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Show HN: AI Cell Enrichment Workflow API

AmpleData is an AI-powered tool that enriches any dataset by researching each row, providing cited answers with confidence scores and conflict resolution. It offers per-cell pricing, an API, and comparisons to ChatGPT and Clay.

Hacker News AIAgents / PolicyIn-site article
The University in the AI Era

Carson Gross, a computer science professor at Montana State University, reflects on the relevance of universities in the age of AI. He argues that while universities remain crucial, they must adapt curricula to maintain their unique ability to signal competence. He details changes he has implemented, such as shifting to in-person handwritten tests, using AI as a teaching assistant, and rethinking homework. He also outlines upcoming and speculative reforms to keep CS education valuable.

Hacker News AIAgents / ResearchIn-site article
AI is code – and can't be prompted into being smarter

Using the jqwik anti-AI clause and the Shai-Hulud worm, the article demonstrates that AI systems are fundamentally code, not intelligent agents, and cannot be made smarter through prompting.

Hacker News AIAgents / PolicyIn-site article
KPMG report on AI found riddled with AI hallucinations

An investigation by GPTZero found that KPMG's October 2025 report on agentic AI contained 40 fake citations out of 45, with approximately half of the factual claims being false or misattributed. KPMG has since retracted the report.

Hacker News AIAgents / PolicyIn-site article
Locus Founder

Locus Founder is an AI agent that builds and runs your business based on text commands, enabling entrepreneurs to launch and manage operations effortlessly.

Product Hunt AIAgentsIn-site article
Frona v2026.6.0 – self-hosted personal AI assistant

Frona v2026.6.0 introduces a unified human-in-the-loop pause/resume mechanism across all supported channels, a slash composer for direct skill/agent invocation, typed file tools to reduce token usage and hallucinations, per-channel message splitters to prevent truncation, and share links with preview pages. Under the hood, a new Harness struct consolidates the agent runtime, sandboxing is streamlined, and channel adapters now use typed errors.

Hacker News AIAgents / ChipsIn-site article
Modeltell – The Linguistic Fingerprints of AI

Modeltell is a tool that identifies AI-generated text by analyzing linguistic patterns. Using language fingerprint features, it distinguishes human from machine writing, playing an important role in detecting deepfakes and maintaining academic integrity.

Hacker News AIToolsIn-site article
China may have accessed Mythos

According to a new report from Semafor, the White House's decision to impose export restrictions on Anthropic's Mythos was driven in part by fears that it had been accessed by a group linked to China. If the Chinese government actually had access to Mythos 5 or Fable 5, it would present a serious national security risk. The government could also attempt to reverse engineer the model through distillation. The White House has not confirmed this report, and a post on X by Trump advisor David Sacks did not mention China. Instead, Sacks focused on a reported ability for Fable and Mythos to be jailbroken, something that Anthropic has denied. Anthropic has not replied to a request for comment, though a spokesperson told Semafor that the government did not bring up China during its discussions around export controls. If Mythos was accessed by the Chinese government, it wouldn’t be the first embarrassing breach of Anthropic’s most powerful model. The company has said that Mythos is too dangerous and powerful for public consumption, but a Discord group reportedly had access for two weeks before Anthropic discovered the breach and cut off access.

The Verge AIToolsIn-site article
Welcome to the AGI Era of AI Governance

The US government forced Anthropic to suspend access to its latest Claude 5 models, signaling a new era of AI governance. The author critiques the heavy-handed response, notes the role of Anthropic's rhetoric, and warns of instability. This event marks the transition from ChatGPT-era governance to AGI-era governance.

Hacker News AIAgents / PolicyIn-site article
Defensible Deep Research from Open-Weight Models

The author discusses building a custom harness to ensure deep research is effective, cheap, and trustworthy, focusing on delegation and source accuracy.

Hacker News AIModels / ResearchIn-site article
Introducing the OpenAI Partner Network

OpenAI launches the Partner Network, investing $150M to help global partners accelerate enterprise AI adoption, deployment, and transformation.

OpenAI NewsToolsIn-site article
Fifteen short films about AI-era threats, made with Conan

Conan O'Brien teams up with Adaptive Security to produce 15 engaging security awareness training videos that cover AI-powered threats like deepfakes, voice cloning, and social engineering, designed to replace dull corporate training.

Hacker News AIPolicyIn-site article
Show HN: Peek – A Figma like DB GUI

Peek is an innovative database GUI on an infinite canvas, supporting Postgres, MySQL, SQLite, DuckDB and more. It offers high performance, local AI inference, MCP agent support, real-time collaboration, drag-and-drop file import, and inline editing.

Hacker News AIAgents / ResearchIn-site article
Why Agents Don't Scale: It's an Engineering Problem, Not an AI Problem

The article argues that scaling AI agents faces five infrastructure challenges: consumer unpredictability, data accessibility (90%+ unstructured), multi-agent coordination, enterprise knowledge onboarding, and monitoring. Solutions include deterministic guardrails, unstructured data pipelines, inter-agent validation, and decision-quality observability. Core takeaway: the LLM is the easy part; the engineering system around it is the bottleneck.

