FairStress: A deeper evaluation of fairness in LLM decision-making
FairStress is a new benchmark that reveals demographic differences in how LLMs defend and explain their decisions, even when their final choices appear fair.
Last 3 hours(11)
Deepseek open-sources the inference engine that powers its fastest and cheapest AI model
DeepSeek open-sources DeepInfer, a vLLM-based inference framework optimized for cost and energy efficiency.
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source trail · 2
- The Decoder
- Hacker News (AI-filtered)DeepInfer: High-performance inference framework for DeepSeek models
Beyond the KV cache: Training and serving i14’s Laplace 3B linear attention model on AWS Trainium2 with native PyTorch
Case study on training and serving Laplace 3B linear attention models on AWS Trainium2 with constant memory usage.
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The Programmable Data Center — Evan Conrad, SF Compute
From GPU trading to physical settlement, independent markets, and programmable compute
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Meta drops the word "train" from its commercial TOS after AI backlash
Meta changes AI scraping policy but won’t add language respecting robots.txt.
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Sign language to text
Comments
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Why I’m no longer updating this repository
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Google has joined Amazon in attacking Nvidia’s stronghold with AI app developers
Google has joined Amazon in releasing a developer tool that makes it easy for PyTorch users to move their apps off Nvidia GPUs.
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Run Ornith-1.5 122B Locally: Stronger, Faster, Leaner
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Anthropic’s cloud partnerships are getting messy
Anthropic is reportedly struggling to secure enough compute from cloud providers that increasingly view it as a competitor, even as its infrastructure spending balloons ahead of a planned November IPO
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OpenAI acquires startup Orchestra Bio to beef up its biotech business
OpenAI says it's adding Orchestra's team and technology to work on Rosalind, its AI model for life sciences research, and to its related Rosalind Workbench tool, a harness that aims to help researcher
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Gemini's Personal Intelligence is coming to cars
It's probably time to audit your Gemini settings.
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Earlier today(43)
Translating in style: An open-weight alternative to GPT-4 for culturally aligned machine translation
RASTA framework uses retrieval-augmented stylistic alignment to improve machine translation quality for non-Western languages.
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Forecasting Patient Trajectories from the Electronic Health Records with Action-Conditioned World Models
World model approach for EHR data that models patient history as action-conditioned latent trajectories.
why surfaced · high
- high novelty against the 30-day history
- classified as concrete builder or research signal
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FairStress: A deeper evaluation of fairness in LLM decision-making
FairStress benchmark evaluates demographic biases in LLM decision-making explanations and justifications.
why surfaced · high
- high novelty against the 30-day history
- classified as concrete builder or research signal
- primary source has high trust weight
- Save this for technical review if the method maps to your roadmap.
Discover tools at runtime with AWS Agent Registry
Implementation of a runtime tool discovery and execution loop using AWS Agent Registry and MCP servers.
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Securing AI agent identity with X.509 PKI on AWS
Reference architecture for securing multi-agent systems using X.509 PKI and cryptographic identity on AWS.
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Presentation: Beyond the Prototype: Scaling Framework Agnostic AI Agent Infrastructure with Ray
Operational guide for scaling AI agent infrastructure using Ray on Kubernetes.
