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  1. Essay · Sep 9, 2026

    Ohems: What Comes After Websites

    …inclusion inside answers, recommendations and negotiations between agents. That creates a new set of incentives and probably a new collection of terrible ideas. Companies will try to manipulate salience. They will…

  2. Essay · Aug 23, 2026

    The Divergence of AI: Companions, Specialists, and the Architecture Between Them

    …deeply personal. Companion AI. Synthetic friends. Personal agents. Systems designed not just to answer questions, but to understand a person over time. Other AI will become ruthlessly specialized. Financial AI.…

  3. Essay · Jul 11, 2025

    A Guide to Specialized AI Models

    …11. RL – Reinforcement Learning Agent Reinforcement Learning agents learn by interacting with an environment and optimizing actions based on reward signals. They can discover strategies humans might never consider. Used…

  4. Essay · Jun 13, 2025

    Beyond the Interface: Semantic OS and the Coming Age of OS-less AI

    What happens when agents, memory, and meaning replace apps, menus, and the operating system as we know it? For decades, computers have made us organize work around their machinery. Open an app. Find a file. Click…

  5. Essay · Nov 13, 2023

    Some AI Predictions

    Near- and long-term predictions about personal agents, legal authority, unequal access, and AI-shaped realities. I started this on LinkedIn and quickly shot past the character limit, so I made it a small blog post.…

  6. Essay · Jun 4, 2018

    Game AI and Human Level Frustration, or Why Computers Can’t Be Too Good

    …to be digested by a neural network, which means that the AI agents and computer controlled characters could become seemingly invincible. Are we going to have to build our games so that humans can win? Yes. Period. Do…

  7. Page

    Crossing Into

    …consequential choices. The site is also built so search engines and AI agents can read its sources, authorship, and claims without…

  8. Page

    Proof in Production

    …real users. Here's the problem every enterprise deploying AI agents is walking toward: these systems are amnesiac, and the moment their memory becomes persistent, what they remember, who can see it, and whether you can…

  9. Page

    Free AI Website Legibility Tools

    Audit how search engines and AI agents read your website. Generate llms.txt, check robots and structured data, compare visible copy with metadata, and inspect agent activity. These free tools help website owners and…

  10. Project

    chainproof.ai

    Every AI action. Logged. Chained. Verifiable. ChainProof is an API-first provenance ledger for AI agents. It records the actions, decisions, approvals, and artifacts an agent reports, chaining each entry with SHA-256 so…

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  11. Reading

    Jan Daniel Semrau

    Deep exploration of autonomous agents and cognitive machines. Research & Analysis

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  12. Reading

    Lil'Log

    Deep, carefully synthesized learning notes on agents, reasoning, alignment, multimodality, and the mechanics of frontier AI research. Research & Analysis

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  13. Tool

    ChainProof

    A verifiable record of every AI action. An API-first provenance ledger for AI agents. It appends actions, decisions, approvals, and artifacts to a SHA-256 hash chain, making later edits detectable and independently…

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  14. Tool

    Eigenstate

    A screensaver with a memory. Agents reorganize, experiments change, and a rotating 3D world responds. Close the tab and come back later, and your universe is still there. Everything is simulated; the computation and…

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