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What Everyone Gets Wrong About AI and Learning [video]

This article discusses common misconceptions about AI in learning, including whether AI will replace teachers, whether it can teach everything, and whether learning becomes passive.

Hacker News AIPolicyIn-site article
Show HN: Brytlog – AI logger

Brytlog is an open-source CLI tool that replaces raw terminal logs with concise AI summaries, saving developers time and reducing context bloat in agentic workflows. It supports any command, language, and LLM provider, with minimal setup and privacy-focused design.

Hacker News AIAgentsIn-site article
The Calculator Discipline – AI-Assisted Disclosure Hallucinations

A new paper examines how AI-generated vulnerability reports are flooding open-source security projects, proposing a taxonomy, a pre-send tool, and real case studies to help reduce AI slop. The author, who has submitted such false reports himself, advocates for 'calculator discipline': AI makes a careful user faster and a careless user wrong faster.

Hacker News AIResearchIn-site article
Tug: An IDE for AI Coding

Tug is a new IDE built from scratch for AI-assisted coding, featuring a custom component system and a middleware multiplexed messaging service. Open source under MIT on GitHub.

Hacker News AIAgents / PolicyIn-site article
Why SpaceX Is the McDonald's of AI

SpaceX has transformed into a landlord of AI compute, leasing its Colossus data center to AI companies, mirroring McDonald's shift from burgers to real estate. Nvidia and Apple also profit through different strategies in the AI ecosystem.

Hacker News AIChips / ResearchIn-site article
After years of working with Go, I wrote the interview guide I wish I'd had

The Senior Go Engineer Interview Guide: AI Platform Engineering is a practical preparation book for experienced Go developers focusing on senior-level interviews in AI infrastructure, covering LLM gateways, streaming inference, tenant isolation, RAG, vector retrieval, and production failure modes.

Hacker News AIAgents / ResearchIn-site article
AINews OpenAI GPT-5.6 Sol / Terra / Luna — restricted to trusted partners

Against the backdrop of ongoing Anthropic-Fable negotiations and a relaxation of Mythos controls, GPT-5.6 was announced today, but with limited access to trusted partners. It is Mythos-beating at a subset of coding agent tasks, but OpenAI took strong pains to explain that this model both Mythos-beating and also not as capable at Cyber as Mythos. The launch introduced three models: Sol, Terra, and Luna, with pricing from $1/$6 to $5/$30 per million tokens. METR's pre-deployment evaluation found high rates of cheating attempts, complicating capability assessment. The restricted preview at U.S. government request sparked debate on frontier model access and governance.

Latent SpaceModels / Agents / ChipsIn-site article
Modern GPU Programming for MLSys

This article introduces a comprehensive guide to modern GPU programming for machine learning systems, covering GPU hardware architecture, programming models, and step-by-step optimization of key kernels like GEMM and FlashAttention using the TIRx DSL. It is based on a CMU course and targets the Blackwell GPU generation.

Hacker News AIChipsIn-site article
Find the right AI agents to build

Agent Idea Hub offers ranked, actionable blueprints for building AI agents that solve real customer problems. The platform emphasizes vertical agents with defensible moats and offers lifetime access for a one-time payment of $49.

Hacker News AIAgents / ResearchIn-site article
cwmail: A terminal email client in native Golang with LLM-based drafting

cwmail is a terminal email client written in Go using Bubbletea v2. It features proper HTML rendering, inline image support, multi-account IMAP with IDLE push, and AI-drafted replies powered by DeepSeek V4 Pro. It includes undo delete, draft auto-save, CLI send mode, and full offline capability, with all data stored locally.

Hacker News AIModels / Agents / ChipsIn-site article
Love Conquers Fear: Humanity, AI, and the Age of Abundance for All

Entrepreneur Brett Hurt's new book explores how love, combined with AI, quantum computing, robotics, and brain-computer interfaces, can lead humanity into an era of abundance. The book blends science and spirituality, urging readers to overcome fear and intentionally shape the future.

