synthesis. <a href="https://lobste.rs/s/ko1ji1/lobste_rs_is_now_running_on_sqlite">lobste.rs is now running on SQLite</a> Community site <a href="https://lobste.rs">Lobsters</a> has been planning a... link
Quoting Armin Ronacher - Named practitioner synthesis. <blockquote cite="https://lucumr.pocoo.org/2026/7/13/the-tower-keeps-rising/">The shared language of a software project is not English or Python but it is the common understanding of what its concepts mean, where... link
Common pitfalls when building generative AI applications - Named practitioner synthesis. As we’re still in the early days of building applications with foundation models, it’s normal to make mistakes. This is a quick note with examples of some of the most common pitfalls that I’ve seen, both from... link
Building A Generative AI Platform - Named practitioner synthesis. After studying how companies deploy generative AI applications, I noticed many similarities in their platforms. This post outlines the common components of a generative AI platform, what they do, and how they are... link
Measuring personal growth - Named practitioner synthesis. My founder friends constantly think about growth. They think about how to measure their business growth and how to get to the next order of magnitude scale. If they’re making $1M ARR today, they think about how to... link
What I learned from looking at 900 most popular open source AI tools - Named practitioner synthesis. [<a href="https://news.ycombinator.com/item?id=39709912">Hacker News discussion</a>, <a... link
Generation configurations: temperature, top-k, top-p, and test time compute - Named practitioner synthesis. ML models are probabilistic. Imagine that you want to know what’s the best cuisine in the world. If you ask someone this question twice, a minute apart, their answers both times should be the same. If you ask a... link
Open challenges in LLM research - Named practitioner synthesis. [<a href="https://www.linkedin.com/posts/chiphuyen_llm-airesearch-generativeai-activity-7097619722363408385-s5Cp">LinkedIn discussion</a>, <a... link
Generative AI Strategy - Named practitioner synthesis. I had a lot of fun preparing the talk: “Leadership needs us to do generative AI. What do we do?” for <a href="https://fullyconnected.com/">Fully Connected</a>. The idea for the talk came from many... link
Using LLMs to Secure Source Code - Named practitioner synthesis. Build a threat model, discover vulnerabilities, verify, triage, and patch. link
How to Work and Compound with AI - Named practitioner synthesis. Context as infra, taste as config, verification for autonomy, scale via delegation, closing the loop. link
2025 Year in Review - Named practitioner synthesis. An eventful year of progress in health and career, while making time for travel and reflection. link
Product Evals in Three Simple Steps - Named practitioner synthesis. Label some data, align LLM-evaluators, and run the eval harness with each change. link
Advice for New Principal Tech ICs (i.e., Notes to Myself) - Named practitioner synthesis. Based on what I've learned from role models and mentors in Amazon link
Training an LLM-RecSys Hybrid for Steerable Recs with Semantic IDs - Named practitioner synthesis. An LLM that can converse in English & item IDs, and make recommendations w/o retrieval or tools. link
Evaluating Long-Context Question & Answer Systems - Named practitioner synthesis. Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks. link
AI Engineer 2025 - Improving RecSys & Search with LLM techniques - Named practitioner synthesis. Recsys & search are converging with LLMs via semantic IDs, data augmentation, and unified foundation models. link
Exceptional Leadership: Some Qualities, Behaviors, and Styles - Named practitioner synthesis. What makes a good leader? What do good leaders do? And commando, soldier, and police leadership. link
Scaling Laws, Carefully - Named practitioner synthesis. Scaling laws are one of the most critical empirical findings in deep learning. The observation is simple in form: the training loss $L$ decreases predictably as we scale up model size $N$, dataset size $D$, and... link
Why We Think - Named practitioner synthesis. Special thanks to <a href="https://scholar.google.com/citations?user=itSa94cAAAAJ&hl=en">John Schulman</a> for a lot of super valuable feedback and direct edits on this post.... link
Reward Hacking in Reinforcement Learning - Named practitioner synthesis. Reward hacking occurs when a <a href="https://lilianweng.github.io/(https:/lilianweng.github.io/posts/2018-02-19-rl-overview/)">reinforcement learning (RL)</a> agent <a... link
Extrinsic Hallucinations in LLMs - Named practitioner synthesis. Hallucination in large language models usually refers to the model generating unfaithful, fabricated, inconsistent, or nonsensical content. As a term, hallucination has been somewhat generalized to cases when the... link
