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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

This video presents a novel approach to improve coding agents by continually tuning their system prompts. It introduces a 'system-prompt learning loop' that applies Reinforcement Learning (RL) techniques directly to prompts, moving beyond traditional hand-edited static guides. The method enables agents to learn and adapt instructions from various feedback mechanisms.

24. Dezember 2025

GenAI Updates

Continual System Prompt Learning for Code Agents

Continual System Prompt Learning for Code Agents If you’ve ever watched a coding assistant do…

A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows - ComposioHQ/awesome-claude-skills

23. Dezember 2025

GenAI Updates

GitHub – ComposioHQ/awesome-claude-skills: A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows

Introducing Claude Skills: your shortcut to repeatable AI workflows I remember the first time I…

Sam Altman, CEO of OpenAI, discusses his company's strategy to lead in the competitive AI race, highlighting its advantages and product roadmap for 2026 and beyond. He delves into topics such as AI memory, personalization, and the massive infrastructure needed for AI development. The conversation also explores the impact of AI on jobs, the potential for a 2026 IPO, and the distinctions between AGI and Super Intelligence.

22. Dezember 2025

GenAI Updates

Sam Altman: OpenAI’s Strategy, ChatGPT’s Future, and 2026 IPO

Sam Altman: Where OpenAI, ChatGPT and the AI Race Are Headed I watched Sam Altman’s…

Learn to build an AI agent team using Claude Code, Skills, and MCPs. This tutorial demonstrates how to create and manage multiple AI agents with defined roles and responsibilities. Explore various access methods, from local terminals to desktop apps, and discover how to integrate external tools.

22. Dezember 2025

GenAI Updates

Building an AI Agent Team with Claude Code, Skills, and MCP

Build an AI team that actually works together, not just a single assistant that tries…

Autonomous multi-session AI coding. Contribute to AndyMik90/Auto-Claude development by creating an account on GitHub.

22. Dezember 2025

GenAI Updates

GitHub – AndyMik90/Auto-Claude: Autonomous multi-session AI coding

Want to ship features faster, with less friction? I felt the same way, so I…

Meet FunctionGemma, a specialized version of the Gemma 3 270M model, fine-tuned for function calling and tool use. This video introduces how this lightweight model enables developers to build fast, private, and cost-effective applications that translate natural language into executable API actions. Despite its small size, FunctionGemma is designed to run efficiently on-device, perfect for mobile hardware, embedded systems, and edge computing.

20. Dezember 2025

GenAI Updates

Introducing FunctionGemma

Meet FunctionGemma: a tiny model that does big things I watched the demo and I…

Transferable Rails patterns and development philosophy extracted from 37signals' Fizzy codebase - marckohlbrugge/unofficial-37signals-coding-style-guide

20. Dezember 2025

GenAI Updates

GitHub – marckohlbrugge/unofficial-37signals-coding-style-guide: Transferable Rails patterns and development philosophy extracted from 37signals' Fizzy codebase

Unofficial 37signals Rails Guide: Transferable Patterns from Fizzy If you care about writing Rails apps…

Public repository for Agent Skills. Contribute to anthropics/skills development by creating an account on GitHub.

20. Dezember 2025

GenAI Updates

GitHub – anthropics/skills: Public repository for Agent Skills

Why the anthropics/skills repo matters, and how you can actually use it If you’ve ever…

This tutorial demonstrates how to build and deploy LangChain Deep Agents from local prototypes to production-ready cloud infrastructure using Runloop. It covers customizing agent environments, local testing, deployment with GitHub Actions, and agentic state persistence.

20. Dezember 2025

GenAI Updates Published

Building Enterprise AI Agents: LangChain Deep Agents + Runloop Tutorial

Building Enterprise AI Agents: From Prototype to Production If you’re curious about taking a LangChain…

This playlist captures sessions from AI Dev Days, a two-day virtual event by Microsoft Developer and GitHub. It explores the latest Azure and GitHub innovations, focusing on modernizing legacy applications, building with AI agents, and leveraging new AI models.

20. Dezember 2025

GenAI Updates

AI Dev Days: Azure & GitHub AI Innovations

AI Dev Days: Azure & GitHub AI Innovations If you’ve ever wished for a fast,…