Klority
Unified Project Management, QA, and Docs for Dev Teams
What it does
Klority is the unified workspace that eliminates tool sprawl and high per-seat costs. Stop paying $9+/user for Jira plus separate costs for Confluence and TestRail. We’ve consolidated Project Management, Test Case Management, and Engineering Wiki into one platform. Klority is built for Growing engineering teams. who want a professional engineering setup without the "enterprise tax." One tool, one subscription, and a fraction of the cost of the standard stack.
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Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
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