Swarmcheck
The evaluation and quality layer for AI-native products.
What it does
Swarmcheck is the platform engineering teams use to test, monitor, and continuously improve AI features. Unlike traditional QA tools focused on deterministic correctness, Swarmcheck AI is built for AI-native products, evaluating the quality of non-deterministic, context-dependent AI experiences across chat, RAG, agents, voice, image generation, classification, search, and more. Built for non-deterministic systems, it tests not just your product’s workflows, but the AI behaviour inside them.
Does the same job
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- ASAgent Swarm – Multi-agent self-learning teams (OSS)Feb 2026 · github.com · ▲63


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- NW
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…
Life & fun · May 2026 · github.com
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Dev tools · May 2026 · github.com