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#python #agentic_ai #agentic_workflow #agents #function_calling #llama_cpp #llamafile #llm #ollama #python #self_hosted #tool_calling

Forge is a Python tool that makes self-hosted LLM tool-calling more reliable. It helps local models handle multi-step tasks with guardrails, better context control, and support for Ollama, llama-server, Llamafile, and Anthropic. You can use it as a workflow runner, middleware, or proxy server with OpenAI-style clients. The benefit is fewer broken tool calls, better results on small models, and easier setup for agent apps, chat tools, and long-running sessions.

https://github.com/antoinezambelli/forge
#rust #analytics #bi #data_visualization #javascript #jupyter #python #real_time #webassembly

Perspective is a fast tool for exploring large and streaming data. It lets you build dashboards, reports, notebooks, and apps with tables and many chart types. It works in the browser, Python, and Rust, and can connect to data sources like DuckDB or Arrow. This helps you quickly see patterns, make better decisions, and analyze data without heavy setup.

https://github.com/perspective-dev/perspective
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