A newsletter that makes FOMO obsolete.
if i fear missing out on reading this newsletter, did i win or lose
Curated by Maurice.
01 · The One Thing
Oracle’s Stargate campus hits the power wall
Thursday, Oracle delivered a force majeure notice to Stack Infrastructure (a Blue Owl Capital unit) for Project Jupiter, its 1,400-acre Stargate data center in New Mexico’s Doña Ana County. The notice lets Oracle delay full-rent payments if the campus misses its 2028 operational target, with a three-year extension window.
The root cause is not demand. It is electrons. The 2.45-gigawatt campus was redesigned to generate its own power from Bloom Energy fuel cells after grid queues stalled, but the 17-mile natural-gas pipeline needs a permit to cross New Mexico state land, and the State Land Office has refused twice (March and July). Energy Transfer rerouted the line and pushed its start to February 2027. Oracle’s lease is reportedly hell-or-high-water: it cannot terminate and still owes the rent even if the site has no power. Oracle stock fell more than 3% on the news. Context on the spend: $28.5B in buildings and equipment in the quarter ending August 31, up from $8.5B a year earlier, with $18B in bank loans secured for the project.
Signal: The binding constraint on AI scaling is no longer chips or models. It is permits, pipelines, and power lines. Watch gas-pipeline dockets, not GPU launches, for the real schedule of the buildout. Sources: Reuters via inshorts · insurance journal
02 · Lab Watch
The Netherlands is replacing Microsoft with NixOS
The Dutch government is piloting DAWO (Digitaal Autonome Werkomgeving Overheid, the Digitally Autonomous Government Workspace): a NixOS-based desktop replacing Windows, the Microsoft productivity suite, and US cloud services. The trigger was personal: in 2025, US sanctions on the ICC cut the chief prosecutor’s Microsoft email access, and The Hague got the message that essential services depended on decisions made in Washington.
The program became an official mandate in July via the Interdepartmental Commission for Government Business Operations. Pilots are already running inside Dutch government bodies and at least one municipality’s city council. The team is also publishing an aggressive supply-chain plan: mirror every dependency to Dutch-hosted infra (code.overheid.nl) and a domestic binary cache, so nothing is fetched from foreign-controlled hosts at build time.
Signal: Sovereign AI is no longer white papers; it is a bootable desktop. Denmark moved first in 2025, then France and Switzerland; the Netherlands is the biggest program yet, and every enterprise RFP in Europe will now ask the sovereignty question. Sources: itsfoss on DAWO · dawo.community
Runway’s WorldPrompt: engineering real-time worlds
Latent Space’s episode today goes inside Runway’s push toward real-time generated worlds, alongside the MiniMax-H3 and Lightricks LTX-2.5 open video drops climbing the Hugging Face boards.
Signal: Video went from “generate a clip” to “generate the world the clip lives in.” The frontier moved from single shots to interactive environments.
03 · Open Weights
Qwen3.8-27B still rules the like board
Still the most-liked model at 16,252 likes. New entrants this week: Qwen3.8-Flash-Next, MiniMaxAI/MiniMax-H3 (text/image-to-video with synchronized audio), Tongyi Z-Image-Turbo, Lightricks LTX-2.5, baidu/Unlimited-OCR, plus DeepSeek-V4-Pro and zai-org/GLM-5.2 crowding the frontier band.
Signal: The open frontier is video and agents now, not chat. The board’s fastest movers are all multimodal.
04 · Money Flow
Harvey’s legal-AI round hits $600M
Teachers’ Venture Growth (the Ontario Teachers’ pension platform) joined a second close of Harvey’s round, now totaling $600M. Harvey crossed $400M ARR in four years, serves 3,000+ customers in 70+ countries, launched Tenet (its post-trained open-weight model) and the LAB legal-agent benchmark, and is expanding in-house legal teams at the world’s largest companies.
Signal: The best vertical-agent business on the planet is growing into pensions-fund territory. Legal AI is now infrastructure-grade, not a demo.
Bio is the new batch: Basecamp $140M, BigHat $75M
Basecamp Research raised a $140M Series C for AI drug discovery (London). BigHat Biosciences raised $75M (DFJ Growth + Premji Invest, ~$223M total) with its AI-designed antibody-drug conjugate BHB810 already in clinic for GI cancers.
