limitly app
Your CFO in pocket
What it does
Limitly is a money management app that doesn't just track spending — it reduces it. Instead of showing where money went, Limitly intervenes before it leaves: finding better offers, suggesting cashback cards, and placing orders at the lowest price. Live for food delivery, groceries, cabs, and flights. Next: e-commerce and dine-out. The goal — make Limitly the one place users spend from, so every purchase is budget-aware and cost-optimised. Long-term: take users from cash-rich to wealth-rich.
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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…
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Dev tools · May 2026 · github.com