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re:publica 26: OpenClaw and the Architecture of Visible AI Agents

re:publica 26: OpenClaw and the Architecture of Visible AI Agents

AI Agents Do Not Need Better Policies. They Need an Action Inventory.

AI Agents Do Not Need Better Policies. They Need an Action Inventory.

Technical diagram of the Cerebras enterprise knowledge base retrieval pipeline

How Cerebras Built Its Internal Knowledge Base

Technical concept diagram showing Microsoft Ontology Playground as a learning pipeline from domain ontologies to RDF XML export and knowledge graph platform selection

Ontology Playground: Learn the Graph Before You Buy the Graph Database

LangChain open-source software engineering agent factory: local coding, cloud agents, review agents, repo memory, open models, and LangSmith traces.

LangChain’s Open-Source Software Factory

OpenShip self-hosted deployment dashboard, repo screenshot from oblien/openship.

OpenShip: Self-Hosted Deployment for the Agentic Engineering Era

In April 2026, Andrej Karpathy published a GitHub Gist describing a pattern he called the LLM Wiki. In the months since, four different teams have shipped the same idea without coordinating:

The State of Agent Wikis

How @gumclaw, Gumroad's AI operations agent, is set up: Hermes, Fable 5, tools, workflows, shipped work, memory, and guardrails.

How Gumclaw Works

re:publica 26: OpenClaw and the Architecture of Visible AI Agents

re:publica 26: OpenClaw and the Architecture of Visible AI Agents

AI Agents Do Not Need Better Policies. They Need an Action Inventory.

AI Agents Do Not Need Better Policies. They Need an Action Inventory.

Technical diagram of the Cerebras enterprise knowledge base retrieval pipeline

How Cerebras Built Its Internal Knowledge Base

Technical concept diagram showing Microsoft Ontology Playground as a learning pipeline from domain ontologies to RDF XML export and knowledge graph platform selection

Ontology Playground: Learn the Graph Before You Buy the Graph Database

LangChain open-source software engineering agent factory: local coding, cloud agents, review agents, repo memory, open models, and LangSmith traces.

LangChain’s Open-Source Software Factory

OpenShip self-hosted deployment dashboard, repo screenshot from oblien/openship.

OpenShip: Self-Hosted Deployment for the Agentic Engineering Era

In April 2026, Andrej Karpathy published a GitHub Gist describing a pattern he called the LLM Wiki. In the months since, four different teams have shipped the same idea without coordinating:

The State of Agent Wikis

How @gumclaw, Gumroad's AI operations agent, is set up: Hermes, Fable 5, tools, workflows, shipped work, memory, and guardrails.

How Gumclaw Works

Natural language workflows that enable AI agents to perform complex, multi-step tasks with consistency and reliability. - strands-agents/agent-sop

22. November 2025

GenAI Updates

GitHub – strands-agents/agent-sop: Natural language workflows that enable AI agents to perform complex, multi-step tasks with consistency and reliability.

Make AI workflows feel like a conversation, not a mystery If you’ve ever wished your…

Benedict Evans delivers a keynote speech titled 'AI Eats the World' at SuperAI Singapore 2025. He explores the profound impact of artificial intelligence on global adoption and digital transformation. The speech was recorded on June 18, 2025, on the io.net Main Stage.

21. November 2025

GenAI Updates Published

AI Eats the World Keynote by Benedict Evans

AI Eats the World — Benedict Evans at SuperAI Singapore 2025 Recorded on June 18,…

This video introduces DeepAgents, an open-source agent harness by LangChain. It covers the core principles including planning, computer access, and sub-agent delegation. The presentation demonstrates how to configure and deploy these agents, highlighting various tools and customization options.

20. November 2025

GenAI Updates

Build a Research Agent with Deep Agents by LangChain

Build a Research Agent with DeepAgents by LangChain — quick, practical, and surprisingly human. If…

The BBC's economics editor and Newsnight presenter Faisal Islam interviewed Google CEO Sundar Pichai at Google's California campus. They discussed the 'AI boom' and the future of artificial intelligence. Newsnight is known for its in-depth analysis, debates, exclusives, and robust interviews.

20. November 2025

GenAI Updates

Full Interview: Google CEO Sundar Pichai on the AI Boom

Full Interview: Google CEO Sundar Pichai on the AI Boom I just watched the full…

This talk explores the hidden risks in apps leveraging modern AI systems, especially those using large language models (LLMs) and retrieval-augmented generation (RAG) workflows. It demonstrates how sensitive data, such as personally identifiable information (PII) and social security numbers, can be extracted through real-world attacks. The presentation highlights that current PII scanning tools fail to recognize the rich data within these systems, posing a significant privacy disaster for AI ecosystems.

20. November 2025

GenAI Updates

Exploiting Shadow Data from AI Models – Patrick Walsh (DEF CON 33)

Exploiting Shadow Data from AI Models (Patrick Walsh, DEF CON 33) I watched Patrick Walsh’s…

Sam Altman of OpenAI and Ali Ghodsi of Databricks discuss the future of AI agents in the enterprise, including the integration of OpenAI models into Databricks. They cover responsible AI, governance, and the evolution of open-source models.

20. November 2025

GenAI Updates Published

Sam Altman & Ali Ghodsi: OpenAI + Databricks on AI Agents & GPT-OSS Future

Sam Altman & Ali Ghodsi on the next wave of enterprise AI If you care…

Microsoft CEO Satya Nadella discusses the integration of AI within enterprises, emphasizing the importance of data accessibility and the unique nature of the current AI CapEx cycle compared to the dot-com bubble. He shares his vision for 'agentic commerce' and insights into Microsoft's product bundling strategy. Nadella also explains his management style, including how he 'wanders the virtual corridors' of Teams.

19. November 2025

GenAI Updates

Satya Nadella: AI, Microsoft Strategy & Business Lessons

Satya Nadella: What He’s Actually Saying About AI, Microsoft and the Future If you haven’t…

Unlock state-of-the-art coding and reasoning in your terminal. Gemini 3 Pro is now in Gemini CLI for Google AI Ultra and paid API subscribers.

19. November 2025

GenAI Updates

5 things to try with Gemini 3 Pro in Gemini CLI- Google Developers Blog

Unlock Gemini 3 Pro in your terminal, and build faster If you live in the…

18. November 2025

GenAI Updates

Generative UI: A rich, custom, visual interactive user experience for any prompt

Generative UI: AI that builds the interface you actually need You know that moment when…

LlamaIndex is a simple, flexible framework for building knowledge assistants using LLMs connected to your enterprise data.

17. November 2025

GenAI Updates

Document AI: The Next Evolution of Intelligent Document Processing

Document AI: Why it matters now We all live in a world run by paperwork,…