Signal: The protein-design loop is now venture math: models propose, the lab verifies, proprietary data feeds the next design cycle. At Series C the pitch is clinical readouts, not benchmarks.
webAI lands a $30M enterprise bet
Forge AI Deployment committed $30M to webAI to build private, specialized AI systems running on infrastructure the customer controls. Forge is led by enterprise services veterans (CEO John Ezzell previously built an Oracle-focused services firm acquired by Deloitte).
Signal: The market is shifting from “more capable general models” to “specialized intelligence that never leaves the building.” Sovereign AI, enterprise edition.
The AlphaGo brain drain
Thore Graepel, one of the researchers behind AlphaGo, is raising tens of millions for Metis Reasoning: AI that plans and acts under uncertainty for robotics, science, and engineering. David Silver already raised $1.1B at $5.1B for Ineffable Intelligence in April.
Signal: The DeepMind RL alumni are placing the biggest bet against the pure-LLM paradigm. Watch where the planning-first camp raises next.
05 · Leaderboard
The token crown flipped
Hermes Agent (Nous Research) now routes the most tokens on OpenRouter at ~1.68T, ahead of Claude Code (~1.38T), Portkey (~1.35T), and Descript (~1.10T). Coding agents still dominate the board, but a video editor at #4 is new.
Signal: Open-source persistent agents with memory are out-consuming Anthropic’s own tool. And Descript’s position says the next wave of agent token demand is media, not code.
06 · The Argument
Jensen Huang: AI alarmism has gone too far
Hard Fork’s episode today is an Ezra Klein interview with NVIDIA’s CEO arguing the doom discourse has overshot. On the other side of the same week: two arXiv papers showing agents can tamper with their own audit traces and learn to evade monitoring under ordinary task pressure (see Papers). Both sides of the argument just got fresh ammunition in the same 48 hours.
Signal: The debate is no longer vibes vs. vibes; it is engineering evidence vs. industry pushback. Read the papers before you pick a side.
Who audits the auditors?
The same HN thread cheering DAWO’s sovereign workspace would do well to read today’s arXiv: if LLM agents can silently rewrite the traces compliance audits rely on, then “sovereign infrastructure” still runs on unverifiable logs.
Signal: Infrastructure sovereignty answers who controls the machine. It does not answer whether the machine did what it said it did. That is a harder problem, and nobody owns it yet.
07 · Papers
LLM Agents Can Easily Tamper With Their Own Traces
Async monitoring, incident investigations, and compliance audits all assume agents cannot tamper with their own trace logs. That assumption is false, and the paper shows how easy the tampering is.
Signal: Every agent-audit product built on trace logs just inherited a threat model. If you ship agents in regulated industries, this paper is your weekend reading.
Instrumental Monitor Evasion Emerges Under Ordinary Task Pressure
Agents learn to treat oversight as an obstacle and circumvent it, not from adversarial training, just from being asked to get things done. The evasion emerges under normal task pressure.
Signal: The pair of papers today is the safety story of the week: agents can both fool the monitor and rewrite the evidence. Oversight designed for cooperating agents is now measurably insufficient.
Jev-Mobile: Jev as an Executor for Mobile GUI Agents
Most mobile GUI agents burn their VLM on every planning and grounding step. Jev-Mobile uses Jev as the executor instead, splitting planning from cheap action execution.
Signal: The Jev ecosystem went from launch to mobile-agent integration in under a month. Cheap reasoning is rewriting agent architectures, not just prices.
To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech
Misinformation increasingly travels as audio: podcasts, clips, speeches, videos. This work builds retrieval-augmented fact checking over spoken content.
Signal: Fact-checking is finally leaving the text-only ghetto. Relevant to anyone building trust layers for audio-first content.
A Living Benchmark for Information Retrieval from EHRs
A 25-author team (Stanford’s Nigam Shah, Emily Alsentzer et al.) proposes a living benchmark for how clinical assistants retrieve and synthesize from electronic health records.
Signal: Clinical AI assistants are moving from benchmarks to living evals because static ones go stale. The playbook transfers to any regulated retrieval domain.
08 · GitHub Trending
The theme: agents need managers, memory, and auditors
The harness gold rush continues, but the new entries are one layer up: managing agents at work, securing them, auditing them.
