Fountrail — From idea to launch

What it does

Fountrail takes your startup idea through a 6-stage AI pipeline: market research, competitor analysis, stress testing, legal docs, launch review, and financial projections. What used to take weeks of Googling and expensive consultants now takes minutes. Start free, export to PDF/Word/Excel, invite your team.

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  Best principles to get a product idea from brain to market

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  PollyReach▲796

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  AI · May 2026 · pollyreach.ai

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  Needle: We Distilled Gemini Tool Calling into a 26M Model▲776

  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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• FM
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