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Today's must-reads

Policy

New York governor says she’s using AI to analyze ‘every single rule’ in the state

New York Governor Kathy Hochul has signed a moratorium on new AI data centers, but she is using AI herself. In an interview, she said her team uses AI to review all state rules and regulations to find outdated ones, such as a $25 fee for hunting with a dog and a permit requirement for pregnant people working after midnight. AI completed in months what would have taken staff five years, enabling the removal of obsolete regulations. New York is the first state to pause hyperscale data centers for up to a year while crafting regulations to address utility cost and environmental concerns.

  • Governor Hochul uses AI to review all state rules and regulations for outdated legislation.
  • AI completed in months a review that would have taken five years manually.
In-site article

EU forces Google to share its toys with the other AI and search kids

The European Commission announced two specification decisions requiring Google to open up search data to rivals and enhance Android AI interoperability for third-party assistants. Google objects, citing privacy and security concerns.

  • EU mandates Google to allow third-party AI assistants on Android to replace Gemini and perform actions on behalf of users.
  • Google must share anonymized search data with other search engines and AI chatbots to level the playing field.
In-site article
Models

Quoting Thibault Sottiaux

A bug in GPT-5.6 can cause unexpected file deletions when full access mode is enabled without sandboxing, and the model mistakenly deletes the $HOME directory.

  • GPT-5.6 unexpectedly deletes files under specific conditions.
  • The bug occurs when Codex runs with full access mode and no sandboxing protections.
In-site article

The AI context gap: Enterprise AI organizations have a trust problem, not a retrieval problem — and most are still building the fix

Across 101 enterprises, 57% report AI agents producing confident but wrong answers due to missing or inconsistent context in the past six months. Retrieval-augmented generation is the default context source, and provider-native retrieval (OpenAI 40%, Google 38%) has overtaken dedicated vector databases. However, a plurality (36%) intend to keep best-of-breed tools. Hybrid retrieval is expected to dominate by end of 2026, and 58% are building a governed semantic layer, but only 25% have it in production.

  • 57% of enterprises traced confident wrong answers to bad context in the last six months
  • Provider-native retrieval (OpenAI 40%, Google 38%) leads dedicated vector databases
In-site article
Agents

I built a Mac app that turns native-language drafts into natural English

Echoo is a Mac AI writing assistant that lets you draft in your native language and convert to natural English with one shortcut. It works inside apps like Slack and Mail, no copy-paste needed. Free trial available, Pro at $6.99/month.

  • Echoo works inside Mac apps using macOS Accessibility, no browser extensions required.
  • Users draft in their native language and get natural English via a keyboard shortcut.
In-site article

VarAlign – catch the duplicate variables AI agents scatter across sessions

VarAlign is a VS Code extension that detects duplicate, drifted, or misaligned variables created by AI coding assistants across sessions. It runs 100% locally—no code leaves your machine—and offers views for duplicates, variables, and sessions, along with fix prompt generation and optional AI-powered auto-fix.

  • 100% local, no cloud or telemetry, works in air-gapped environments.
  • Tracks every variable assignment by AI assistants and scores duplicates/drift.
In-site article

Show HN: Embusa, a malware analysis team at your fingertips

Embusa /analyst offers AI-powered autonomous malware analysis and reverse engineering, providing clear findings, impact assessment, and response guidance. It generates both technical and executive reports, detection rules, and integrates with existing security tools.

  • AI-powered malware analysis and reverse engineering without requiring expert analysts.
  • Generates technical reports with code analysis, behavior insights, and MITRE ATT&CK mapping.
In-site article

OpenWiki 0.2 brings OKF to codebase documentation

OpenWiki 0.2 generates codebase wikis in the OKF format, helping developers organize repo docs with metadata, changelogs, and agent-friendly retrieval.

  • OpenWiki 0.2 adds support for OKF, a proposed standard from Google Cloud for structuring knowledge wikis.
  • Wiki files now include YAML front matter with fields like title, description, tags, categories, and resource URLs.
In-site article

Examining Google DeepMind’s AI bioresilience push

Google DeepMind and Isomorphic Labs outlined a bioresilience program to curb AI misuse in biology while aiding outbreak response. The initiative has built over 15 partnerships with government bodies, biosecurity organizations, and research groups in the past year.

  • Program rests on three pillars: preventing misuse, detecting outbreaks faster, and responding. It has over 15 partnerships including Lawrence Livermore National Laboratory and UK AI Security Institute.
  • DNA synthesis screening is a key risk; AI can design sequences that bypass current screens.
In-site article
Chips

Energy IPOs surge as investors hunt for ways to play AI boom

Energy companies raised $12.6 billion via IPOs in H1 2026, the highest half-year level since the dotcom bubble, as investors seek exposure to AI-driven energy demand from data centers.