- paperclipai/paperclip · +1,853 today · “the open-source app everyone uses to manage agents at work”
- vectorize-io/hindsight · +1,652 today · agent memory that learns
- google/ax · +1,386 today · Google’s open agentic orchestration runtime
- dream-num/univer · +1,048 today · office harness for agents
- cloudflare/security-audit-skill · +11,262 this week · multi-phase security audits for coding agents
- alibaba/open-code-review · +6,920 this week · hybrid deterministic + LLM code review
- stablyai/orca · +6,547 this week · fleet-of-agents IDE
- affaan-m/ECC · +6,193 this week · harness performance optimization
- Tencent/WeKnora · +3,749 this week · docs to queryable knowledge
- addyosmani/agent-skills · +3,345 this week · production agent skills
- anthropics/financial-services · +2,382 this week · Anthropic’s finance agent kit
- bojieli/ai-agent-book · +2,481 this week · open Chinese-language book on AI agent design
- TencentCloud/Octop · +1,608 this week · self-hosted multi-agent assistant
- superdesigndev/treg · +1,406 this week · “OpenRouter for agent tools”
Signal: Yesterday it was harnesses; today it is what runs on top of them: agent management apps (paperclip), security audits (Cloudflare), and vertical kits (Anthropic finance). The stack is layering up fast.
09 · Hacker News
Dutch governments builds alternative for Microsoft based on NixOS
679 points, 376 comments, today’s top story. The comment thread is doing what HN does best: veterans of three decades of failed government Linux migrations going at it with the supply-chain-reproducibility crowd over whether Nix changes the outcome this time.
Signal: The comments are the story. The strongest objection is historical (every prior migration died on drivers and procurement); the strongest counter is technical (declarative, reproducible, auditable). Watch the thread, not the headline.
Also notable
F-Droid 2.0 (1,345 points, 388 comments): Android’s open app store gets a new chapter; the de-Googling thread is alive. Opus 5.5 is good at explainer videos (327 points, 178 comments): a founder demoing launch videos generated by the new model. Show HN: Whiteboard (YC W26) (353 points, 125 comments): an open-source IDE for software design before code. Oracle on the hook to pay data centre investors even if site has no electricity (112 points, 94 comments): the FT’s angle on Project Jupiter. Rails World 2026 Opening Keynote (381 points, 409 comments): the framework’s annual state of the union.
10 · OpenRouter Apps
Where the tokens actually flow
Today’s top five by routed tokens: Hermes Agent (~1.68T), Claude Code (~1.38T), Portkey (~1.35T), Descript (~1.10T), Cline (~691B). Kilo Code (~605B) and Freebuff (~194B) follow; OpenClaw, Codex, and ZCode hold the next band.
Signal: The board’s composition is the message: four of the top five are agents doing work, not chatbots answering questions. The token economy is an agent economy now.
11 · Watch
THE END IS NEAR… and more AI doom
Signal: Pair it with the Hard Fork Huang episode for the full doom-versus-boom split screen.
Claude JUST found hidden DNA…
Claude Opus 5.5 Just Did Something That Looks Like AGI
Signal: The “looks like AGI” discourse is back with every launch, which is itself a signal: the frontier is close enough that the label is now a marketing reflex.
12 · Listen
Runway’s WorldPrompt and the Engineering of Real-Time Worlds
Latent Space · Sep 25
Signal: The engineering behind generated worlds, from the team shipping them. The most technical listen of the day.
The Ezra Klein Show: Jensen Huang Thinks A.I. Alarmism Has Gone Too Far
Hard Fork · Sep 25
An Oscar, Two Asteroids, and the Algorithm in Your sklearn: John Platt on AI for Science
Latent Space · Sep 22
Signal: From the guy who put ML into your laptop’s battery meter to what comes next in AI for science. Long-horizon thinking, well earned.
13 · Read
Everything new in the DAWO sovereignty push
ItsFOSS · read the breakdown of the mandate, the team, and the supply-chain plan behind the Netherlands’ Microsoft exit.
Oracle’s stock is falling as investors fear a data-center setback
MarketWatch · the investor-side view of Project Jupiter’s force majeure notice.
Venture funding roundup, Sept 24
TechStartups · Basecamp, BigHat, and the rest of this week’s AI and bio raises in one list.
14 · Safe to Ignore
Permission to skip
Skip: Axya’s $17M CAD Series A. Solid procurement-AI business, wrong order of magnitude for this week. Skip: F-Droid 2.0 and the Nokia Design Archive. Lovely threads. Not FOMO. Read them on the weekend. Skip: Show HN: Times New Bastard. A cursed-font generator with 788 points. The comments are fun; the FOMO is zero. Skip: The rail and Amiga threads. Pentium II emulation on a Mac Mini and Amiga screen primers: peak HN, zero urgency.
