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Meta-Harness by Databricks and Neon

Omnigent is an open-source meta-layer for unifying AI agents like Claude Code, Codex, and Pi. It enables cross-device session sync, multi-agent collaboration, model flexibility, cloud sandboxing, real-time team collaboration, and fine-grained governance policies. The article covers installation, getting started, model switching, server deployment, team collaboration, and policy configuration.

Hacker News AIAgents / PolicyIn-site article
Show HN: Velyr – an AI agent that finds and fixes conversion leaks on your site

Velyr is an AI growth agent that identifies and fixes your site's biggest conversion problem each week. It generates a GitHub Pull Request with the code fix, and you approve via Telegram. If the fix hurts metrics, it auto-rolls back within 48 hours. Works with React, Next.js, and Vite on Vercel.

Hacker News AIAgents / PolicyIn-site article
Repo-Slopscore: Detecting AI Contributions in Git Repositories via Commit

Repo-Slopscore is a tool that analyzes Git commits to detect AI-generated code contributions. It has scanned over 3,000 repositories, including major projects like Chromium and VLC, providing a slopscore to indicate the likelihood of AI involvement.

Hacker News AIPolicyIn-site article
ExpensePal - AI expense tracker & budget planner

ExpensePal is an AI-powered personal finance app that helps users track expenses, manage budgets, and gain financial insights through features like AI chat, interactive charts, envelope budgeting, and receipt scanning.

Hacker News AIPolicyIn-site article
Surpassing Frontier Performance with Fusion

OpenRouter introduces Fusion, a tool that synthesizes outputs from multiple models to significantly improve performance on deep research tasks. In DRACO benchmarks, fusion panels consistently surpass individual frontier models, with a budget panel approaching the performance of top models at half the cost. The tool uses a single API call with parallel model execution and a judge model for synthesis.

Hacker News AIAgents / PolicyIn-site article
EmailFlow.AI

EmailFlow.AI is an AI-first email marketing platform that generates on-brand email designs from text prompts. It also offers sending, automation, tracking, over 12,000 templates, and a free forever plan.

Product Hunt AIAgents / RoboticsIn-site article
AI Slop flooding maths YouTube [video]

A video discusses how AI-generated low-quality content is flooding mathematics YouTube channels, affecting users' access to quality education.

Hacker News AIPolicyIn-site article
General-purpose large language models outperform specialized clinical AI

A study comparing specialized clinical AI tools (OpenEvidence and UpToDate Expert AI) with frontier LLMs (GPT-5.2, Gemini 3.1 Pro, Claude Opus 4.6) found that the general-purpose models outperformed the specialized tools in all evaluations, including medical knowledge tests, clinical alignment, and real-world clinical queries. The clinical AI tools performed similarly to Google Search AI Overview. The findings underscore the need for independent, real-world evaluation before clinical deployment.

Hacker News AIModels / Research / StartupsIn-site article
AI inequality: from GPU-poor to token-poor

This article discusses the paradox of accelerating AI capabilities versus the diffusion challenges that may lead to an AI winter. Anthropic's new Fable 5 model shows remarkable performance gains, but its high cost, controversial safety measures (initially silent capability degradation, later switched to visible fallback), and data collection policies raise concerns about power concentration and access inequality. The piece also links Dario Amodei's policy essay, highlighting the contradiction between his stated principles and Anthropic's access model.

Hacker News AIAgents / ChipsIn-site article
Show HN: Memoriq – Open-source encrypted vault for saving and searching AI chats

Memoriq is an open-source encrypted vault for saving and searching AI conversations from ChatGPT, Claude, Gemini, and Grok. It uses end-to-end encryption to ensure the server never sees plaintext, supports project organization, browser-side search, and encrypted backup import/export.

Hacker News AIPolicy / ResearchIn-site article
AI Is Bringing Mashups Back

With AI tools like ChatGPT and Claude, building mashups has never been easier. Non-developers can now combine disparate data sources and APIs to create useful internal tools and integrated reports. SaaS providers should focus on API stability, granular permissions, and event streams to support this new wave of innovation.