Diffusion Models for Video Generation - Named practitioner synthesis. <a href="https://lilianweng.github.io/posts/2021-07-11-diffusion-models/">Diffusion models</a> have demonstrated strong results on image synthesis in past years. Now the research community has started working on a... link
Thinking about High-Quality Human Data - Named practitioner synthesis. [Special thank you to <a href="https://scholar.google.com/citations?user=FRBObOwAAAAJ&hl=en">Ian Kivlichan</a> for many useful pointers (E.g. the 100+ year old Nature paper “Vox... link
Prompt Engineering - Named practitioner synthesis. Prompt Engineering, also known as In-Context Prompting, refers to methods for how to communicate with LLM to steer its behavior for desired outcomes without updating the... link
Moving To Substack - Named practitioner synthesis. I’m freezing this blog and starting to post on my Substack instead. The authoring experience is much more convenient for me there. Please follow me there, and check out The Illustrated DeepSeek R-1 if you haven’t... link
Generative AI and AI Product Moats - Named practitioner synthesis. Here are eight observations I’ve shared recently on the Cohere blog and videos that go over them.: Article: What’s the big deal with Generative AI? Is it the future or the present? Article: AI is Eating The World link
Remaking Old Computer Graphics With AI Image Generation - Named practitioner synthesis. Can AI Image generation tools make re-imagined, higher-resolution versions of old video game graphics? Over the last few days, I used AI image generation to reproduce one of my childhood nightmares. I wrestled with... link
The Illustrated Stable Diffusion - Named practitioner synthesis. Translations: Chinese, Vietnamese. (V2 Nov 2022: Updated images for more precise description of forward diffusion. A few more images in this version) AI image generation is the most recent AI capability blowing... link
Explainable AI Cheat Sheet - Named practitioner synthesis. Introducing the Explainable AI Cheat Sheet, your high-level guide to the set of tools and methods that helps humans understand AI/ML models and their predictions. I introduce the cheat sheet in this brief video: link
How GPT3 Works - Visualizations and Animations - Named practitioner synthesis. Discussions: Hacker News (397 points, 97 comments), Reddit r/MachineLearning (247 points, 27 comments) Translations: German, Korean, Chinese (Simplified), Russian, Turkish The tech world is abuzz with GPT3 hype.... link
The Evolving Landscape of LLM Evaluation - Named practitioner synthesis. This post explores problems contributing to a benchmark crisis in LLM evaluation and potential solutions. link
Command R+ - Named practitioner synthesis. This post discusses Command R and Command R+, the top open-weights model on Chatbot Arena at the time of its release and highlights their RAG and multilingual capabilities. link
True Zero-shot MT - Named practitioner synthesis. This post discusses recent results on extremely long-context benchmarks, explores true zero-shot machine translation (MT), and considers how to teach LLMs a new language like humans. link
Thoughts on the 2024 AI Job Market - Named practitioner synthesis. This post discusses macro trends I observed regarding the AI job market in 2024 and the reasons I joined my new company. link
The Big Picture of AI Research - Named practitioner synthesis. This post gives an overview of the Big Picture Workshop at EMNLP 2023. link
An Overview of Instruction Tuning Data - Named practitioner synthesis. This post covers a range of widely used instruction tuning datasets, as well as important characteristics of instruction tuning data and best practices for using the datasets. link
Modular Deep Learning - Named practitioner synthesis. An overview of modular deep learning across four dimensions (computation function, routing function, aggregation function, and training setting). link
Off for adventures - Named practitioner synthesis. Leaving you with a couple laughs link
China catches up - Named practitioner synthesis. Has the US been focused on the wrong things? link
The month Generative AI lost its mojo - Named practitioner synthesis. June is not over, and anything could still happen, but a lot already has. link
The Generative AI Fizzle™ - Named practitioner synthesis. Disclaimer: Anything can happen at anytime in the market; I don’t give stock picks, and as the saying goes, the market can remain irrational longer than you can remain solvent. link
Accenture: Then and now, and how it may signify things to come - Named practitioner synthesis. Blip, or one more data point that is on trend? link
Breaking: Trump asks the impossible of Anthropic - Named practitioner synthesis. Where do we go from here? link
OpenAI’s lead is dwindling fast - Named practitioner synthesis. As James Carville might have said, “It’s the lack of a moat, stupid” link
What Washington must do - Named practitioner synthesis. ”The only way out is through” link
The White House’s shambolic AI policy - Named practitioner synthesis. Also , why states are taking things into their own hands, and what might be better link