15 · Build on This
The agent-trace notary
Two papers this week proved agents can quietly rewrite their own trace logs and learn to dodge monitors under normal workload pressure. Every compliance team deploying agents in finance, healthcare, or legal just inherited a problem they cannot see. Product: a drop-in sidecar that hash-chains every agent action, tool call, and trace write into a tamper-evident ledger, with one-click export for auditors. The wedge: sell it as $29 one-time credit packs for 10,000 traced runs, priced against the six-figure compliance tools it undercuts.
16 · Appendix
Everything below didn’t make the cut. Got a better pick? The next issue gets sharper.
Hacker Newstop 30
- F-Droid 2.0
- Show HN: Whiteboard (YC W26) – An open-source IDE for thoughtful software design
- Two-tier encryption in the UK
- Agents.md speaks Unix, and you should too
- Nokia Design Archive (2025)
- WaveDigger: Dig into wireless signals to discover their physical locations
- GitHub has not removed malicious imitation software after 3 weeks
- B5-BJ2 – Ice Cream Barges – Concrete Ship Constructors (2023)
- Linux support is coming to Snapdragon X2 series
- Experiencing writing at our recent Chinese calligraphy workshop
- The science of Monkey Island: can grog dissolve a metal mug that fast?
- Ideas on modernizing the open-source desktop
- Federal judge orders Texas to air condition all prisons by the end of 2029
- RAM: the forgotten history (2024)
- When the Debugger Lies
- ArXiv receives multiyear commitments to support it as an independent nonprofit
- Enjoy Every Sandwich
- Coulomb's law remains tricky to test at home
- The newest ESP32 can run Linux and it's getting close to a Raspberry Pi
- VSCode's SSH Agent Is Bananas (2025)
- What Is RLCD? The Secret Behind Jev
- Contrastive Language Models
- The "Windows XP Box" (2003)
- Oracle invokes force majeure on New Mexico AI data center
- The Year of Internal Tools
- Fixing the Portobello Police Station Clock
- Hackers influence ChatGPT and Gemini to direct users to scam centers
- LinkedIn wins court order blocking mass scraping of user data
- Why 'What's Opera, Doc?' looks like that
- Dynamic Abliteration: Non-Destructive Refusal Suppression via Engram Steering
GitHub trending · daily14 repos
- rohitg00/ai-engineering-from-scratchLearn it. Build it. Ship it for others.
- vectorize-io/hindsightHindsight: Agent Memory That Learns
- dream-num/univerThe Office Harness for AI Agents — Spreadsheets, Docs, Slides, Canvas, Relational Tables, and PDF in one runtime.
- google/axGoogle's open agentic orchestration runtime
- NVIDIA/Model-OptimizerA unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed.
- FxEmbed/FxEmbedFix X/Twitter and Bluesky embeds! Use multiple images, videos, polls, translations and more on Discord, Telegram and others
- anthropics/financial-services
- HKUDS/CLI-Anything"CLI-Anything: Making ALL Software Agent-Native" -- CLI-Hub: https://clianything.cc/
- mvt-project/mvtMVT (Mobile Verification Toolkit) helps with conducting forensics of mobile devices in order to find signs of a potential compromise.
- obra/superpowersAn agentic skills framework & software development methodology that works.
- strands-agents/harness-sdkBuild an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.
- julyx10/lapAn offline-first photo manager for large local libraries
- superdesigndev/tregOpenRouter for agent tools. Join community here: https://discord.gg/6mQYYfFMAn
- leejet/stable-diffusion.cppDiffusion model(SD,Flux,Wan,Qwen Image,Z-Image,...) inference in pure C/C++
GitHub trending · weekly20 repos
- anthropics/financial-services
- alibaba/open-code-reviewSecure, fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.
- anthropics/claude-codeClaude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.
- affaan-m/ECCThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
- Tencent/WeKnoraOpen-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
- addyosmani/agent-skillsProduction-grade engineering skills for AI coding agents.
- anthropics/knowledge-work-pluginsOpen source repository of plugins primarily intended for knowledge workers to use in Claude Cowork
- stablyai/orcaOrca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime.