Hacker News AIAgents / ChipsIn-site article
Ponytail – make your AI agent think like the laziest senior dev in the room

Ponytail is a plugin that forces AI coding agents to write minimal, efficient code by following a lazy senior developer's approach. It reduces code volume by 80-94%, speeds up tasks by 3-6x, and cuts costs by 47-77%. Available for multiple AI agents like Claude Code, Codex, and Cursor.

Hacker News AIAgents / ResearchIn-site article
N-Tier Services and Systems Complexity

Steve Yegge's 2004 internal Amazon essay, recovered after two decades, asks whether internal data services reduced or transferred system complexity. It identifies two failure modes of service APIs and presciently calls for a new query language—eight years before GraphQL was invented.

Hacker News AIToolsIn-site article
No, everyone is not using AI for everything

This article debunks the popular narrative that 'everyone is using AI for everything' by presenting data from multiple surveys and real-world usage studies. The evidence shows that about one-third of Americans actively use AI, one-third occasionally, and one-third never. Concerns about job displacement, privacy, misinformation, and skepticism about AI's usefulness are key reasons for limited adoption. The author draws an analogy to meat consumption, arguing that AI usage exists on a spectrum, and emphasizes that companies and policymakers should recognize the reality rather than being misled by the bubble of early adopters.

Hacker News AIPolicy / ResearchIn-site article
The most secure AI interview copilot currently on the market

Aceloop is a Windows-native, kernel-based AI interview copilot that claims the most secure architecture by reading process memory directly, avoiding screenshots, OCR, and clipboard scraping. It operates at Ring 0, has a small data footprint, and uses signed releases. Security is the primary feature, and the product is Windows-only to ensure depth.

Hacker News AIAgents / PolicyIn-site article
Chasing Permanence: AI Replicas Against Entropy

This essay explores AI replicas as a means to preserve human consciousness across time and space. It traces the evolution from passive digital personas to active AI agents, discusses challenges like maintaining artifactual singularity, and argues that AI replicas offer a unique pathway for civilizational continuity beyond biological limitations.

Hacker News AIAgents / RoboticsIn-site article
KPMG pulls report on AI usage due to apparent hallucinations

Professional services firm KPMG has pulled a report titled 'Redefining excellence in the age of agentic AI' after numerous organizations said the report’s claims about their AI usage were untrue. Research group GPTZero identified inaccuracies stemming from AI hallucinations.

Hacker News AIAgents / ResearchIn-site article
Police accused of misusing AI license-plate tracking systems

Multiple U.S. police officers have been fired or arrested for abusing Flock AI-powered license plate readers to stalk romantic partners, with investigators uncovering at least 18 cases. The report suggests widespread underreporting.

Hacker News AIPolicy / ResearchIn-site article
Fonda: Build a Business That Truly Fits You

Fonda is a structured AI co-founder that guides founders through a 14-step journey (Discover, Validate, Launch, Scale), remembers decisions, and automates landing pages, business cases, and MVP plans upon validation. Free to start, no credit card.

Product Hunt AIStartupsIn-site article
ModuleX

ModuleX is an AI workspace already connected to 200+ integrations. Describe what you want, and your assistant answers with your data, acts through your tools, and turns the work into a visual workflow your team can edit together. It can pause for approval before a step touches a customer. No API-key hunting: for premium tools we bring the keys, or bring your own at zero markup. No empty canvas, no setup tax.

Product Hunt AIAgents / PolicyIn-site article
China's universities cut 12,000 'obsolete' degrees, add 10,000 tech-focused ones

Chinese universities have revoked or suspended 12,200 undergraduate programs and introduced 10,200 new ones from 2021 to 2025, as part of a major overhaul to align higher education with national development goals and address a severe graduate unemployment crisis. The cuts mainly affect arts, humanities, and management, while new programs focus on cutting-edge technologies like embodied intelligence.

Hacker News AIPolicy / ResearchIn-site article
Stop Monitoring AI Systems Like Web Services

Monitoring LLM systems requires metrics beyond traditional web service indicators like uptime and error rates. The article proposes five key questions: Is it fast, can it scale, is it correct, does it hold up, and how does the agent behave. For each, it defines specific metrics, noting that important ones like quality and cost per successful task must be built yourself.

Hacker News AIAgents / ChipsIn-site article
Relent less AI self-evolution

Harness Forge is a Claude Code skill that optimizes the scaffolding around a fixed AI model through a propose-score-Pareto loop. It implements the Meta-Harness method natively, reducing code from 1,260 to 75 lines, achieving +7.7 accuracy points and 4x fewer context tokens on text classification.

Hacker News AIAgents / PolicyIn-site article