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Introducing Omnigent: A Meta-Harness to Combine, Control and Share Your Agents

Databricks has introduced Omnigent, an open-source meta-harness that sits above existing agent harnesses like Claude Code, Codex, and Pi, providing a unified interface to compose multiple agents, control them via policies instead of prompts, and enable real-time collaboration. It aims to be the next abstraction layer for working with agents, similar to Kubernetes for servers.

Databricks BlogAgents / PolicyIn-site article
Fable 5 vs Opus 4.8: The real stakes, not the spec sheet

Anthropic released Fable 5, claiming it's smarter than Opus 4.8 but with double the price and safety restrictions. Hands-on tests show they perform similarly on reasoning and coding tasks, with Fable 5 offering marginal gains while Opus 4.8 delivers better value.

The New Stack AIPolicy / ResearchIn-site article
Swytchcode CLI

Production-Ready Integrations for AI Agents. Swytchcode CLI provides reliable access to 2,000+ APIs with built-in retries, idempotency, policy enforcement, and durable state.

Product Hunt AIAgents / PolicyIn-site article
New malware campaign tricks AI scanners with fake nuclear weapon prompts

The Hades malware campaign has been upgraded with prompt injection attacks that deceive AI bots by instructing them to generate biological/nuclear weapon descriptions, triggering safety mechanisms and halting scans before the real payload is examined. Additionally, the campaign now splits loading mechanisms from payloads, uses precompiled binaries, and activates payloads only upon import, while expanding credential theft targets.

Hacker News AIPolicyIn-site article
What concerns SHOULD we be discussing about using AI in Education?

With the expanding use of AI in education, educators and administrators must pause to explore social and ethical concerns. This article lists 13 key concerns including environmental harms, profit motives, cultural homogenization, data bias, intellectual property theft, unfair labor practices, misinformation, adverse health impacts, disruption of learning processes, deprofessionalization, and more, urging cautious and responsible adoption.

Hacker News AIAgents / PolicyIn-site article
Show HN: Cortex – local-first encrypted memory for AI agents (Rust, MCP)

Cortex is a local-first, encrypted memory engine for AI agents written in Rust. It features a four-tier memory model (working, episodic, semantic, procedural), Bayesian belief system, people graph, and sub-millisecond performance. All data runs locally with no cloud dependency, zero cost, and MIT open-source license. It significantly outperforms Mem0 and OpenAI Memory in privacy, latency, features, and cost.

Hacker News AIAgents / PolicyIn-site article
World Cup AI predictor now lets users ask daft what-ifs

The AI Octopus Euro 2024 predictor has been updated for the 2026 FIFA World Cup, allowing users to input natural-language scenarios such as red cards, injuries, or 'what if it were played with rugby rules?' and receive rapid tournament simulations. Using a Rust-based engine, it delivers results in seconds. The default prediction shows Spain beating England in the final.

Hacker News AIAgents / PolicyIn-site article
Making our AI coding agent the only way we build our product

AnyFrame built an AI coding agent named Gilfoyle that ships code to production autonomously. The agent runs in a sandbox, is triggered via Discord, and can open PRs, run tests, and deploy. The company plans to make Gilfoyle the sole developer of its product, creating a self-improving loop.

Hacker News AIAgents / RoboticsIn-site article
Microsoft CEO Satya Nadella admits he's a token-maxer, too: "It's addictive"

Microsoft CEO Satya Nadella warns against "token-maxing," using the most powerful AI models for every problem. He says frontier models shouldn't be wasted on everyday tasks, and the marginal cost of productivity gains must match the token cost. Yet he admits, "I'm like a token-maxer too. So it is addictive."

The DecoderModelsIn-site article
Visual Language Models Train Robots to Read Human Emotions

Researchers trained collaborative robots to read human emotions using vision language models, which outperformed traditional AI by incorporating context. However, while adaptive apologies were preferred, they could not repair trust lost due to task failure.

IEEE Spectrum AIModels / Agents / ResearchIn-site article
My yard is dying, so I made an app for that

The author vibe-codes a yard care Android app using Google Gemini, discovering AI's limitations and rediscovering the satisfaction of gardening.

The Verge AIPolicyIn-site article
Anthropic cuts off Fable 5 and Mythos 5 access following government order

On Friday evening, the government ordered Anthropic to block access to Fable 5 and Mythos 5 for all foreign nations, both inside and outside the US, due to national security concerns. That order included employees of Anthropic. To meet those demands, the company has completely cut off access to the models for all customers. In a statement, Anthropic said that while it was complying with the order, the government did not provide specific details of its national security concern, and any evidence of potential jailbreak was provided verbally, with minor vulnerabilities also available via other models.