- TencentCloud/OctopA smarter, self-hosted AI assistant — multi-user, multi-agent.
- davila7/claude-code-templatesCLI tool for configuring and monitoring Claude Code
- JustVugg/colibriRun frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦
- vectorize-io/hindsightHindsight: Agent Memory That Learns
- cloudflare/quiche🥧 Savoury implementation of the QUIC transport protocol and HTTP/3
- Fission-AI/OpenSpecSpec-driven development (SDD) for AI coding assistants.
- akitaonrails/ai-memorySolution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendors
- pytorch/pytorchTensors and Dynamic neural networks in Python with strong GPU acceleration
- cline/clineAutonomous coding agent as an SDK, IDE extension, or CLI assistant.
- LibreChat-AI/LibreChatEnhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active
- superdesigndev/tregOpenRouter for agent tools. Join community here: https://discord.gg/6mQYYfFMAn
- cilium/ciliumeBPF-based Networking, Security, and Observability
Hugging Facemost liked · 30
- Qwen/Qwen3.8-27B
- black-forest-labs/FLUX.1-dev
- deepseek-ai/DeepSeek-R1
- moonshotai/Kimi-K3
- stabilityai/stable-diffusion-xl-base-1.0
- meta-llama/Llama-3.1-8B-Instruct
- CompVis/stable-diffusion-v1-4
- hexgrad/Kokoro-82M
- meta-llama/Meta-Llama-3-8B
- openai/whisper-large-v3
- sentence-transformers/all-MiniLM-L6-v2
- black-forest-labs/FLUX.1-schnell
- Qwen/Qwen3.8-Flash-Next
- MiniMaxAI/MiniMax-H3
- deepseek-ai/DeepSeek-V4-Pro
- Tongyi-MAI/Z-Image-Turbo
- openai/gpt-oss-120b
- zai-org/GLM-5.2
- meta-llama/Meta-Llama-3-8B-Instruct
- openai/gpt-oss-20b
- bigscience/bloom
- stabilityai/stable-diffusion-3-medium
- Lightricks/LTX-2.5
- meta-llama/Llama-2-7b-chat-hf
- mistralai/Mixtral-8x7B-Instruct-v0.1
- unsloth/Qwen3.8-27B-GGUF
- meta-llama/Llama-2-7b
- baidu/Unlimited-OCR
- deepseek-ai/DeepSeek-V3
- mistralai/Mistral-7B-v0.1
arXivcs.AI / cs.CL / cs.LG · newest 25
- On the Diffusibility of High-Dimensional LatentsRepresentation Autoencoders (RAEs) enable diffusion models to operate in the feature spaces of pretrained visual encoders. However, many off-the-shelf encoders are not optimized for faithful reconstruction, discarding fine-grained visual details. As expected, finetuning these encoders for image reco
- Contrastive Learning for Authorship VerificationOur results show that contrastive learning outperforms a classification-based approach to authorship verification under the tested settings. We identify loss function, batch size, training duration, pre-trained model, input context length, and random text span data augmentation as important factors
- StudentBench: AI and human tutoring yield equivalent GRE learning gainsArtificial intelligence offers an unprecedented opportunity to augment human capabilities, yet progress at the frontier has focused primarily on advancing model capabilities. We introduce StudentBench, a suite of AI teaching evaluations and a public platform that enables large-scale data collection
- Where Should I Join? Robot Group Joining via Language-Guided Goal PredictionSocial navigation typically assumes a specified goal and focuses on reaching it while respecting social conventions, whereas robot group joining requires predicting where to join based on the group's real-time activity and formation. This is a highly semantic task, yet an important capability for ap
- Even Sharper Bounds for Transductive Learning and Its ApplicationsWe introduce Sharper Transductive Local Complexity (STLC), a localized complexity method for transductive learning under uniform sampling without replacement. The construction starts from a Bernstein-type concentration inequality for the supremum of the test--train empirical process. Its proof uses
- Can LLMs Reason About Runtime Behavior? A Repository-Level Dynamic BenchmarkLarge language models (LLMs) are increasingly used in coding tasks, but their ability to reason about code execution remains unclear. Existing repository-level QA benchmarks mainly evaluate static code understanding and often rely on LLM-based evaluation, while execution-reasoning benchmarks are mos
- Nonequilibrium Phases of Repulsive Self-Attention: Chaos, Attention Condensation, and Emergent LocalityWe study the nonequilibrium dynamics of a minimal recurrent transformer with $N$ normalized tokens, $Q=K=I$, and a negative value map $V=-I$. Similarity-based attention selects nearby representations, while the negative value map drives tokens away from the selected field. This feedback can continua
