SOREN
One profile that matters across every app in the ecosystem.
What it does
SOREN is the identity layer for Web3, built on the TON blockchain. Your level and rank become your official membership status — unlocking exclusive discounts, premium access, and VIP perks across every app in the ecosystem. Earn $SOR through daily engagement, level up through a risk-reward upgrade system, and watch your membership status carry real weight. The first ecosystem app, Random Live Chat, is already live on Telegram. SOREN is not just used. It is owned.
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Launched alongside, May 2026
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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