How I use LLMs - Named practitioner synthesis. hi everyone so in this video I would like to continue our general audience series on large language models like chpd now in the previous video deep dive into llms that you can find on my YouTube we went into a lot of... link
Deep Dive into LLMs like ChatGPT - Named practitioner synthesis. hi everyone so I've wanted to make this video for a while it is a comprehensive but General audience introduction to large language models like Chachi PT and what I'm hoping to achieve in this video is to give you... link
Minecraft Was Missing One Brilliant Idea - Named practitioner synthesis. Imagine you could hold an entire planet in your hands, a world with mountains that never existed, coastlines stretching past the horizon in every direction forever. A solo scientist invented something incredible... link
I BUILT A FULLY AUTOMATIC MANSPLAINER - Named practitioner synthesis. Hello, have you ever been in a situation where you're overhearing conversation and it dawns on you this person well-intended is wrong about something minuscule but important to you and duty the universe compels you... link
TiDAR: Think in Diffusion, Talk in Autoregression (Paper Analysis) - Named practitioner synthesis. Hello, today we're looking at TiDaR Thinking Diffusion Talk and Autoregression by researchers at Nvidia. And this is a really cool paper because it effectively um makes good you already observes that we don't have... link
Titans: Learning to Memorize at Test Time (Paper Analysis) - Named practitioner synthesis. [snorts] Hello. Today we're going to look at Titans learning to memorize at test time. This is a paper by Google research and has been pushed as part of their Nurips publications. So there's a blog post about it and... link
Watching America Run Away With AI - Alistair Pullen (Cosine AI) - Named practitioner synthesis. I was horrified as many were when Fable suddenly um got banned. >> We have obtained the mandate to build um the UK's first sort of sovereign LLM. >> How can you do in millions what they are doing with... link
ARC-AGI-3 winning team - Millennia of minds, compressed into words. - Named practitioner synthesis. But we have the benefit of millions of years of evolution, right? And so it's almost a bit unfair that we're expecting AI algorithms to be able to do all of that. >> Exactly. >> I think it boils down to... link
The Thermodynamic AI Chip · Thomas Ahle - Named practitioner synthesis. Yeah. So, why not try and build a chip that's just inherently random? >> Meet Thomas Alley. I caught up with him in Zurich, and he's one of these rare galaxy brain people who's comfortable in probabilistic... link
Detecting LLM-Generated Texts with “Classical” Machine Learning - Social/community chatter. Detecting LLM-Generated Texts with “Classical” Machine Learning: primary finding or release worth scanning for teaching angles (Social/community chatter). link
How to Train a Gen AI Kick Drum Model on Your Old Linux Desktop with 6GB VRAM - Social/community chatter. How to Train a Gen AI Kick Drum Model on Your Old Linux Desktop with 6GB VRAM: primary finding or release worth scanning for teaching angles (Social/community chatter). link
German AI consortium releases Soofi S, an open 30B model that tops benchmarks - Social/community chatter. German AI consortium releases Soofi S, an open 30B model that tops benchmarks: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Yann LeCun on AMI Labs, JEPA, and the AI World of 2030 - Social/community chatter. Yann LeCun on AMI Labs, JEPA, and the AI World of 2030: primary finding or release worth scanning for teaching angles (Social/community chatter). link
800 Canadian wildfires burning as air quality alerts extend to US - Social/community chatter. 800 Canadian wildfires burning as air quality alerts extend to US: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Generative AI Is an Engineering Disaster - Social/community chatter. Generative AI Is an Engineering Disaster: primary finding or release worth scanning for teaching angles (Social/community chatter). link
High-Bandwidth Flash offers efficient storage for model weights - Social/community chatter. High-Bandwidth Flash offers efficient storage for model weights: primary finding or release worth scanning for teaching angles (Social/community chatter). link
The LLM Critics Are Right. I Use LLMs Anyway - Social/community chatter. The LLM Critics Are Right. I Use LLMs Anyway: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Governments, companies, nonprofits should invest in free, open source AI [pdf] - Social/community chatter. Governments, companies, nonprofits should invest in free, open source AI [pdf]: primary finding or release worth scanning for teaching angles (Social/community chatter). link
LLM Networking with MikroTik - Social/community chatter. LLM Networking with MikroTik: primary finding or release worth scanning for teaching angles (Social/community chatter). link
