
Liztings
Apartments for Sale and Lease in USA
What it does
Post your property for sale or rent in the USA. List homes, apartments, and commercial spaces easily. Reach buyers and tenants with verified liztings. Discover apartments for sale in USA with Liztings. Browse verified property listings, compare prices, and find affordable, luxury, and investment apartments across the USA.
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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…
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