.png){kind=logo}
Lakshmi Swathi Sreedhar
Mid-level AI Engineer specializing in Generative AI and LLM systems
Connect with Lakshmi
Lakshmi already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.
Recommended
Already have an account?
About
Built and deployed a production-grade, multi-agent Text-to-SQL assistant that lets non-technical stakeholders query large enterprise databases in natural language. Uses Pinecone-based schema retrieval + LLM reasoning (Gemini/Claude/GPT) with a dedicated validation agent (schema/syntax checks and safe dry runs) to reduce hallucinations and improve reliability, while optimizing latency and cost via async execution and embedding caching.
Find your next great hire
Our AI agents source, screen, and vet candidates for your open roles. Get qualified candidates within 48 hours.
Key Strengths
- Built and deployed a production Text-to-SQL assistant for non-technical users over enterprise databases
- Designed multi-agent LLM workflow with schema retrieval + SQL generation + validation for reliability
- Strong hallucination prevention via RAG over schema and past queries
- Reliability engineering: validation agent with schema checks, syntax checks, safe dry runs, and auto-correction
- Latency and cost optimization using prompt refinement, embedding caching, and async parallel execution
- Framework fluency for agentic orchestration (LangChain, LangGraph, DSPy) with emphasis on determinism and loop prevention
- Structured evaluation approach: upfront metrics, edge-case testing, end-to-end simulations, and post-launch monitoring
- Took a text-to-SQL LLM prototype to production for an enterprise customer by redesigning into a multi-agent system
- Reliability engineering for LLM workflows using guardrails, validation, and fallback logic
- Fast real-time diagnosis of agentic pipeline failures via reproduction, step isolation, and log/validator inspection
- Customer-driven iteration: weekly reviews of failures and converting them into re-prompting and new validation rules
- Strong technical demo/workshop delivery with interactive edge-case testing and failure analysis
- Effective pre-sales partnership: tailoring demos to customer workflows to drive adoption and close deals
Like what you see? We'll introduce you to Lakshmi directly.
Experience
Education
Awards
Skills
Languages
Certifications
Publications
2 publications
Browse Similar
Similar Candidates
Senior Machine Learning Engineer specializing in recommender systems, search, and NLP/GenAI
Mid-level AI/ML Engineer specializing in LLM training, RAG, and scalable inference
Senior AI Engineer specializing in LLMs, generative AI, and ML systems
Staff Machine Learning Engineer specializing in search, ranking, and LLM systems
Senior AI Engineer specializing in NLP and large language models
Staff Machine Learning Scientist specializing in NLP, LLMs, and Generative AI
Interested in Lakshmi?
We'll personally introduce you - no strings attached.
Build your dream team with Reval
Our AI agents source, screen, and vet candidates for your open roles. Get qualified, high-intent candidates on your desk within 48 hours.
Discover more candidates like Lakshmi
Search across thousands of pre-screened, high-quality, high-intent candidates on Reval.
Search Talent