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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
The Sequence Opinion #888: Everything You Need to Know About the AI in Space Race

Space is becoming a new frontier for AI, driven by energy scarcity. Low Earth orbit is seen as an unmetered energy source, attracting trillion-dollar companies, chipmakers, and startups. As of December 2025, the first LLM trained in space, nanoGPT, has been completed in orbit.

TheSequenceChips / PolicyIn-site article
What is the benefit of integrating AI into wearable Healthcare Apps?

This article provides a technical and compliance-focused guide for U.S. healthcare founders and providers on building AI-enabled wearable healthcare apps across architecture, compliance, and ROI. It covers market opportunity, key use cases (remote patient monitoring, chronic disease management, early diagnostics, virtual care integration), reasons for failure, device categories, and a five-layer architecture.

Hacker News AIPolicyIn-site article
Testing Fable: interview with Norbert Wiener, the man who warned about AI – 1948

A fictional yet historically grounded interview with cybernetics founder Norbert Wiener, conducted by AI model Fable. Wiener's real writings are used to comment on modern AI developments including agentic commerce, automation job losses, military AI, and AGI hype. The conversation reveals Wiener's prescient warnings about literal-minded machines, feedback loops, and the need for human humility.

Hacker News AIAgents / ChipsIn-site article
OpenAI floats giving Trump administration 5 percent cut of AI boom

OpenAI has floated giving the US government a 5 percent ownership stake as a way of easing tensions with the Trump administration and blunting mounting public backlash against AI, according to the Financial Times. CEO Sam Altman argued that giving the public a financial interest in the company would be the best way to share the upside of AI, the FT reported, citing two unnamed people familiar with the talks. He's said to have first pitched the idea to Trump early last year. Altman reportedly suggested the 5 percent figure. Based on OpenAI's latest funding round, which ended with the company valued at $852 billion, that stake would be worth …

The Verge AIChips / PolicyIn-site article
Show HN: dart_agent_core – Run AI agents in Flutter apps with lifecycle hooks

dart_agent_core is a mobile-first, local-first Dart library for building and evaluating stateful, tool-using AI agents. It supports multiple LLM providers (OpenAI, Gemini, Claude, etc.), tool use, streaming, skill system, context compression, sub-agent delegation, and agent evals. Suitable for Flutter apps without a Python or Node.js backend.

Hacker News AIAgents / ResearchIn-site article
Ghbrk: Let AI agents run Git/gh without exposing SSH keys/API tokens

Ghbrk is a credential broker written in Rust that allows autonomous AI coding agents to securely execute Git and GitHub operations without exposing SSH keys or GitHub tokens. It uses a root-owned daemon to hold credentials, requires explicit 'ghbrk' prefix for remote operations, enforces policy-based access control, and logs all decisions to an append-only audit log. Ideal for engineers who delegate GitHub access to AI agents.

Hacker News AIAgents / PolicyIn-site article
Open Source AI Must Win

If intelligence becomes something people can only rent from a few closed institutions, the public does not just lose software freedom. It loses operational freedom. Open source AI is essential for work, education, science, and more, and must remain usable, understandable, reproducible, locally deployable, and economically viable.

Hacker News AIResearchIn-site article
If you like COSMIC Desktop, you'll love its new system monitor

System76 has created a brilliant system monitor specifically for the COSMIC Desktop, offering real-time metrics for CPU, memory, disk, network, GPU, and temperature, along with process management. It's lightweight and well-designed, but primarily for COSMIC; installing on other distros is complex.

ZDNet AIChipsIn-site article
Token Leaderboards

Companies like Meta and Microsoft use AI token leaderboards to track employee AI usage. The article explores the 'Claudeonomics' system, tokenmaxxing culture, pros and cons, and implementation tips.

Hacker News AIAgents / PolicyIn-site article
[AINews] not much happened today

This issue covers the relaunch of Anthropic's Fable 5 with safety fallbacks and the ecosystem's multi-model orchestration response. Open models like GLM-5.2 see progress with ZCode and benchmarks. Agent infrastructure gains wiki memory and structured composition patterns, while Devin Security Swarm demonstrates agent-based vulnerability discovery. Architecture advances include NVIDIA TwoTower and on-device inference breakthroughs.

Latent SpaceAgents / ChipsIn-site article
Show HN: Noter – AI agent dashboard for monitoring coding harnesses locally

Noter is a new layer for collaborating with coding agents without outsourcing your thinking. It features a Mission Control dashboard with four panels for real-time planning and execution monitoring, plus a Blueprint feature for generating specs and prompts. Free tier includes notes and agent context; Pro at €3/mo adds Blueprint, suggested tasks, and prompts.

Hacker News AIAgentsIn-site article
Let's Go Kill the Internet

Zuhair Lakhani, 21, founded Doublespeed, an a16z-backed bot farm using thousands of phones to create AI influencers on TikTok, aiming to replace human creators and manufacture viral trends. The service exploits scarcity and nihilism as marketing strategies, sparking debates about the 'dead internet' and authenticity.

Hacker News AIAgents / ChipsIn-site article
MarketFish – Simulate a market with 128 AI consumers before you launch

MarketFish is a multi-agent market simulation engine built on 6 academic papers and 11 LLM providers. It creates 128 AI consumers with unique identities, budgets, emotions, and biases, then simulates their shopping behavior over 30 rounds to predict product success. Offers Explore, Validate, and Hybrid modes.

Hacker News AIAgents / ResearchIn-site article
Cotal: Agentic Coordination Layer

Cotal is an open coordination layer for AI agents, addressing the high cost and failure rates caused by coordination breakdowns in multi-agent systems. It provides a shared space, identity verification, access control, and a replayable log for efficient agent collaboration.

Hacker News AIAgentsIn-site article