About Auric AI
We're building a reasoning system over millions of messy, multilingual intelligence documents, and it has to run entirely inside India, on infrastructure we control.
No fine-tuning. No external APIs. Self-hosted open-weight models, air-gapped. Every point of performance comes out of architecture. We're hiring one research engineer to own it.
Why this works
India has been caught by surprise before. Not because the warning didn't exist, but because it existed somewhere in the system and nobody put it together in time. People died because of that gap. We're closing it.
We're building the intelligence system that helps India see the next attack coming before it happens, and helps it win the next war before the first shot is fired. Not with better sensors; India already collects enough. With the ability to actually use what it collects, at the speed the threat moves.
This doesn't get built by a foreign company, and it doesn't get built for a demo. It gets built by people who decided this mattered enough to build it here, for real, before it's needed. If we do this right,



the payoff is a warning that gets acted on in time, and a war that's already won in preparation before it's fought at all.
What you'd work on
• Retrieval that knows what it missed: A production RAG system returns a confident answer and has no idea what it failed to surface. Here that's the one failure we can't ship. What it would take for retrieval to bound its own recall is open.
• Reasoning across many hops and sources: Real questions don't resolve in one lookup. They need decomposition, retrieval that notices its own gaps, and synthesis across sources that disagree, with contradictions surfaced rather than averaged away.
• Uncertainty that survives the chain: Evidence varies wildly in reliability and precision, and inference runs several steps deep. Confidence has to propagate explicitly, because a wrong answer delivered with false confidence is worse than no answer.
• Investigations lo

📌 AI Research Engineer: Reasoning (Bengaluru)
🏢 Auric AI Labs
📍 Bengaluru