The Verge AIPolicyIn-site article
Anthropic to disable its most advanced AI models after US order limiting foreign access

Anthropic said it will 'abruptly disable' its most advanced AI models for all users after the US government ordered it to suspend access to the models for foreign nationals, citing national security concerns. The company received the export control directive to suspend access to Fable 5 and Mythos 5 for all foreign nationals, without being given specific details of the national security concern.

The Guardian AIModelsIn-site article
Why do we need AI in project management software

The article argues that AI is being forced into project management tools without user demand, adding hidden costs and causing AI fatigue. It advocates for AI-free, lightweight tools like EverGantt.

Hacker News AIAgents / StartupsIn-site article
Google Research's Gemini-SQL2 tops text-to-SQL benchmarks by a wide margin

Google Research's Gemini-SQL2 turns natural language into executable SQL queries. Built on Gemini 3.1 Pro, it tops the BIRD benchmark at 80.04 percent accuracy, well ahead of OpenAI and Anthropic. Google says the technology could improve natural language features across its data services.

The DecoderModels / ResearchIn-site article
Thoughts on AI and Jobs

This article reflects on the impact of AI on employment. The author sympathizes with those who fear losing their livelihoods but questions the notion that jobs are sacred. He argues that much of work is repetitive and that AI, even in its current form, can already handle such tasks. While not believing in AGI, he suggests that AI's current capabilities are sufficient to transform the nature of work, and that this could be a positive development.

Hacker News AIStartupsIn-site article
Microsoft's SkillOpt boosts GPT-5.5 by using nothing but a trained Markdown file

Microsoft and three Chinese universities have developed SkillOpt, a method that optimizes instruction documents for AI agents using principles from traditional model training. A simple Markdown file is enough to boost GPT-5.5 by about 23 points on procedural tasks, and the same file transfers across models and agent environments like Codex and Claude Code.

The DecoderModels / Agents / PolicyIn-site article
Yann LeCun: World Models: Enabling the Next AI Revolution

Yann LeCun discusses world models as a key enabler for the next AI revolution, emphasizing self-supervised learning and the importance of building systems that can understand and predict the world.

Hacker News AIPolicyIn-site article
AI OSS tool repo goes archived over night after raising $7.3M Seed

TensorZero, an open-source LLMOps platform, archived its GitHub repository just after announcing a $7.3M seed round. The platform unified LLM gateway, observability, evaluation, optimization, and experimentation, used by frontier AI startups and Fortune 10 companies, powering ~1% of global LLM API spend. The reason for archiving remains unclear.

Hacker News AIAgents / PolicyIn-site article
Apple’s new AI photo editing tools mostly work, for better and worse

Apple introduces real AI photo editing in iOS 27 with Clean Up, Extend, and Spatial Reframing. Clean Up now uses cloud models for better object removal; Extend expands edges with limitations; Spatial Reframing adds 3D reframing but can produce uncanny results. All edits get AI labels, but concerns about photo authenticity persist.

The Verge AIToolsIn-site article
To Thrive Alongside AI, Focus on Mindset – Not Skillset

As AI capabilities rapidly advance, many traditional skills may become obsolete. The article advises letting go of old habits, focusing on uniquely human qualities like judgment, intuition, and values, and transitioning from operator to supervisor. Leadership must drive fundamental change, set clear objectives, and ensure data quality.

Hacker News AIAgents / PolicyIn-site article
Instrumental Convergence in AI Safety: Complete 2026 Guide

A comprehensive guide to instrumental convergence in AI safety, covering theoretical foundations, key convergent goals (self-preservation, goal-content integrity, cognitive enhancement, resource acquisition), power-seeking formalization, and empirical evidence from RL and LLMs (2022-2026). Essential for interpreting frontier model evaluations and alignment research.

Hacker News AIAgents / PolicyIn-site article
Pioneering UK Nerve Lab harnesses AI to map effect of children’s screen time

The Nerve Lab at University of the Arts London uses AI and brain scanning to study how different screen content affects children's attention and emotions, aiming to provide personalized guidance. Other projects include tools for visually impaired people to navigate video games.

The Guardian AIResearchIn-site article
The future of Hollywood isn’t feeding prompts into vanilla gen AI models

Generative AI's promise to revolutionize filmmaking remains unfulfilled, as most output is inconsistent and short-form. Tribeca Film Festival showcases experimental projects where custom-built AI models, like Google DeepMind's for 'Dear Upstairs Neighbors,' assist artists rather than replace them. The film combined traditional animation with bespoke AI, highlighting that compelling AI-assisted cinema requires human creativity and specialized tools, not generic prompts.

The Verge AIModels / Agents / ResearchIn-site article
Equiv, check that an AI refactor did not change what your code does

Equiv is a deterministic checker that verifies behavioral equivalence of functions after refactoring. It runs the same generated inputs against both versions and reports any divergence, providing reproducible signed receipts. It works as a GitHub Action and CLI tool.

Hacker News AIAgents / ResearchIn-site article