
Apex Trading Signals
AI commodity trade ideas with entry, stop, target
What it does
AI-powered commodity trading intelligence. Structured trade ideas across crude, gas, gold, silver, copper and softs — every setup with entry zone, hard stop, profit target, conviction score and a clear macro thesis. Step-by-step execution plans, scaling rules, key catalysts and risks laid out before you take the trade. Signals only — not a brokerage, not personalised financial advice. You make the trade. Trading futures and CFDs carries substantial risk of loss.
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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