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The AI Compass

A political compass style quiz about AI and AI ethics, with 29 questions mapping to 30 archetypes. Creator bambamramfan, author Simon Willison got 'The Garage Tinkerer'.

Simon Willison's WeblogModels / AgentsIn-site article
Clusy: AI Notebook Platform for Modern Data Science

Clusy is an agent-native notebook platform for researchers and data teams to build, branch, run, and evaluate ML and data science workflows in the cloud. Describe a goal in natural language, and Clusy plans the workflow, sources datasets, preprocesses data, runs parallel experiments in replicated kernels, compares model architectures, and helps produce optimal models through a human-in-the-loop notebook experience.

Product Hunt AIAgents / ResearchIn-site article
Show HN: I built an AI agent to yell at me about my ADHD

A developer with ADHD created an AI agent named 'hex' to manage his calendar, tasks, notes, and more, integrating multiple tools and specialist agents. The article covers hex's features, technical architecture, challenges faced, and lessons learned.

Hacker News AIAgents / ResearchIn-site article
Enforcing Invariants in AI-Generated Code with ADRs and Contracts

This article introduces methods to enforce invariants in AI-generated code using Architecture Decision Records (ADRs) and RFC 2119 keywords. It describes how to record architectural decisions as invariants, ensure AI agents consult them, and back them with deterministic checks to prevent violations.

Hacker News AIAgentsIn-site article
No Memory of Its Own: Governing a Visiting Agent on Sovereign Data

The enterprise data room was built for human visitors with lossy memory. AI agents invert every assumption: they remember perfectly, carry data out, and operate on infrastructure the owner does not control. This note characterizes the problem of cross-organizational agentic data sharing and argues that the solution lies in treating memory as a service of the agentic operating system, not a possession of the agent. The resulting construct is an agentic data enclave.

Hacker News AIAgents / PolicyIn-site article
NVIDIA BioNeMo Agent Toolkit Brings Accelerated AI to Life Sciences Researchers in Claude Science

NVIDIA announced the BioNeMo Agent Toolkit, integrated with Anthropic's Claude Science, enabling scientists to use natural language to run accelerated AI workflows in drug discovery, genomics, and more. The toolkit includes GPU-accelerated tools like Parabricks, RAPIDS-singlecell, and nvMolKit, and is used by 18 of the top 20 pharmaceutical companies. Claude Science is now in public beta.

NVIDIA BlogAgents / ChipsIn-site article
Anthropic launches Claude Science, an AI workbench for scientific research

On Tuesday, Anthropic launched Claude Science, a new application for scientists that can run locally on macOS and Linux, or on a remote machine. It integrates multiple databases and tools into a single workbench, currently in beta and focused on life sciences but planned to expand. Available on Claude's paid plans, it uses standard Claude models with a coordination agent and connects to Nvidia's BioNeMo and HPC/Modal for large computations.

The New Stack AIAgents / ChipsIn-site article
Have your agent record video demos of its work with shot-scraper video

shot-scraper video is a new command that lets coding agents record video demos of their work. It takes a YAML storyboard, runs it via Playwright, and produces a video. The article details an example using Datasette and how the feature was developed with AI assistance.

Simon Willison's WeblogModels / Agents / ResearchIn-site article
SkillOpt: Agent skills as trainable parameters

AI agents often fail because their instructions, or skills, are manually modified with no guarantee of improvement. SkillOpt turns skill editing into a training process, making agent behavior more reliable without changing model weights. Across 52 evaluation cells, SkillOpt achieves best or tied-best results, and the optimized skills remain compact, auditable, and transferable.

Microsoft Research BlogAgents / ResearchIn-site article
Build generative UI for AI agents on Amazon Bedrock AgentCore with the AG-UI protocol

This post walks through how AG-UI integrates into the Fullstack AgentCore Solution Template (FAST) to build interactive agent frontends on Amazon Bedrock AgentCore. We then show how CopilotKit extends this with generative UI, shared state, and human-in-the-loop interactions, all deployed on Amazon Bedrock AgentCore.

AWS Machine Learning BlogAgentsIn-site article
Implementing resilience patterns with Amazon Bedrock and LLM gateway

This post presents five practical patterns for building resilient generative AI applications on AWS, progressing from native Amazon Bedrock features to multi-model orchestration using an LLM gateway. These patterns address real-world challenges such as quota exhaustion during traffic surges, maximizing availability through geographic distribution, and preventing noisy neighbor problems in multi-tenant environments.