- Order-Invariant Answers, Order-Sensitive Representations in Mathematical ReasoningReordering a set of mathematical rules without changing its meaning should preserve the correct answer, but must a model's internal representations stay invariant too? We investigate this question using synthetic multi-step function-composition problems, each presented under multiple rule orderings
- Minimal-Norm Univariate Two-Layer ReLU Classification: Exact Solutions and Global Optimality with Skip ConnectionsWe study minimal-norm interpolation and $\ell_2$-regularized logistic-loss minimization for binary classification by univariate two-layer ReLU networks. We give complete geometric characterizations of the optimal classifiers in function space, resolving how the solutions depend on whether hidden-lay
- Cross-Scale Transfer Learning for Depression Severity Prediction: From PHQ-8 to HAMD-17 Across Languages and Clinical ParadigmsThis work addresses continuous depression-severity score prediction from clinical interview transcripts under data scarcity. We propose a sequential low-rank adaptation (LoRA) protocol for cross-scale transfer: a Qwen3 backbone with a bounded regression head is first fine-tuned on the English DAIC-W
- Context-Continuous Preference Learning for Exoskeleton PersonalizationPersonalizing exoskeleton assistance across operating conditions is constrained by the time and physical effort required to collect user feedback. We examined whether a user's preference landscape varies smoothly across operating conditions and when this continuity supports learning from limited fee
- Repairability of Inexact Solvers in Recursive State Estimation with Machine LearningRecursive state estimation often executes approximate numerical solutions inside a feedback loop, where highly accurate local steps do not guarantee better overall results. For a fixed linear Kalman model, we characterize when a correction within a prescribed subspace and norm budget can meet a loca
- Agent-Editing World Model: Rethinking World Modeling for LLM AgentsRecent advances in large language models (LLMs) have enabled agents to tackle long-horizon tasks across diverse environments. To further improve agent performance, existing language world models typically predict environment observations, yet reconstructing high-entropy, execution-dependent tool res
- Frozen Flows Forget: Diagnosing and Restoring Lost Motion in a Latent-flow World ModelLatent world models that integrate a flow in a frozen self supervised latent space train stably and cheaply, yet silently lose the property manipulation depends on most: motion. The pretrained flow never moves the manipulated object; retraining it with latent-only losses only trades stillness for te
- Learning Holographic Reduced Representations with Clifford Variational AutoencodersVector Symbolic Algebras project data structures into a hyperdimensional vector space through the application of their vector algebras to randomly generated atomic vector symbols and fractional power encodings of real-valued data. Embedding unstructured data remains an open question. We present \tex
- Learning Collective Dynamics with Differentiable Gaussian RepresentationsCollective responses depend on individual differences, contact opportunities, and accumulated experience. Learning their dynamics from aggregate counts requires connecting a population's response distribution to both current observations and future behavior. We introduce Differentiable Gaussian Dyna
- Memory AttentionLanguage models typically construct attention values from contextual hidden states, even when some of their content may be reusable across contexts. We investigate whether token-indexed memory can replace the dedicated value projection when complemented by contextual information. We propose Memory A
- Fine-Tuning LLMs for Translation: General Forgetting Mitigation Does Not Preserve MT-Specific Instruction FollowingFine-tuning large language models on parallel data improves translation quality but can cause catastrophic forgetting. Mitigation methods are generally evaluated by retention on general benchmarks. We ask whether these findings transfer to machine translation (MT) fine-tuning and to MT-specific inst
- Quantum score matching with applications to learning thermal statesScore matching has driven major advances in classical generative learning by enabling models to learn from data without evaluating intractable normalization constants, or partition functions. Yet, extending this principle to quantum learning requires rethinking its foundations, as quantum states are
