ShelfLink
Turn Telegram product posts into searchable storefronts
What it does
ShelfLink turns Telegram channels into live product shelves automatically. Just post products normally in your Telegram channel and ShelfLink converts them into structured product cards with prices, tags, and shareable shelf links. No storefront builder, manual uploads, or complex setup required. Built for anyone already selling through Telegram — from fashion and gadgets to beauty products, food, books, and more.
Does the same job
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Commerce · 26d ago · equitybee.com
Launched alongside, May 2026
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai
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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…
Life & fun · May 2026 · github.com
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Dev tools · May 2026 · github.com