
Open-Source Framework to Stop Spamming
Increase Conversions and Reduce Unsubscribes
What it does
Stop spamming users with rigid marketing triggers. Liquid Audience Framework is an open-source engine that tracks real-time user intent as a decaying state. Instead of blind messaging, it uses contextual bandits and smart guardrails to decide when to send an offer, wait, or do nothing at all. Boost conversions and drop unsubscribe rates to near zero. Built for developers and growth teams in high-tempo e-commerce or SaaS. Guide for operators https://www.calameo.com/books/008128896377a63d5faa7
Does the same job
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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…
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Dev tools · May 2026 · github.com