
Adverse media
Adverse Media helps businesses grow online
What it does
Adverse Media is a creative and result-driven company helping businesses build a strong online presence through innovative marketing solutions. We specialize in SEO, social media marketing, branding, content creation, and online advertising to help brands reach their target audience effectively. As a best digital marketing agency, we focus on delivering strategies that increase visibility, improve engagement, and drive business growth.
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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