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Marco Sommaleft a comment
What OrKa does (Maker’s description): OrKa is a no-BS, YAML-first orchestrator that lets you spin up, chain and monitor any open-source LLM on your own GPU (or cheap cloud boxes) in minutes. You get sub-150 ms latency, full data sovereignty and a trace viewer that exposes every token’s cost, heat and hallucination rate—so you finally know what’s happening under the hood. Why you should care: 🤯...
OrKaCoreorchestrate cognition
OrKa is a no-BS, YAML-first orchestrator that lets you spin up, chain and monitor any open-source LLM on your own GPU (or cheap cloud boxes) in minutes. You get sub-150 ms latency, full data sovereignty and a trace viewer that exposes every token’s cost.
OrKaCoreorchestrate cognition
Marco Sommaleft a comment
(𝘈𝘯𝘥 𝘯𝘰, 𝘪𝘵’𝘴 𝘯𝘰𝘵 𝘫𝘶𝘴𝘵 𝘢𝘣𝘰𝘶𝘵 𝘵𝘰𝘬𝘦𝘯 𝘱𝘳𝘪𝘤𝘦𝘴) We all look at the per-token cost of GPT and think “meh, a few cents.” But over time, those cents metastasize into ops chaos and architecture debt: 🔻 𝗟𝗮𝘁𝗲𝗻𝗰𝘆 𝘁𝗮𝘅 Every API call across the wire adds 300–800 ms. Stack 3 agents together? Welcome to UX hell. 🔻 𝗖𝗼𝘀𝘁 𝗰𝗿𝗲𝗲𝗽 Hit ~8 million tokens/month and your API bill surpasses the cost of running your own...
Orka: A Manifesto for transparent Intelligence
Marco SommaJoin the discussion
Marco Sommastarted a discussion
Orka: A Manifesto for transparent Intelligence
⚠️ The Problem: AI Workflows Are Broken Let’s be honest. Most AI projects right now are duct-taped chains of: Prompt injections Tool wrappers Hidden state Zero traceability And god help you if something breaks. You run your LLM call and hope it works. No visibility. No logic. No composability. It's brittle. It’s opaque. And it's slowing real progress. 🧠 The Vision: Orchestrated Reasoning, Not...
Marco Sommaleft a comment
🚧 Web App here : https://orka-ui.web.app/ 📦 OSS here: https://github.com/marcosomma/orka 📦 PIP here: https://pypi.org/project/orka-reasoning/ 📖 Docs here: https://github.com/marcosomma/orka/blob/master/docs/OrKa_UI_Getting_Started_With_Images.md 💬 Feedback welcome.
OrKa - Orchestrator Kit for AgenticOrchestrating cognition
Marco Sommaleft a comment
🚀 Features > Modular Agent Orchestration: Define and manage agents using intuitive YAML configurations. > Configurable Reasoning Paths: Utilize Redis streams to set up dynamic reasoning workflows. > Comprehensive Logging: Record and trace every step of the reasoning process for transparency. > Built-in Integrations: Support for OpenAI agents, web search functionalities, and validation...
OrKa - Orchestrator Kit for AgenticOrchestrating cognition
Orchestrator Kit for Agentic Reasoning - OrKa is a modular AI orchestration system that transforms Large Language Models (LLMs) into composable agents capable of reasoning, fact-checking, and constructing answers with transparent traceability.
OrKa - Orchestrator Kit for AgenticOrchestrating cognition