Sprayena Advisors Private Limited

In their own words

What we're building: Nikitria is a local-first desktop app where a user assembles a personal "panel of experts" out of small, specialized language models that run entirely on their own machine. When they ask a question, a lightweight router decides which experts are relevant, sends the query out, and a synthesis layer composes the answers into one refined response, with a provenance bar showing exactly which model said what, and any disagreement between experts surfaced openly instead of blended away. The long-term business isn't the app itself: it's a certified marketplace where creators sell specialized SLMs, every listing passes our own adversarial test pipeline, and we take a revenue share. The marketplace and its two-sided network effects are the actual company.How we're helping: Three real problems get solved at once. First, privacy and ownership - everything runs on the user's hardware, offline if they want, with no data leaving the device. Second, trust - today's AI answers are opaque blends; ours show attribution, confidence, and contradiction, so the user sees a transparent panel of experts rather than a hidden blender. Third, creator monetization - the GPT Store proved demand for creator-built AI but paid creators pocket change; we give specialist model-builders a real, certified storefront with creator-friendly revenue splits.Why it's the future: The industry has already proven the three pillars this rests on. Small fine-tuned specialists beat frontier generalists on their own turf (fine-tuned Gemma, BioBERT, LinkedIn's EON-8B). Combining models can beat any single model, Mixture-of-Agents topped GPT-4 Omni on AlpacaEval using only open-source models. And local inference has gone mainstream, with 3B–8B models now delivering quality that needed 30B+ two years ago. Routers and runtimes are commoditizing fast; the durable moat is the curated, certified network of specialist models and the trust layer around it. Frontier AI is centralizing intelligence in a few clouds. we're betting the counter-trend: many small, honest, owned experts on your own machine, and a marketplace that makes building them a living.

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