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Fine-tuning GPT-OSS-20B for multilingual reasoning on Amazon SageMaker HyperPod
Learn how we fine-tuned GPT-OSS-20B for multilingual reasoning on Amazon SageMaker HyperPod, and how to decide between supervised fine-tuning (SFT) and reinforcement learning with GRPO. SFT took reaso
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Build a semantic layer for agentic AI on AWS with AtScale and Amazon Bedrock AgentCore
The third post in our semantic-layer series builds a governed customer 360 model on Amazon Redshift with AtScale, then exposes it to a Strands agent on Amazon Bedrock AgentCore through the AtScale MCP
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source trail · 3
- AWS Machine Learning Blog
- AWS Machine Learning BlogBuild a semantic layer for agentic AI on AWS with Strategy Mosaic and Amazon Bedrock AgentCore
- AWS Machine Learning BlogBuild a semantic layer for agentic AI on AWS with Denodo and Amazon Bedrock AgentCore
From data to decisions: Conversational supply chain intelligence with Amazon Quick and Amazon Bedrock AgentCore
Enterprise supply chains are data-rich but insight-poor, with the data to decide scattered across ERP, monitoring, procurement, and email. This post shows how Amazon Bedrock AgentCore exposes those sy
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How Eon built multi-cloud investigation with an MCP Gateway on Amazon Bedrock AgentCore
Learn how Eon replaced per-tool credentials and local MCP processes across AWS, GCP, and Azure with a single authenticated Amazon Bedrock AgentCore gateway, giving more than 100 developers and autonom
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How Octave built a secure multi-tenant AI foundation on Amazon Bedrock
Octave built a secure, multi-tenant AI foundation on Amazon Bedrock, using Cohere Embed v4 for embeddings and Amazon Bedrock AgentCore for isolated agent execution, to power a Complaint Triage Assista
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Agents, Workers - Think agents now use a @cloudflare/computer workspace
Think and Agent Skills now use the workspace from @cloudflare/computer ↗︎ as well as the filesystem tools. A JavaScript execution environment can be configured by adding the JavaScriptWorkerBackend. @
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Anthropic: How Claude designed protein binders against scorpion neurotoxins
We asked an internal research Claude model to design minibinders (small proteins that attach tightly to a target) against scorpion neurotoxins.
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- seen on 2 feeds; not independent verification
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source trail · 2
- Anthropic
- Hacker News (AI-filtered)Claude designed protein binders against scorpion neurotoxins
Access OpenAI GPT models on Amazon Bedrock from Canada with cross-Region inference
Canadian organizations can now access OpenAI GPT-5.6, GPT-6, and GPT-6.1 models on Amazon Bedrock from the Canada (Central) and Canada West (Calgary) Regions using cross-Region inference. This post co
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Composable Parametric Demographic Injection for Values Survey Simulation
Method for demographic injection in LLM social science simulations to improve response distribution accuracy.
why surfaced · high
- high novelty against the 30-day history
- classified as useful but lower-confidence signal
- primary source has high trust weight
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Meta tries to scapegoat staff who downloaded torrents to spare execs
Meta argues nobody “decided” to pirate books to train AI.
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A visit to Samsung’s massive new semiconductor hub
Generative AI models run on powerful chips known as GPUs, which depend on stacks of specialized memory chips packaged with the processor. To meet growing demand for memory, Samsung is building a massi
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Franchisee reconciles cash in 94% less time with ChatGPT Work
An independent Schlotzsky’s and Cinnabon franchisee cut menu repricing time by 95% and built a workflow that could free up $100K in cash flow.
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Ukraine’s drone rescue of wounded soldier puts much touted idea into practice
Ukraine’s latest drone innovation may boost bleak odds of evacuating casualties.
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Latest open artifacts (#25): DeepSeek V4.1 Flash 1017, American-made models, and new regulatory controls in the US & China
Western open models strike back
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AI adoption by industry shows what other sectors can learn
The current narrative around artificial intelligence in the workplace is largely driven by Silicon Valley. But treating the tech sector as an island misses the actual trends in technology adoption–tec
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Publish fake stats, get cited in LLMs
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Work management context for AI agents with Smartsheet MCP on AWS
Integration guide for connecting Smartsheet MCP servers to AI agents on AWS.
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Mistral AI: Voxtral 3: Voice Agent SDK & Speech Models in 50+ Languages
Voxtral 3: Mistral's voice agent SDK for real-time speech in 50+ languages — accurate transcription, emotional TTS, deep tool use. EU-hosted or self-deployed.
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Sam Altman reportedly pitched three endgames for AI safety, one involving a single firm melting everyone else's GPUs
OpenAI CEO Sam Altman laid out three paths to safe AI in an internal presentation: an international watchdog modeled after the IAEA, a merger of the major labs into one entity, or a single company so
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Figma co-founder Dylan Field thinks MCP is not a perfect protocol
Figma said it plans to support as many standards as possible without exposing all of its data.
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US bans Deepseek technology across federal civilian agencies
The US Department of Homeland Security has banned federal civilian agencies from using AI technology from Chinese lab Deepseek. The article US bans Deepseek technology across federal civilian agencies
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OpenAI acquires Orchestra Bio
OpenAI is acquiring Orchestra Bio to bring AI-powered operations to life sciences R&D, helping biopharma teams accelerate drug development and advance new treatments.
