Mentora
Stop collecting courses. Start finishing them with AI.
Mentora launched on May 19, 2026 with 2 votes, #6,288 of 20,538 launches that month.
What it does
I got tired of starting courses and never finishing. So I built Mentora — an AI learning system that actually gets you to the finish line. Type any topic. In 10 seconds you get a visual roadmap tailored to your level and schedule. Miss a day? It auto-reschedules. Stuck on a step? The AI coach checks in with simpler resources. It tracks progress, adapts, and nudges you forward. For self-taught devs, career switchers, and busy learners done with tutorial hell. Start free. No credit card needed.
Mentora builds you a personalized step-by-step learning curriculum on any topic — powered by AI. Free preview, no signup.
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Source: Product Hunt launch ↗
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai



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