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AI Research Engineer: Reasoning & Retrieval

Auric AI

Mumbai / Bengalore

3-5 years

Today

$24.1K–37.3K/yr

Full time

Onsite

Skills Required
RAG

Information Retrieval

Machine Learning

NLP

Description
Auric AI is building a reasoning system over millions of messy, multilingual intelligence documents, fully hosted in India on infrastructure they control. They are hiring one research engineer to own the architecture for reasoning and retrieval.

Company:
Auric AI

Role:
AI Research Engineer: Reasoning & Retrieval

Location:
Bengaluru/Mumbai (Onsite)

Experience
- No experience requirement
- Built something that survived real, messy data
- Can reason about language models and retrieval mechanically
- Can explain why naive RAG fails on multi-hop temporal questions

Qualification
- No degree requirement

Responsibilities
- Own the architecture for a retrieval and reasoning system
- Design retrieval that can bound its own recall
- Build reasoning across many hops and sources




- Surface contradictions rather than averaging them away
- Propagate confidence explicitly through multi-step inference
- Externalise, compress, and reconstruct work that exceeds the context window
- Derive an approach for a hard open problem with no standard playbook
- Measure the system honestly

Additional Responsibilities
- Work with decades of documents in a dozen languages with no schema
- Handle the same entity written five different ways
- Ensure the system is interrogable by a person accountable for a decision
- Build entirely on open-weight models without fine-tuning or external APIs
- Work within an air-gapped, self-hosted environment

Nice To Have
- Publication record
- Repository that does something nobody asked for

More Skills
reasoning systems, retrieval, language models, multi-hop reasoning, temporal questions, decomposition, synthesis across sources, uncertainty propagation, architecture design, measurement

Other
- No fin

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