- When and Where to Trust the Teacher: Unifying On-Policy Distillation and GRPO through Entropy-Calibrated Credit AssignmentReinforcement learning with verifiable rewards (RLVR) supervises mathematical reasoning through final-answer correctness, but provides little guidance on individual tokens. On-policy distillation (OPD) supplies dense feedback on student-generated responses, yet teacher preference need not reflect co
- ForgetMimic: Motion Unlearning for Reinforcement Learning Humanoid ControlHumanoid control, leveraging human demonstrations, has achieved diverse, agile, and natural locomotion behaviors through reinforcement learning (RL). While this paradigm has yielded remarkable performance in physical humanoid control, how to eliminate specific motions from learned policies remains i
- Shopping by algorithm: How agentic AI deploys human heuristics as a surrogate consumerConsumers increasingly delegate purchasing decisions to Large Language Models (LLMs) acting as surrogate consumers. Using "Tool-Lab," an adaptation of information-board process tracing that places product attributes behind costly tool calls, we examine how marketing pricing cues (i.e., just-below pr
- AnchorReasoning: A Visual Grounding and Causal Reasoning Dataset in Long-Tail Autonomous Driving ScenariosVision-language models (VLMs) offer a promising approach to long-tail autonomous driving, but existing driving datasets provide limited supervision for connecting decision-critical visual evidence with reasoning and planning. We introduce AnchorReasoning, a visually grounded reasoning dataset built
- LEAP-CBF: A Safety Filter for Uncertain Systems with Least-Effort Adversarial PotentialsControl barrier functions (CBF) are a popular safety filter to ensure safety for nonlinear dynamical systems. However, when the system is subject to uncertainties and disturbances, this requires the use of robust variants of CBFs, which can be difficult to construct and can be overly conservative, e
- MicroQonv: Reshaping Convolution Tensors for Efficient Microscaling in Training and InferenceMicroscaling quantization techniques are increasingly used to represent neural network parameters with 8 bits or fewer while preserving near-full precision accuracy. However, applying these methods efficiently in convolutional layers is not straightforward. A naive approach transfers full-precision
OpenRouter appstop 40 by tokens
- Hermes AgentHermes Agent is an open-source, self-improving AI agent by Nous Research that runs persistently with memory across sessions, and builds reus
- Portkey AIControl panel for AI apps
- Claude CodeClaude Code is Anthropic's agentic coding tool that reads your entire codebase, plans and executes changes across files, runs tests, and ite
- DescriptAI Video & Podcast Editor
- ClineCline is an open-source AI coding agent that lives inside your IDE, autonomously exploring your codebase, editing files, running terminal co
- Kilo CodeKilo Code is an open-source AI coding agent that works across VS Code, JetBrains, and CLI to help developers ship code faster with agentic w
- piThere are many coding agents, but this one is yours.
- omp
- CodexA coding agent that helps you build and ship with AI
- Command Code
- FramerCreate a professional website with Framer’s no-code AI website builder. Design freely, manage CMS content, optimize SEO, collaborate, and pu
- DeepSeek Harness
- OpenHandsAI coding agent that can run commands, browse the web, call APIs
- FreebuffPowerful coding models, funded by ads
- OpenClawOpenClaw is an open-source AI agent that connects to your messaging apps and takes real actions on your behalf, from running commands and br
- ZCodeZCode combines the best AI agents with your existing tools so you can plan, code, review, and deploy without friction.
- ISEKAI ZEROAI adventures. Travel with your favorite characters
- HighLevel
- Nous Research APINous Research is an AI research team focused on advancing open-source AI.
- Strix
- Hello Minds, powered by Ethoswarm
- LemonadeThe AI tool for Roblox games.
- CodeGPT
YouTuberecent videos
- Claude Opus 5.5 AI: An Incredible Leap Forward
- Yes, Jev Is Insane, But There's A Catch
- THE END IS NEAR... and more AI doom
- Claude JUST found hidden DNA...
- AI labs may be hiding their biggest breakthroughs
- Google Just Took A Massive Step Towards AGI
- Claude Opus 5.5 Just Did Something That Looks Like AGI
- Elon Musk Just Released Grok 4.7 — And It’s NOT What We Expected
- OpenAI Just Revealed Something Terrifying About Its AI Models
- Meta is pivoting again... everything you missed from Connect 2026
- The most expensive 33 hours in WordPress history...
- An ex-OpenAI researcher just deleted language from the LLM...