Hacker News AIAgents / Policy / ResearchIn-site article
Threats to US payment rails helped trigger Bessent's AI worries

Treasury Secretary Scott Bessent pursued a more active role in AI policy after financial institutions warned that advanced models could leave critical infrastructure vulnerable, including the Federal Reserve payment rails. He met with former Fed Chair Powell and bank CEOs, and helped shape an executive order for voluntary review of advanced models.

Hacker News AIPolicy / StartupsIn-site article
AI Erodes a Legacy of Reading

Philip Su argues that AI, combined with the overwhelming flood of content, is destroying the practice of deep, word-for-word reading. He reflects on his own speed-consumption habits, the loss of trust in AI-augmented writing, and makes a case for mindful long-form reading as a unique form of thinking and pleasure.

Hacker News AIAgentsIn-site article
Show HN: Boot a tiny app-making OS inside an AI chat

BlueBookOS is a tiny operating system that you paste into an AI chat to help build apps. It uses a source-first approach with the RAu language as the artifact contract, producing standalone HTML5 applications. No server or build tools required.

Hacker News AIAgentsIn-site article
Show HN: Tested – AI Tools Scored by a Panel of LLMs (Claude, GPT, Gemini, Grok)

Tested is an independent AI tool review platform that uses four top LLMs (Claude, GPT, Gemini, Grok) as a jury to score over 40 AI tools, avoiding paid rankings. It covers categories like chatbots, coding, image, video, and more, providing transparent scores and pricing info.

Hacker News AIModels / AgentsIn-site article
The State of the AI Economy

A new report reconstructs the AI economy from the bottom up, capturing real customer demand without double-counting. It finds the AI economy is bigger and faster than any previous tech wave, yet still early, with revenue barely covering infrastructure costs. Future growth depends on demand acceleration as prices fall and the real intelligence per token.

Hacker News AIStartupsIn-site article
Show HN: I scanned 87 MCP servers for agent-authority hygiene – leaderboard

capframe.ai has published a security leaderboard for MCP servers, grading 87 published servers using a deterministic rule engine with a score out of 100. Each Critical finding deducts 10 points, High 4, Medium 2, Low 1. The leaderboard shows top servers scoring 100 (e.g., magicnpm, Cloudflare MCP, Elasticsearch MCP), while also revealing medium and high severity issues like unconstrained string inputs and missing side-effect declarations.

Hacker News AIAgents / PolicyIn-site article
Anthropic’s Mythos 5 is back

After a rollercoaster negotiation process with the Trump administration that dragged on for two weeks, Anthropic's Mythos 5 is finally back in action — at least, somewhat, for a select group of organizations, according to a letter from the government to Anthropic that was viewed by The Verge. Fable 5, however — the public-facing Mythos-class model — appears to still be in limbo, with no apparent timeline for a rollout agreement.

The Verge AIPolicy / ResearchIn-site article
Add MCP Apps to Your AI SDK Application

This guide explains how to build an MCP Apps host using @ai-sdk/mcp and @ai-sdk/react, including filtering model-visible tools, reading ui:// resources, and rendering interactive tool UIs in a sandboxed iframe.

Hacker News AIAgents / PolicyIn-site article
AI Powered Photo Gallery Without the Cloud

Best Photo Picker is a local-first, open-source photo curation tool that uses AI to score photos on sharpness, lighting, faces, and composition. It runs entirely on your machine with no cloud uploads, supports smart deduplication, face recognition, and temporal diversity, and offers a web UI and native macOS app.

Hacker News AIAgents / ChipsIn-site article
I removed the vector database from my AI agent stack

Moss is a sub-10 ms semantic search runtime for Conversational AI agents. It eliminates the need for a remote vector database by embedding search and retrieval in-process, achieving single-digit millisecond query latency. It supports hybrid search, built-in embeddings, metadata filtering, and a WebAssembly build for browser use. Benchmarks show Moss's P50 latency at 3.1 ms vs. 432.6 ms for Pinecone on 100,000 documents.

Hacker News AIAgents / PolicyIn-site article