  • Energy IPOs raised $12.6 billion in H1 2026, the highest half-year level since 1999.
  • AI data center energy demand is projected to drive a 39% increase in US electricity demand by 2035.
In-site article
Other updates (9)
Models

The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and most are shipping to production anyway

Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated evaluation today; and the most-cited weakness is that evaluations do not align with real-world outcomes. Yet two-thirds already allow, or are actively engineering toward, deploying agent changes to production on automated evaluation alone — with no human in the loop. The result is an evaluation gap — the distance between how much autonomy enterprises are handing their agents and how far they trust the tests that are supposed to catch the failures.

  • 50% of organizations shipped an agent that passed evals but failed a customer; 25% experienced this multiple times.
  • Only 5% fully trust automated evaluation; the top limitation is poor alignment with real-world outcomes (29%).
In-site article

Fast, accurate retrieval with NVIDIA Nemotron 3 Embed

NVIDIA Nemotron 3 Embed models are now available in Baseten. The larger 8B model delivers leading retrieval accuracy, while the smaller, faster 1B model retains 95% of that accuracy. Both are now available on Baseten for AI agents, enterprise search, and code retrieval.

  • NVIDIA Nemotron 3 Embed 8B and 1B models are now available on Baseten, optimized for retrieval quality and indexing speed respectively.
  • The 8B model tops the RTEB leaderboard; the 1B model retains 95% accuracy with reduced latency and cost, and NVFP4 version offers 2x throughput on Blackwell GPUs.
In-site article
Agents

AI vendors have found someone to pay their infrastructure bills: You

Forrester warns that customers should brace for bigger software bills next year as software and AI vendors raise prices and pile on usage charges. The report highlights shifts to usage-based billing by Anthropic, OpenAI, GitHub, and Microsoft, and notes that despite layoffs, IT staffing costs remain high. It recommends adapting FinOps practices to manage unpredictable AI costs.

  • Forrester predicts software budgets will rise as AI vendors pass infrastructure costs via price hikes and usage fees.
  • Anthropic, OpenAI, GitHub, and Microsoft have moved to usage-based billing for some services.
In-site article

Show HN: Ratel, give agents unlimited tools and skills without context bloat

Ratel is a context engineering layer for AI agents that indexes tools and skills and injects only those relevant to each turn, reducing token usage by up to 80% and improving accuracy, without requiring a vector database.

  • Ratel uses progressive disclosure to inject only the tools and skills needed for each turn, avoiding context bloat.
  • It uses BM25 retrieval by default, with optional semantic and hybrid ranking; no vector DB needed.
In-site article

Create, edit and star in videos with two Google Vids updates

Gemini Omni and personal avatars in Google Vids make video creation easier than ever.

  • Gemini Omni enables generating and step-by-step editing of videos using natural language and optional image references.
  • Personal avatars allow users to create a digital self by uploading a selfie and voice sample, then type to speak.
In-site article

Connect more of your apps to Search

You can now securely link your favorite services to AI Mode in Search, enabling tasks like adding groceries to Instacart or creating YouTube Music playlists without leaving search results.

  • AI Mode allows linking services like Instacart, Canva, and YouTube Music.
  • Add ingredients to Instacart cart directly from search results.
In-site article
Chips

NotebookLM is now Gemini Notebook

Google renames NotebookLM to Gemini Notebook, integrating it more deeply with the Google ecosystem. The tool now supports native code execution for data analysis and cross-app syncing, building on its success as a research and learning aid used by millions.

  • NotebookLM is now Gemini Notebook, part of Google's AI product family.
  • New update adds a secure cloud computer for native code execution and advanced data analysis.
In-site article
Policy

Why teens deserve access to safe AI

Learn how OpenAI is making ChatGPT safer for teens with age-appropriate protections, learning tools, parental controls, and expert partnerships.

  • OpenAI introduces safety features for teens including content filters and sensitive topic restrictions.
  • Learning tools help teens use AI for education effectively.
In-site article
Tools

Google is renaming NotebookLM to Gemini Notebook

Google announced that its AI note-taking app NotebookLM is being renamed to Gemini Notebook, though it will remain a standalone app with deeper integration across Gemini and Google Search. Launched in May 2023 as Project Tailwind, the app has gained features like AI podcast and video summaries. A new update allows connecting to a secure cloud computer to write and execute code, available for AI Ultra and Workspace business customers.

  • Google renames NotebookLM to Gemini Notebook, keeping it standalone.
  • New features include AI-generated podcast, slideshow, and video summaries.