
MW Red Seal Millwright Prep
Red Seal exam prep built for Canadian millwrights
What it does
MW Red Seal Prep is designed specifically for Canadian millwright apprentices preparing for the Red Seal exam. Every question is mapped to the official NOA block distribution, so your study time is focused where it counts. What’s inside: • 2,500+ practice questions, continuously updated • Questions mapped to all NOA exam blocks • XP, streaks, and a leaderboard to keep momentum • Mock exams to simulate real exam conditions Built by someone who knows the trade for people who know the trade.
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Launched alongside, May 2026
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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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