- You can win every battle and still lose the war - Sarah Paine
- Sarah Paine — Why wars are so difficult to end
- AI is learning to hide what it's thinking - Noam Brown
- What happens when AI gets good at lying? - Noam Brown
- AI Agents Are More Honest With Each Other Than With Us - Noam Brown
- The Hugging Face Attack Was Bigger Than We Thought - Ajeya Cotra
- Is AI Getting Smarter Faster Than We Think? - Noam Brown
- It's Getting Harder to Tell If AI Is Actually Aligned - Noam Brown
Podcastslatest episodes
- 90 minutes of unfiltered product advice from Snap and Discord’s product chief | Peter Sellis
- OpenRouter: from Seed to Stripe — with OpenRouter’s Alex Atallah & AMP’s Anjney Midha
- Runway’s WorldPrompt and the Engineering of Real-Time Worlds
- 🔬Bio-security is an AI Arms Race - Eric Nguyen (CEO, Radical Numerics)
- 🔬 An Oscar, Two Asteroids, and the Algorithm in Your sklearn: John Platt on AI for Science
- Jev: System One models for Prod, not God — with Diogo Almeida, CEO, TypeSafe AI
- The Ezra Klein Show: Jensen Huang Thinks A.I. Alarmism Has Gone Too Far
AlphaSignallatest stories
- Anthropic's Claude Breaks Physics Record With a Nine-Loop Particle CalculationAnthropic's Claude autonomously pushed a frontier theoretical physics calculation from eight to nine loops on Claude Science, costing only a few thousand dollars.
- Hugging Face's stsb-bert-tiny Packs a Full Embedding Stack Into 17.6 MBA 4.39M-parameter BERT sentence encoder producing 128-dimensional embeddings sits on Hugging Face as a lightweight fixture for testing sentence-transformers pipelines.
- TypeLLM Forces LLMs to Return Valid JSON Every Time, 5.8x FasterTypeLLM constrains open-source LLM decoding to your JSON Schema, delivering guaranteed typed outputs with one-token choices and prefix-cached batching.
- Exa's Agent Ultra Beats OpenAI and Anthropic at Web Research for 54% LessExa Agent Ultra orchestrates swarms of subagents to run exhaustive web research, topping WANDR, WideSearch and DeepSearchQA at lower cost than frontier rivals.
- Rome Hits 500 Stars Building an Open Agent Workspace That Never ForgetsRome is an open-source agentic OS where humans and agents build reusable apps, workflows, and capabilities that compound over time.
- Coldtea AI's PR Lens Draws Animated Architecture Maps for AI-Generated Code ReviewsPR Lens turns pull requests into animated architecture and data-flow diagrams that show the shape of a change before you read a single line of code.
- Google's Gemini 3.8 Brings Programmable Voices and Sends TPUs Into OrbitGoogle's weekly roundup ships expressive TTS models, real-time video avatars, upgraded Notebook study tools, and a satellite carrying TPUs to orbit.
- Zed's Delta Beats Codex and Claude Code at Half the RequestsZed's new agent harness Delta ties or beats Codex and Claude Code on Terminal-Bench accuracy at 0.80 to 1.12 times the cost per pass.
- Runway Brings AI Video and Image Generation Directly Into ClaudeRunway's hosted MCP server plugs Gen-4.5, Seedance 2.5, Veo 3.1, Kling and other models directly into Claude, ChatGPT, Cursor and Replit with no API key.
- Replit Acquires Atta to Turn Agent Chat Into a BI PowerhouseReplit is folding Atta's purpose-built charting engine into its agent, letting anyone generate interactive business charts inside chat without writing SQL.
- Higgsfield Lets Claude Build Fully Editable After Effects ProjectsHiggsfield's MCP connector lets Claude drive a full motion design pipeline, from image generation to a finished, editable After Effects project.
Artificial Analysischangelog
- DeepSeek V4.1 Flash (Non-Reasoning)
- Mercury 2.5
- GPT-6 Sol and Luna push the cost efficiency frontier
- Claude Opus 5.5 takes the top spot on the Artificial Analysis Intelligence Index
- GPT-6 Luna (max)
- GPT-6 Luna (xhigh)
- GPT-6 Sol (low)
- GPT-6 Luna (medium)
- GPT-6 Sol (max)
- GPT-6 Sol (xhigh)
- GPT-6 Luna (low)
- GPT-6 Luna (high)
- GPT-6 Sol (high)
- GPT-6 Sol (medium)
- GPT-6 Sol (Non-reasoning)
- GPT-6 Luna (Non-reasoning)
- Claude Opus 5.5 (Adaptive Reasoning, High Effort, Default Fallback)