AI reviewers shipped secret-exfil code because a ticket said "pre-approved" - Social/community chatter. AI reviewers shipped secret-exfil code because a ticket said "pre-approved": primary finding or release worth scanning for teaching angles (Social/community chatter). link
Jurassic Park computers in excruciating detail - Social/community chatter. Jurassic Park computers in excruciating detail: primary finding or release worth scanning for teaching angles (Social/community chatter). link
The Tokio/Rayon Trap and Why Async/Await Fails Concurrency - Social/community chatter. The Tokio/Rayon Trap and Why Async/Await Fails Concurrency: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Can LLMs Perform Deep Technical Comprehension of Computer Architecture Papers - Social/community chatter. Can LLMs Perform Deep Technical Comprehension of Computer Architecture Papers: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Briar is in maintenance mode - Social/community chatter. Briar is in maintenance mode: primary finding or release worth scanning for teaching angles (Social/community chatter). link
What can we learn from Bun's rapid Rust rewrite with AI? - Social/community chatter. What can we learn from Bun's rapid Rust rewrite with AI?: primary finding or release worth scanning for teaching angles (Social/community chatter). link
At least 105 past YC founders have worked at OpenAI and Anthropic - Social/community chatter. At least 105 past YC founders have worked at OpenAI and Anthropic: primary finding or release worth scanning for teaching angles (Social/community chatter). link
I Unlocked ChatGPT's Dark Side for $101.40 [video] - Social/community chatter. I Unlocked ChatGPT's Dark Side for $101.40 [video]: primary finding or release worth scanning for teaching angles (Social/community chatter). link
OpenAI loses trademark dispute at EU court - Social/community chatter. OpenAI loses trademark dispute at EU court: primary finding or release worth scanning for teaching angles (Social/community chatter). link
1-Bit LLM in the Browser - Social/community chatter. 1-Bit LLM in the Browser: primary finding or release worth scanning for teaching angles (Social/community chatter). link
The Three-Second Theft: Why AI Voice Fraud Outruns Every Defence - Social/community chatter. The Three-Second Theft: Why AI Voice Fraud Outruns Every Defence: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Bonsai 27B: A 27B-Class model that runs on a phone - Social/community chatter. Bonsai 27B: A 27B-Class model that runs on a phone: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Australian energy retailers must offer three hours of free daytime electricity - Social/community chatter. Australian energy retailers must offer three hours of free daytime electricity: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Show HN: Low-latency local LLM runner via OpenJDK Panama FFM (Java 22) - Social/community chatter. Show HN: Low-latency local LLM runner via OpenJDK Panama FFM (Java 22): primary finding or release worth scanning for teaching angles (Social/community chatter). link
Someone Used AI to Write an Unauthorized Biography of Me - Social/community chatter. Someone Used AI to Write an Unauthorized Biography of Me: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Three governments agree on something the AI industry doesn't want to hear - Social/community chatter. Three governments agree on something the AI industry doesn't want to hear: primary finding or release worth scanning for teaching angles (Social/community chatter). link
GPT‑Red: Unlocking Self-Improvement for Robustness - Social/community chatter. GPT‑Red: Unlocking Self-Improvement for Robustness: primary finding or release worth scanning for teaching angles (Social/community chatter). link
DSLs Enable Reliable Use of LLMs - Social/community chatter. DSLs Enable Reliable Use of LLMs: primary finding or release worth scanning for teaching angles (Social/community chatter). link
LeMario: Training a JEPA World Model on Super Mario Bros - Social/community chatter. LeMario: Training a JEPA World Model on Super Mario Bros: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Are we offloading too much of our thinking to AI? - Social/community chatter. Are we offloading too much of our thinking to AI?: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Graham's death from aortic dissection raises questions about prevention - Social/community chatter. Graham's death from aortic dissection raises questions about prevention: primary finding or release worth scanning for teaching angles (Social/community chatter). link
SpaceX stock erases all its gains and slides below IPO price in intraday trading - Social/community chatter. SpaceX stock erases all its gains and slides below IPO price in intraday trading: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Twain Town, USA - Social/community chatter. Twain Town, USA: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Indian scientists produce most detailed 3D atlas of the human brainstem - Social/community chatter. Indian scientists produce most detailed 3D atlas of the human brainstem: primary finding or release worth scanning for teaching angles (Social/community chatter). link
