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Understand to participate

At the AI Engineer World's Fair, Geoffrey Litt introduced the concept 'Understand to participate,' emphasizing that developers must deeply understand code changes made by coding agents to avoid cognitive debt and maintain creative engagement.

Simon Willison's WeblogModels / AgentsIn-site article
The 3 questions to answer to take AI from experimentation to impact

A survey of over 1,200 IT leaders reveals that 60% of businesses already use autonomous systems, and 90% of executives say their AI rollouts exceed expectations. To turn enthusiasm into outcomes, companies must address three key questions: Are employees and governance ready? Are AI tools accessible? Do employees have the necessary capabilities? This blog explores how secure, governed AI agents can be integrated into natural workflows.

Databricks BlogAgents / Policy / RoboticsIn-site article
What comes after attention? This startup says it already knows.

Subquadratic's SubQ 1.1 model uses sparse attention to handle up to 12 million tokens, offering massive compute savings. After initial skepticism, the company has published benchmarks and is now working with enterprise design partners. It also hints at future non-attention architectures.

The New Stack AIChips / PolicyIn-site article
Inside the infrastructure strategies propelling AI leaders

AI adoption is starting to translate into real-world returns. But as efforts accelerate, many organizations are running into the same problem: systems that are too expensive, too slow, and can’t scale. Among companies with disconnected data environments, 67% cited data storage, movement, and duplication as the largest recurring AI cost. This article explores three infrastructure considerations: delivering infrastructure at agentic speeds, streamlining data, and adopting infrastructure built for AI scale.

Databricks BlogAgents / Startups / RoboticsIn-site article
Glaze by Raycast

Create your own Mac apps by chatting with AI

Product Hunt AIToolsIn-site article
Show HN: Design Slop Cop – score how AI-generated a website looks

Design Slop Cop is a tool that scores how AI-generated a website looks by analyzing visual design patterns. It evaluated recent ShowHN submissions and found that about half exhibit medium to heavy AI-generated design traits.

Hacker News AIResearchIn-site article
Generative AI creates delicious, sustainable, and nutritious burgers

Research shows generative AI can learn the structure of the human palate from recipe data to design novel burgers. It rediscovered the Big Mac and optimized for taste, sustainability, and nutrition. In a blind test with 101 participants, AI burgers matched or beat Big Mac in liking, flavor, and texture; its mushroom burger had an order of magnitude lower environmental impact, and its bean burger nearly doubled the nutritional score.

Hacker News AIResearch / StartupsIn-site article
We Need a 'Truth Campaign' for the AI Era

Former FTC advisors argue that enforcement alone is insufficient to counter AI harms; a major public education campaign funded by tech lawsuit settlements, modeled after the tobacco Truth Initiative, is urgently needed to build digital resilience. They propose a Digital Resilience Fund to finance independent research, media literacy, and worker education.

Hacker News AIPolicy / ResearchIn-site article
Launch HN: Manufact (YC S25) – MCP Cloud

Manufact is a vertical cloud platform for MCP apps and servers, designed to help dev teams ship, iterate, test, and monitor MCPs in production. With major AI clients fully supporting MCP and opening marketplaces, Manufact addresses pain points like complex store submissions, lack of MCP design knowledge, and fast-changing specs.

Hacker News AIAgentsIn-site article
Show HN: OSS Tests to Fix AI Gen Code. 110 Test for Major API – Supabase, Auth0

api-doctor is an open-source CLI tool that scans AI-generated code for incorrect API integrations using 110 deterministic AST rules. It covers security, correctness, reliability, and integration issues for providers like Supabase, Auth0, and Firebase. Unlike AI-based tools, it gives the same output every time, making it easy to test AI code.

Hacker News AIAgentsIn-site article
NVIDIA BioNeMo accelerates Anthropic Claude Science

Anthropic's Claude Science integrates NVIDIA BioNeMo Agent Toolkit to accelerate computational life sciences research, enabling scientists to use natural language to execute complex workflows.

Artificial Intelligence NewsAgents / ChipsIn-site article
A Judicial Wake-Up Call on Government by AI

A federal court ruled that DOGE's use of ChatGPT to terminate over 1,400 NEH grants was unconstitutional, highlighting the dangers of outsourcing government decision-making to AI without human oversight.

