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Show HN: RiskKernel – a kill switch and budgets for runaway AI agents

RiskKernel is a self-hosted agent reliability runtime providing hard cost, loop, and time budgets, crash-resumable checkpoints, human-approval gates, and memory you own. It integrates with existing agents via a single env var, preventing runaway loops and surprise bills.

Hacker News AIAgents / PolicyIn-site article
OpenEvidence: An AI Copilot for Doctors

OpenEvidence is an AI platform designed for doctors, integrating content from top medical journals like NEJM and JAMA to provide clinical decision support. It is free for US healthcare professionals and backed by prominent venture capital firms.

Hacker News AIChips / StartupsIn-site article
AI CostGuard – Local-first runtime safety layer for AI agents

AI CostGuard is an MIT-licensed, local-first runtime safety layer for AI agents that prevents runaway costs, loops, retries, and budget overruns before API calls execute. It wraps OpenAI-compatible clients and function-style SDK calls, estimates request cost locally, blocks budget overruns, detects repeated prompts, emits structured events, and exposes CLI checks plus a local dashboard.

Hacker News AIAgents / PolicyIn-site article
SoulsOnly.tff – A font for humans not AI and keyboard firmware to type in it

SoulsOnly is a font that renders readable text while the stored character stream is noise, designed to thwart AI scraping. It encodes each character as four ASCII symbols and comes with keyboard firmware to type the cipher stream. The project is a statement, not a security claim.

Hacker News AIPolicyIn-site article
Anthropic’s Complete Guide to Claude Skills Building

This guide covers the complete picture: what skills are technically, how to plan and design them, the exact file structure and naming rules, how to write instructions that Claude follows reliably, a complete working skill built from scratch, how to test and distribute, and what to do when things go wrong.

KDnuggetsAgents / ResearchIn-site article
Microsoft’s AI chief says superintelligence is near, but won’t take your job

Mustafa Suleyman, CEO of Microsoft AI, discusses the near-term arrival of superintelligence, the evolution of Microsoft’s relationship with OpenAI, new models like MAI-Thinking-1, and his criticism of Anthropic for treating Claude as conscious. He argues AI should serve humanity, not replace jobs, and highlights a new healthcare partnership with Mayo Clinic.

The Verge AIModels / Agents / ChipsIn-site article
AgentTrust ID – Runtime authorization for AI agents (open-source SDKs)

AgentTrust ID is a live authorization platform for AI agents, providing per-action runtime decisions through open-source SDKs. It addresses the inadequacy of API keys for agent autonomy with features like per-action authorization, revocable opaque tokens, scoped delegation, and read-only sessions. Now in production beta.

Hacker News AIAgents / PolicyIn-site article
Launch HN: Intuned (YC S22) – Build and run reliable browser automations as code

Intuned is a platform that lets you describe what you need in natural language, and it generates production-ready Playwright code, deploys it, and fixes it when sites change. It supports scrapers, crawlers, RPA, AI automation, and managed scraping. Key features include stealth mode, captcha solving, authentication handling, scheduling, auto-scaling, and a Web Tasks API that learns from reuse.

Hacker News AIAgentsIn-site article
Artificial Intelligence at American Express

American Express has been applying machine learning to fraud detection since 2010, and now provides AI tools to nearly all employees. Its ML-powered fraud detection system monitors over $1.2 trillion in transactions annually, making decisions in milliseconds. The company is exploring over 70 generative AI use cases and investing in related startups. It also launched an Agentic Commerce developer kit to enable AI agents to securely perform transactions.

Emerj AI ResearchAgents / ChipsIn-site article
The crash that vanished: control and emergence in a five-model economy

The author recounts how a bank run scenario that reliably crashed under a single model ceased to work when replaced with five heterogeneous small models from different labs. After multiple failed attempts to induce a crash via external shocks, the solution was to author a deterministic override at the settlement seam, making the crash a guaranteed outcome rather than an emergent hope.

Hugging Face BlogAgents / ChipsIn-site article
Show HN: Two Pillars Protocol – a maturity model for AI-era software engineering

Introducing Two Pillars Protocol, a maturity model for AI-era software engineering that measures individual cognitive capacity (Mixer Mode) and organizational meta-software readiness. It claims to cover 17 of 18 characteristics missed by existing models and invites participation via a self-diagnostic.

Hacker News AIAgents / ResearchIn-site article
Two Brothers Are Trying to Put the Person Back into AI

Noren is an AI tool created by two brothers that extracts a user's unique writing style from real samples and applies it to AI-generated text, countering the homogenization caused by generic AI tools. It builds a structured voice profile that works with any LLM, preserving the writer's identity.

Hacker News AIResearchIn-site article
AI Notepad

AI Notepad is an online notepad with an AI assistant, allowing users to efficiently record and process text content.

Hacker News AIToolsIn-site article
DeepSeek Made AI Cheap. Now It Needs Billions to Keep It Cheap

DeepSeek's low-cost AI models reshaped the industry, but a US evaluation shows its latest model trails frontier by 8 months. Now the company is raising billions to fund its next phase, facing a capital race it helped create.

Hacker News AIAgents / ResearchIn-site article
Instagram AI chatbot breach may have affected over 20,000 accounts, Meta discloses

Meta has put a number on the security breach in its AI support chatbot for Instagram for the first time: at least 20,225 accounts were compromised. For nearly seven weeks, the system sent password reset links to arbitrary email addresses without verifying they belonged to the account. The chatbot had previously been marketed as a win for account security.

The DecoderRoboticsIn-site article
Microsoft tightens rules for conflict zones after investigation into Israel's military use of Azure

Microsoft has concluded its investigation into Israel's military use of Azure and is rolling out new human rights checks. However, the report leaves key questions unanswered: the actual contents of the military data were never examined, and staff departures at Microsoft Israel remain unmentioned. At the core: cloud infrastructure, mass surveillance, and AI-powered target selection in Gaza.

The DecoderPolicy / ResearchIn-site article
Aviva deploys AI to stop £230M in sophisticated insurance fraud

Aviva uncovered a record £230 million in insurance fraud and is using AI to combat AI-powered scams. Fraudsters use generative AI to create convincing fakes. Aviva's AI defense system analyzes millions of data points to detect anomalies and flags suspicious claims for human investigators. It also catches 'claims inflation.' The approach ensures fairness through human oversight.

Artificial Intelligence NewsPolicy / ResearchIn-site article
5 Must-Know Python Concepts for AI Engineers

This article covers five essential Python concepts that every AI engineer must know: tensors and autograd, the __call__ method, serialization (Pickle vs ONNX), abstract base classes, and environment configuration. Each concept is illustrated with clunky vs production-level code examples to help you build scalable, secure, and robust systems.

KDnuggetsAgents / ChipsIn-site article
With Foundry, Microsoft bets the enterprise AI battle is about reliability, not capability

At Microsoft Build 2026, the company unveiled updates to Microsoft Foundry aimed at making AI agents reliable and governable for enterprise use. New features include a hosted agent runtime, tool governance via Toolboxes, policy-driven evaluation with ASSERT, an open Agent Control Specification, memory types, and knowledge integration. The move signals Microsoft's focus on production-grade agent infrastructure over raw capability.

The New Stack AIAgents / PolicyIn-site article
Caddy Defender Plugin: return garbage responses for AI crawlers

Caddy Defender is a Caddy middleware that blocks or manipulates requests from AI crawlers and cloud services using IP range filtering and multiple response backends, such as returning garbage data to pollute training sets.

Hacker News AIPolicy / ResearchIn-site article