
OPBO
Validate startup ideas with real market signals
What it does
OPBO is an AI-powered validation system that helps founders, indie hackers, freelancers, and product teams evaluate startup ideas before they spend months building. It turns market signals, pain points, paid demand, and competitive gaps into structured validation evidence, helping you decide whether to continue, pivot, validate further, or stop.
Does the same job
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Founder Validation OS 25d ago · lloydgordon.lemonsqueezy.com · ▲3Validate startup ideas & AI-power your customer discovery

More growth this month
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Launched alongside, May 2026
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai


- NW
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
- FM
Dev tools · May 2026 · github.com