
Why LLP Beats Pvt Ltd in India
A modern business choice for modern professionals.
Why LLP Beats Pvt Ltd in India launched on May 5, 2026 with 1 votes. The site was not reachable when checked in September 2026.
What it does
Many Indian professionals prefer LLP over Private Limited due to lower compliance, cost savings, and greater flexibility, making it ideal for small businesses and consultants. However, Private Limited remains better for startups seeking funding and rapid growth.
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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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