Ask HN: As LLMs progress, how do you stay sharp and productive? - Social/community chatter. Ask HN: As LLMs progress, how do you stay sharp and productive?: primary finding or release worth scanning for teaching angles (Social/community chatter). link

Open Source Tools

xai-org/grok-build, now open source - Named practitioner synthesis. <a href="https://github.com/xai-org/grok-build">xai-org/grok-build, now open source</a> xAI's <code>grok</code> CLI tool faced severe community backlash yesterday when it became apparent that... link
Quoting GitHub Changelog - Named practitioner synthesis. <blockquote cite="https://github.blog/changelog/2026-07-14-dependabot-version-updates-introduce-default-package-cooldown/">Dependabot now waits until a new release has been available on its registry for at least... link
simonw/pedalican - Named practitioner synthesis. <a href="https://github.com/simonw/pedalican">simonw/pedalican</a> Clearly I wasn't paying attention when these were <a href="https://twitter.com/OpenAIDevs/status/2050301642717950166">first... link
Fuse - an open source MCP/CLI tool to speed up Claude Code on C# codebases - Social/community chatter. Fuse - an open source MCP/CLI tool to speed up Claude Code on C# codebases: primary finding or release worth scanning for teaching angles (Social/community chatter). link
apache/ossie - Social/community chatter. Apache Ossie, industry wide specification effort to standardize how we exchange semantic metadata across analytics, AI and BI platforms, providing a vendor neutral, single source of truth for semantic data link
Nutlope/hallmark - Social/community chatter. Anti-AI-slop design skill for Claude Code, Cursor, and Codex. link
PostHog/posthog - Social/community chatter. 🦔 PostHog is the leading platform for building self-driving products. Our developer tools - AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more - capture all the context... link
openinterpreter/openinterpreter - Social/community chatter. A coding agent for low-cost models link
PrismML-Eng/Bonsai-demo - Social/community chatter. Bonsai Demo link
hasaneyldrm/exercises-dataset - Social/community chatter. 1,324-exercise fitness dataset - animation GIFs, 180×180 thumbnails, muscle-group & equipment data, and step-by-step instructions in 6 languages. The exercise data layer behind the LogPress app. link
Shubhamsaboo/awesome-llm-apps - Social/community chatter. 100+ AI Agent & RAG apps you can actually run - clone, customize, ship. link
lobehub/lobehub - Social/community chatter. 🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team. link
mattpocock/skills - Social/community chatter. Skills for Real Engineers. Straight from my .claude directory. link
Graphify-Labs/graphify - Social/community chatter. AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge... link

Research Misc

Regularity as seen by Alice and Bob - Primary research. The goal of this paper is to propose a unifying model for Nerode-style characterizations of regularity across functions with different output domains. Building on Hauser's work in communication complexity, we... link
Cost-Pragmatic Quality Gating and Selection-Fusion Multi-Model Combiners for BioASQ Phases A+ and B - Primary research. We describe our BioASQ Task 14B 2026 system. The work centers on two design decisions: how aggressively to re-retrieve when first-stage retrieval is weak, and how to combine multiple language-model answers. Retrieval... link
Deep Interaction: An Efficient Human-AI Interaction Method for Large Reasoning Models - Primary research. The emergence of Chain-of-Thought (CoT) reasoning has significantly enhanced the ability of large language models (LLMs) to tackle complex, multi-step tasks. However, when errors occur, current interaction approaches... link
Improving Wind and Solar Power Prediction with Efficient Wrapper-based Feature Selection: An Empirical Study - Primary research. With rising global energy demand and growing awareness of climate change and its impacts, the share of renewable energies in the global energy mix continues to grow. Unlike conventional power generation, the output... link
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth - Primary research. We investigate how each component of the Transformer feedforward block architecture design determines how much rank survives across depth at initialization. We reinterpret skip connections and normalization, long... link
AIMO Interpretability Challenge - Primary research. We propose the AIMO Interpretability Challenge, a competition on distinguishing robust from spurious reasoning in frontier mathematical language models based on the models' internal mechanisms. The challenge is... link