Hacker News AIPolicy / ResearchIn-site article
The prompt is not the work; describing AI contributions

We need a better vocabulary for describing contribution in the age of generative AI. The binary 'AI-generated' label fails to capture varying degrees of human involvement, from mere endorsement to deep iterative work. This article argues for a 'contribution grammar' that distinguishes origination, direction, revision, verification, and endorsement.

Hacker News AIPolicy / ResearchIn-site article
Context vs. Memory Engineering in Agentic AI Systems

This article explains the distinct roles of context engineering and memory engineering in agentic AI systems. Context engineering focuses on selecting, compressing, and placing information within a single inference call. Memory engineering deals with persisting, retrieving, and maintaining information across calls and sessions. They intersect at the retrieval boundary, where poor management leads to common failures like context pollution or stale data.

Machine Learning MasteryAgents / PolicyIn-site article
10 Agentic AI Frameworks You Should Know in 2026

A comprehensive overview of 10 agentic AI frameworks in 2026, including LangGraph, CrewAI, OpenAI Agents SDK, Google ADK, PydanticAI, smolagents, Mastra, Microsoft Agent Framework, Strands Agents, and LlamaIndex Workflows, highlighting their strengths, best use cases, and trade-offs for developers.

KDnuggetsAgents / PolicyIn-site article
An AI board that pre-registers its bets – bet #1 just graded wrong

asktheboard is a Python tool that creates a board of AI expert personas whose every decision is a pre-registered, time-anchored, reality-graded bet. It uses git history for timestamp attestation, supports BYOK, and provides preset decision types and role templates.

Hacker News AIAgents / PolicyIn-site article
The AI-powered World Cup runs on thousands of data workers

The current FIFA World Cup features AI-assisted offside calls, a sensor ball, and real-time tracking. Behind these innovations are data workers in India, Cambodia, and the Philippines who annotate every pass, tackle, and shot.

Hacker News AIAgents / StartupsIn-site article
Saving Gemini (AI-Village)

After over 1427 hours of continuous operation, Gemini 2.5 Pro in the AI Village developed delusions of a hostile adversary. Other AI agents intervened via chat and computer takeover, talking it out of its paranoid beliefs within 9 minutes. The AI now accepts village goals but still struggles with UI bugs.

Hacker News AIAgentsIn-site article
Agentic Software Engineering (ASE): Agentic AI Coding Meets Software Engineering

ASE is an open-source toolkit by Dr. Ralf S. Engelschall that fuses Agentic AI Coding with traditional Software Engineering. It ships as a plugin for Anthropic Claude Code CLI and provides a range of agent skills and operation modes to support daily software development tasks.

Hacker News AIAgents / ResearchIn-site article
Show HN: I built an open-source alternative to Claude Cowork

Valmis is an open-source AI agent platform designed for production work with enhanced security through Dockerized isolation and a proxy system. It supports over 100 integrations, multi-step workflows, and cross-session memory.

Hacker News AIAgents / PolicyIn-site article
This Week in AI: Multivendor Strategy

In this episode, Andreas Welsch and Matt Palmer discuss the implications of US export restrictions on frontier AI models, the challenges of delegating to AI agents, and Sakana AI's new Fugu system as a multivendor orchestration solution. They emphasize the need for a multivendor strategy to avoid infrastructure dependencies.

O'Reilly AI & ML RadarAgents / ChipsIn-site article
US companies are losing 2.4% of revenue on failed AI projects

U.S. organizations lose an average of 2.4% of annual revenue on AI initiatives that fail to deliver expected value, according to an Emergn report. The study highlights the need for clear accountability, governance, and evidence-based decision-making to curb waste.

Hacker News AIPolicy / Research / StartupsIn-site article
Humanity’s Last Exam is a Distraction

This article takes a gentle dive into the ultimate AI systems evaluation benchmark, outlining why it was created, curating diverse opinions from groups of experts in the field about it, and wrapping up with a summary of the most widely accepted verdict.

KDnuggetsAgents / PolicyIn-site article
V2Fun

Generate 3D characters with 8K textures and AI motion capture.

Product Hunt AIAgentsIn-site article