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Jack Andre Johnson Sasikumar
Entry-Level AI/ML Engineer specializing in LLM automation and RAG systems
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About
AI Automation Engineer at BalancedTrust who single-handedly shipped production LLM features for FinTech compliance: a policy gap-analysis pipeline (SOC 2/GDPR) and a RAG-based regulatory chatbot. Deeply focused on reliability in high-stakes legal/compliance settings, with strong production engineering (edge functions, parallelized batching to cut latency, structured JSON outputs, guardrails, and monitoring) and close collaboration with non-technical compliance experts.
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Key Strengths
- Built and deployed production LLM features end-to-end as the sole technical engineer
- Compliance domain expertise applied to AI (SOC 2/GDPR; legal/regulatory QA focus)
- Designed RAG chatbot grounded in internal compliance knowledge base to reduce hallucinations
- Optimized latency by batching and parallelizing LLM calls (Promise.all) and dynamic token budgeting
- Strong reliability engineering for AI workflows (structured JSON outputs, guardrails, fallbacks)
- Rigorous evaluation approach (edge-case/jailbreak testing, regression tests, schema validation, operational metrics)
- Effective collaboration with non-technical compliance stakeholders to translate requirements into system rules
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