====== public notes ====== have a look to: https://ndjson.com https://htmx.org/docs/ - https://github.com/NousResearch/hermes-agent/releases/tag/v2026.7.1 - https://github.com/sipeed/picoclaw/releases/tag/v0.3.1 - https://github.com/ollama/ollama/releases/ - https://github.com/OpenHands/OpenHands/releases/tag/1.8.0 - https://github.com/lobehub/lobehub/releases/tag/v2.2.9 - https://github.com/agent0ai/agent-zero/releases/tag/v2.3

Spacebot is opinionated agent infrastructure, built for teams and usable by anyone. State belongs in structured storage, not markdown files the LLM manages. Memory lives in a typed graph in SQLite. Autonomy runs on a task state machine linked to goals, not a heartbeat.json. The LLM reasons. The system holds state.

It gets smarter the more you use it. After complex tasks, the agent captures what it learned as reusable skills. After conversations go idle, a background process silently saves skills and memories worth keeping. Every session builds on the last — without any user action.

It works out of the box and scales from one person to a whole community.

Paperclip is a self-hosted control center for running AI agents like a team. Create a company, set a goal, hire agents with roles and reporting lines, then review their plans, approve important decisions, and track their work from one dashboard.
Use Paperclip to manage projects, tasks, budgets, routines, and activity history across different agent runtimes. It gives you an org chart, ticket system, cost controls, approvals, and audit logs so you can see what each agent did and why.
Paperclip does not include an AI model by itself. To run agents, connect your own provider keys and tools, such as OpenAI, Anthropic/Claude, Codex, Cursor, Gemini, Hermes, OpenClaw, OpenCode, or other supported adapters. Provider usage may incur costs, so set budgets before letting agents run unattended.
To use your Codex/ChatGPT or Claude Code subscription, you can use the OAuth login via umbrelOS > Settings > Advanced > Terminal > App > Paperclip. To use API keys instead, configure your model providers by creating secrets like OPENAI_API_KEY or ANTHROPIC_API_KEY with the appropriate API keys and assigning them to the agent or project.

https://github.com/remsky/Kokoro-FastAPI/releases/tag/v0.5.0 ---- maybe goes in sidebar page later https://doku.ibwa.synology.me - [[:start_schreibbar|first Wiki Startpage editable]] and [[:start|wikistart]] - playground public writable - [[rss|rss feed Example]] - [[wireguard|abbout VPN Was ist WireGuard?]] - **[[notiz|quick note Geschwindigkeitsvergleich]]** - [[publicnotes|public notes this page in public note]] - [[stefan_progrmierer|Fluhgdatenprojekt]] - lesbar - read only - [[lesbar:stovemakerberlin|MiniHolzgas Öfchen für drinnen]] - [[lesbar:start]] https://doku.ibwa.synology.me/doku.php?id=playground:publicnotes