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- high novelty against the 30-day history
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Mistral AI launches Voxtral 3, a full voice agent stack that listens, thinks, and talks in real time
Mistral AI launched Voxtral 3, a new family of language models built for real-time voice agents. The system combines speech-to-text, text-to-speech, and a voice agent SDK, supports more than 50 langua
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French Government Calls Emergency Meetings With Platforms Over Protests
TikTok and other sites were told to curb protest footage and AI-altered images, while online retailers like Vinted and eBay reportedly signed an agreement stop looted goods from flooding resale sites.
why surfaced · high
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Meta’s Muse hits 10M U.S. downloads in 40 days, a milestone reached by only 11 other apps
Meta's AI companion Muse has surpassed 10 million U.S. downloads in its first 40 days, joining an exclusive group of apps that includes Threads. New data also shows Muse is retaining users at higher r
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Meta Muse exposes users' personal and business secrets when they share conversations
Meta is suspending the sharing feature while it investigates its privacy.
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US orders federal agencies to remove China’s DeepSeek AI from their systems
The US has ordered federal civilian agencies to remove DeepSeek products and third-party services built using its technology, citing national security concerns.
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OpenAI says GPT-6 is much better with legacy programming languages such as COBOL and Fortran
OpenAI improved its latest models for low-resource programming languages like COBOL, Fortran, and Visual Basic. On the new MultiLangBench, GPT-6 Astra hits an 87.4 percent test pass rate across 20 lan
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Plants can speak using electricity, so this startup built an AI model to decipher their language
Electric Plant has built an AI-powered translator to help humans listen to what plants are saying with the subtle electricity coursing through their stems.
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Otter.ai raises $320 million from General Catalyst’s growth fund for its meeting tool
Meeting note-taking tool Otter.ai announced on Tuesday that it has raised $320 million from General Catalyst’s Customer Value Fund (CVF), which provides capital to startups without diluting equity and
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Google: Ask a Scientist: How can AI help doctors spend more time on collaborative care?
AMIE, an AI system people can chat with before doctor’s appointments, securely gathers patient information, and saves doctors time.
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How To Use Decision Models for Evals
main.content table { display:block; width:100%; max-width:100%; overflow-x:auto; } #evaluation-prompt pre { background:var(--bs-body-bg); color:var(--bs-body-color); padding:18px; border:1px solid var
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Google: New Gemini tools for small business owners
Streamline tasks with the new Gemini business hub. Connect Google apps, generate on-brand visuals, and get financial insights. See what’s new.
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Don't forget about the UI for AI
Recorded at OpenAI Dev Day 2026, Ryan sits down with Andrew Ambrosino, member of the technical staff at OpenAI, for a conversation on OpenAI's strategy for merging ChatGPT and Codex into a unified exp
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Control Any Smart TV with Free Local AI Agent (Hermes + Ollama)
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- high novelty against the 30-day history
- classified as useful but lower-confidence signal
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Mac Mini For AI Agents: How Much Memory You Need, And How To Use What You Have.
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Diffusion at Scale: Testing Mercury 3 by Inception
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Yesterday & older(6)
Advancing coding in low‑resource programming languages
Learn how OpenAI is improving ChatGPT across low-resource programming languages, with new evaluations for software engineering, SQLite, and COBOL migration.
why surfaced · high
- high novelty against the 30-day history
- classified as useful but lower-confidence signal
- primary source has high trust weight
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Perplexity’s pplx-decider-v1.2: Is It Worth Using? We Tested It Live
why surfaced · high
- high novelty against the 30-day history
- classified as useful but lower-confidence signal
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Accelerating Mamba-2 with High-Performance Forward Pass Kernels in NVIDIA CUDA Tile
NVIDIA CUDA Tile (cuTile) is a Python-based DSL and parallel programming model for NVIDIA GPUs that automatically leverages advanced hardware capabilities to... NVIDIA CUDA Tile (cuTile) is a Python-b
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- kept for context despite familiar coverage
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NVIDIA Vera CPUs double throughput for Modal Sandboxes
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Show HN: Qwen3-4B with the AI writing tics trained out
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- kept for context despite familiar coverage
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Show HN: KiviDB, a faster Redis-compatible memory database and vector cache
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- kept for context despite familiar coverage
- classified as concrete builder or research signal
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