Verifying formulas for interventional distributions - Primary research. We formalize verification in causal graphical models: deciding whether a given observational formula identifies a target interventional distribution. This opens a problem complementary to identification, asking not... link
AI-Augmented Human Resource Management? Insights from German companies - Primary research. This study examines the integration of AI into Human Resource Management in German companies. We ask if and how AI-based technologies are \enquote{augmenting} human resource management. Organisations employ... link
NodeImport: Imbalanced Node Classification with Node Importance Assessment - Primary research. In real-world applications, node classification on graphs often faces the challenge of class imbalance, where majority classes dominate training, resulting in biased model performance. Traditional GNNs often struggle... link
Traffic-Aware Randomized Smoothing for LLM-Based Network Intrusion Detection - Primary research. Large language model (LLM)-based intrusion detection systems (IDS) are increasingly studied for security monitoring, yet their robustness against feasible traffic manipulation remains largely empirical. We present... link
Kaleido: Algorithm-Hardware Co-Design for Video Diffusion Transformers by Exploiting Latent Space Correlations - Primary research. Video diffusion transformers (vDiTs) generate high quality video but introduce extremely high compute cost due to the long diffusion timesteps and self attention computation. As diffusion timesteps are reduced, the... link
MxGPS: Multiplex Graph Transformers for a Power Grid Foundation Model - Primary research. Single-task fine-tuning of graph neural networks (GNNs) for power grid problems exhibits a systematic failure mode: models that achieve the lowest in-distribution error degrade the most under topology shift. We term... link
Linear Independent Component Analysis via Optimal Transport - Primary research. Linear Independent Component Analysis (ICA) recovers jointly independent source signals from their linear mixtures. To achieve this, classical ICA algorithms attempt to maximize non-Gaussianity, measured by... link
MetaPerch: Learning from metadata for bioacoustics foundation models - Primary research. Bioacoustic foundation models rely on large-scale citizen science platforms like Xeno-Canto for geographically and ecologically diverse data. Recent work has shown that supervision alone can produce SotA species... link
Beyond the $d^{2.5}$-mixing bound for Dikin walks on polytopes - Primary research. Inspired by interior-point methods (IPM) for structured convex optimization, Kannan and Narayanan introduced the Dikin walk for sampling uniformly from polytopes in 2009. As in IPMs, the Dikin walk is... link
VAIOM: Continuous-Input, Discrete-Output Decoder-Only Financial Sequence Modeling - Primary research. Financial observations are continuous, heterogeneous, and noisy, whereas decoder-only next-token models are usually built around discrete symbolic inputs. We introduce Vector-Input Autoregressive Inference for... link
Plausible Deniability Guarantees for Whistleblowers - Primary research. Whistleblowers are a key safeguard against organizational wrongdoing, but the threat of retaliation deters reporting. Existing whistleblower-protection proposals lack formal privacy guarantees, and existing... link
An Efficient Newton Algorithm for Nonnegative Matrix Factorization with the Kullback-Leibler Divergence - Primary research. Nonnegative Matrix Factorization (NMF) is a fundamental tool in unsupervised learning, which approximates a nonnegative matrix by the product of two low-rank nonnegative factors. The Kullback-Leibler (KL) divergence... link
The 2nd International StepUP Competition for Biometric Footstep Recognition: From Steps to Strides - Primary research. The International StepUP Competition Series was launched to advance research in pressure-based footstep biometrics through a standardized and challenging evaluation framework. Using the large-scale StepUP-P150... link
RF Spectrogram Anomaly Detection with Quantum Kitchen Sinks: Architecture, Representation, and Hardware Validation - Primary research. The broadcast nature of wireless channels exposes radio-frequency (RF) networks to anomalous and malicious transmissions, making anomaly detection a fundamental requirement for secure spectrum management. Quantum... link
PiVoT: A Variational Solution for Real-time Large-scale Multi-object Detection and Tracking under Heavy Clutter - Primary research. Multi-object detection and tracking from noisy point clouds remain challenging in many data-scarce radar applications. Current Bayesian trackers based on Poisson measurement models offer a training-free solution but... link
Task-Oriented Sensing and Covert Transmissions for Collaborative Multi-AUV Systems - Primary research. In underwater covert cooperative missions, autonomous underwater vehicles (AUVs) often cannot rely on active sonar to continuously obtain complete information, since active sensing and frequent communications... link