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Show HN: Use AI once to build the automation, then run it with $0 in AI

Visualbuild.me's Automation Skill Builder is a local-first AI automation platform. Record workflows once with AI, then run them offline without any AI cost. Supports desktop, browser, API, OCR automation and exposes skills via MCP for integration with AI assistants like Cursor, Claude, and Copilot. Pricing from free to enterprise.

Hacker News AIAgents / ResearchIn-site article
VRAM Ghost Busting: Who You Gonna close()?

At H Company, GPU clusters showed VRAM held by ghost processes after job crashes. Investigation traced the issue to FUSE mounts used for S3 storage: the userspace daemon (rclone mount) was killed by OOM, but the kernel failed to abort the FUSE connection because a file descriptor was still held by the broker process (fusermount-server). This left training threads stuck in D-state holding CUDA contexts. A hotfix forced abort of FUSE connections, but a root cause fix requires addressing the fd leak.

Hacker News AIChips / ResearchIn-site article
The Library of Congress and AI for Libraries, Archives and Museums

The Library of Congress has become a founding member of AI4LAM, an international organization promoting responsible AI use in cultural heritage. Formed in 2018, AI4LAM now has over 40 institutional members from more than 10 countries. The Library will co-host the Fantastic Futures 2026 conference this September.

Hacker News AIResearchIn-site article
Most of an agent codebase is not the agent

A reflection on how building agent-based systems involves far more than just the agent logic; the bulk of the codebase consists of infrastructure, tools, and support systems.

Hacker News AIAgentsIn-site article
Apple jacks up prices on its MacBooks and iPads - here's how much more you'll pay

Apple has raised prices on its entire MacBook and iPad lineup by 15% to 25% due to surging memory chip costs and AI-driven demand. Examples include the basic iPad rising from $349 to $449 and MacBook Air from $1,099 to $1,299. The price hikes are attributed to memory chip shortages caused by AI companies and manufacturers shifting focus to enterprise components. Apple CEO Tim Cook warned the increases are unavoidable. The iPhone was spared for now.

ZDNet AIChips / PolicyIn-site article
This Geekom mini PC is a good alternative to pricey tech, and it's $350 off

The Geekom A9 Max mini PC is on sale for $1,349 during Amazon Prime Day, saving $350 off the regular $1,699. Featuring an AMD Ryzen AI 9 HX 370 processor with 80 TOPS of AI performance, 32GB DDR5 RAM (expandable to 128GB), and dual PCIe Gen4 NVMe SSDs (up to 8TB), it offers strong performance for creators, designers, and AI users. Its integrated GPU is a minor drawback, but overall it's a powerful and compact workstation.

ZDNet AIChipsIn-site article
UN hypocrisy in AI Environmental demands

The United Nations runs Google's ad-tech on its own website, without consent, while telling the rest of us to account for AI's footprint. A forensic capture reveals extensive third-party tracking, device fingerprinting, and storage operations without any consent mechanism. The author calls on the Secretary-General to remove all third-party tracking within 180 days.

Hacker News AIPolicyIn-site article
Show HN: Forensic-deepdive: code knowledge graph and MCP server for AI agents

Forensic-deepdive is an open-source tool that builds a persistent code knowledge graph for any codebase (supports 9 languages) and provides an MCP server interface for AI coding agents. It generates 5 human-readable Markdown documents and 10 integration files, all offline without LLM or network.

Hacker News AIAgents / ChipsIn-site article
Where every major LLM stands politically

A new study maps the political leanings of six major AI language models, finding that four out of six lean left, with Grok the furthest right and Gemini the most neutral and stable. The analysis reveals gaps between models' self-claimed positions and measured stances.

Hacker News AIModels / ResearchIn-site article
Appaloft Enables Deployments to Your Own Servers via CLI, GitHub Actions, and AI Agents

Appaloft is a local-first, AI-native PaaS that allows developers to deploy applications to their own servers using a single configuration file. It supports static sites, Docker, Compose, and offers a blueprint marketplace for common apps. Integrates with CLI, GitHub Actions, and MCP for AI agent control.

Hacker News AIAgents / PolicyIn-site article
Warp lands $60M to automate payroll, compliance and HR with AI

Employee management startup Warp today said it has raised $60 million in new funding to expand a platform that uses artificial intelligence to run payroll and other back-office work with little staff involved.

SiliconANGLE AIAgents / Policy / StartupsIn-site article
What it Means to Be a Mathematician When AI Does the Math

This article explores how AI's rapid progress in mathematics challenges traditional research, prompting mathematicians to reassess their roles. It analyzes three potential futures: AI as a tool, a collaborator, or an autonomous oracle.

IEEE Spectrum AIModels / Agents / ResearchIn-site article
Exclusive: LucidLink launches MCP server to give AI agents shared access to distributed files

LucidLink released a public beta of a Model Context Protocol server that extends its distributed file system to AI agents, enabling shared access to files across cloud, on-premises, and edge environments. The server addresses data movement and state persistence issues in multi-agent workflows, allowing agents, applications, and humans to work from the same files without copying data.

SiliconANGLE AIAgents / PolicyIn-site article
CALHippo: A Reproducible Pipeline for Cell-Type-Resolved Instance Segmentation and Density-Based Mesoscale Reconstruction of the Human Hippocampus

CALHippo is an open-source framework that uses BigBrain histological sections to perform a multiscale workflow, from high-resolution cell instance segmentation to density modeling, generating biologically plausible 3D cellular point clouds for mesoscale reconstruction of the human hippocampus. The framework has been accepted at MICCAI 2026.

Hacker News AIAgents / PolicyIn-site article
Beyond Fable: Can a Local LLM Replace Cloud AI for Security Code Reviews

Research shows that with proper scaffolding, a local LLM like Qwen3.6-35B-A3B can produce security findings comparable to frontier cloud models, but works best in a Source-local pipeline where the cloud designs and consolidates while the local model executes, keeping source code on-premises.

Hacker News AIModels / Policy / ResearchIn-site article
Agentic Workflow vs. Autonomous Agent: What’s the Difference?

This article explains how to distinguish agentic workflows from autonomous agents by focusing on who owns control flow—a human writing code in advance, or a model reasoning at runtime. It covers deterministic workflows, orchestrated workflows, reactive agents (ReAct loop), and autonomous multi-agent systems with runnable code examples. The real axis is predictability versus autonomy, not whether an LLM is involved. Workflows dominate production today, and hybrid architectures are the emerging pattern.

Machine Learning MasteryAgents / StartupsIn-site article
Ford had to hire back former engineers to fix mistakes made by its automated systems

After topping JD Power's initial quality ranking, Ford acknowledged challenges from over-reliance on automation, which required rehiring experienced engineers to correct robot errors. The automaker realized AI's effectiveness depends on data quality and underestimated veteran engineers' institutional knowledge. Ford has brought back over 350 experienced engineers, shifted from 'find and fix' to prevention, and strengthened collaboration between software and hardware teams.

The Verge AIModels / Agents / PolicyIn-site article
What To Look For in a Serverless Database for AI Applications

This buyer's guide covers key criteria for evaluating serverless databases for AI workloads, including compute-storage separation, open standards, scale-to-zero, connection models, and AI-native capabilities.

Databricks BlogAgents / PolicyIn-site article