AWS Machine Learning BlogModels / Policy / ResearchIn-site article
Building bilingual NER for cargo logistics with Amazon Bedrock

IBS Software used Amazon Bedrock's managed distillation capabilities to build a cost-effective bilingual NER system for cargo logistics. By distilling knowledge from Amazon Nova Pro into Nova Lite, they achieved 95.085% F1-Score while reducing operational costs by 14x. This post details the technical approach, challenges, and deployment architecture.

AWS Machine Learning BlogAgents / ResearchIn-site article
OpenAI launched strongest new models

🚀 Viktor*: One AI employee for every department. Viktor works in Slack and Teams, shipping real output daily. Get started free, $100 in credits.

Hacker News AIToolsIn-site article
The AI boom is colliding with a new threat: weather

As record-breaking heatwaves sweep Europe, Big Tech faces a battle to keep AI data centers cool. Severe weather has become the leading cause of loss in Zurich's U.S. data center builders' risk portfolio, prompting insurers and operators to reassess climate risks.

Hacker News AIChips / ResearchIn-site article
Agriculture is ready for AI, but its data isn't

The article argues that while AI holds great promise for agriculture—such as improving crop yields by 26%, reducing water use by 41%, and cutting chemical usage by 33%—its success depends on a solid data foundation. Many vendors overlook the need for clean, integrated data, and without it, AI can produce misleading outputs. Agriculture's data complexity (IoT, weather, soil, compliance) requires strong data models, governance, and real-time pipelines to avoid 'garbage in, garbage out' scenarios.

Hacker News AIAgents / PolicyIn-site article
The End of Tokenmaxxing

Tokenmaxxing—burning tokens to fake productivity—is dying as individuals and companies wake up to AI costs. GitHub Copilot's shift to credit-based billing, along with reasoning models and agents, has drastically increased token consumption. AI providers are moving from growth-at-all-costs to profitability, leading to price hikes. Token optimization and accountability are now the norm.

O'Reilly AI & ML RadarAgents / PolicyIn-site article
AWS launches a desktop for agents

After a short public preview, AWS made Amazon WorkSpaces for Agents generally available. It provides cloud-based virtual desktops for agents to operate legacy desktop applications without custom integrations, supporting MCP and computer vision. Human monitoring and intervention are possible.

The New Stack AIAgentsIn-site article
Libby will filter out AI content, kind of

OverDrive's new CEO Marc DeBevoise announces AI content controls for the Libby app, allowing readers to filter out AI-generated books and audiobooks. The move aims to balance AI's potential benefits with growing concerns over AI slop flooding digital publishing.

The Verge AIToolsIn-site article
Silicon Valley donations make Colorado Democratic primary one of state’s most expensive

Manny Rutinel’s House campaign draws millions from big tech as pro- and anti-AI factions spar over regulation. Political groups funded by top tech executives have been homing in on one local race in Colorado, as the state’s Democratic primary vote gets under way on Tuesday. Democrat Manny Rutinel, who’s running in the competitive eighth congressional district for a seat in the House, has seen his campaign boosted with at least $2m in donations from committees led by former Google CEO Eric Schmidt and crypto billionaire Chris Larsen.

The Guardian AIPolicyIn-site article
Harbor x LangChain: A Unified Stack for Evaluating Agents

Evaluating long-running, stateful agents requires a new eval runner. Harbor integrates with LangChain's Deep Agents, LangSmith sandboxes, and observability to provide scalable, isolated evaluations with explainable traces.

LangChain BlogAgents / ResearchIn-site article
Busabase: An Approval-First Database and Knowledge Base for AI Agents

Busabase is a free, open-source, local-first database and knowledge base designed for reviewing and approving AI-generated content. It provides a structured platform with Change Requests, audit trails, and an API for AI agents, ensuring human oversight before data becomes trusted.

Hacker News AIAgents / PolicyIn-site article
Don't Build a Router. Train the Small Model to Know When to Defer

This article introduces a two-tier cascade where a small specialized model handles the vast majority of simple queries and automatically escalates hard ones to a large frontier model. The approach achieves quality comparable to using a frontier model for all turns while significantly reducing cost and latency.

Hacker News AIAgents / ChipsIn-site article
shot-scraper 1.10

Release of shot-scraper 1.10 with a new video storyboard feature for recording demos.

Simon Willison's WeblogAgentsIn-site article