Hacker News AIAgents / PolicyIn-site article
Hacking Salesforce Sites with an LLM Agent

This page compiles security-related blog posts, including discussions on Claude governance, OpenAI Daybreak and Codex security, and Glasswing's discovery of 10,000 vulnerabilities. It covers AI tool governance, security guidance, and vulnerability management.

Hacker News AIModels / Agents / PolicyIn-site article
I accidentally hit SOTA on agentic memory by using AI companions

graphCTX is a local memory layer for AI coding agents that provides fast, private, and reliable context management. It captures coding facts, anchors to git state, promotes durable knowledge, ranks relevance, and delivers with provenance, achieving ~1ms recall and 100% post-compaction solve rate. This article covers its architecture, benchmarks, and installation.

Hacker News AIAgents / ResearchIn-site article
ZenVeil

ZenVeil helps developers find, understand, and fix security issues without the complexity of traditional tools. It scans GitHub repos, local codebases, and APIs for secrets, supply chain risks, and common vulnerabilities. Using AI, it provides explanations, remediation guidance, prioritization, and auto-generated pull requests with fixes. Available via web dashboard and CLI.

Product Hunt AIToolsIn-site article
AI: Surgeon's Assistant or Commodity on a Meter?

This article explores two metaphors for AI-assisted coding: the surgeon's assistant and a commodity metered like utilities. The author shares a personal surgery experience to argue that current LLMs, such as Claude, lack reliability and merely produce a 'stream of internet consciousness,' requiring process-building to harness effectively.

Hacker News AIResearchIn-site article
Show HN: Hanzi Popup – Chinese Language Reader for iOS

Hanzi Popup is an iOS Chinese language reader that provides instant popup definitions, pinyin, HSK level, and AI pronunciation for any character. It supports offline reading, multiple document formats, YouTube/Bilibili subtitles, PDF OCR, camera OCR, and TTS word highlighting.

Hacker News AIToolsIn-site article
Frontier AI companies will never exceed the capability frontier again

The article argues that centralized frontier AI models are being outperformed by networks of smaller AI models, which are faster, cheaper, and more accurate. This shift is driven by ensemble methods and is inevitable due to fundamental machine learning principles. The author compares this to the transition from mainframes to networked PCs.

Hacker News AIPolicy / ResearchIn-site article
Quick: An internal hosting platform for the AI era

Shopify's internal platform Quick lets employees deploy websites in seconds without configuration or pipelines. It supports static file hosting, databases, AI, file uploads, WebSocket, and identity, and has hosted over 50,000 sites with more than half of employees having created one. The platform emphasizes simplicity and constraints, fostering creativity and an internal ecosystem.

Hacker News AIAgentsIn-site article
Slashy: AI Email Assistant

Slashy is an AI assistant that automates your email management.

Product Hunt AIToolsIn-site article
Agent Gate – a deterministic CI firewall for AI-generated PRs

Agent Gate is a deterministic CI firewall for AI-generated pull requests. It checks PR contracts, risky paths, agent instruction drift, workflow permissions, and test evidence before merge. No runtime LLM calls or PR code execution.

Hacker News AIAgents / PolicyIn-site article
Track tokens usage and AI Subscriptions across major AI platforms

Tokens 4 Breakfast is a macOS menu bar app for tracking and monitoring token usage, subscriptions, and rate limits across major AI platforms like Claude, OpenAI, Cursor, Copilot, Gemini, DeepSeek, Mistral, and more. It helps developers avoid unexpected overspending with real-time alerts, budgeting, and cross-provider visibility. Free for one provider; Pro one-time $7.99 unlocks all.

Hacker News AIAgentsIn-site article
AudienceCue

AudienceCue is a new tool that downloads YouTube comments and generates AI reports with cited insights, including audience signals, sentiment, and content ideas. Each insight links back to the real public comment for verification. Free to start.

Product Hunt AIAgents / ResearchIn-site article
Open-Cowork: Open-Source Alternative to Claude Cowork with BYOK

Open-Cowork is an open-source, cross-platform agentic coworker that allows you to delegate computer tasks to an AI. It streams every step live, supports bring-your-own-LLM, and offers cost control and multi-device supervision.

Hacker News AIAgents / PolicyIn-site article