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Asanti Mokwala
Junior Data & Insights Analyst specializing in BI, dashboards, and automation
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About
Worked on taking an LLM-based system at Soundmakr from prototype to production by adding prompt constraints, validation/guardrails, deterministic ranking, and robust logging/monitoring with feedback loops. Also partnered with product/marketing during an internship on Thea: Study Smart to analyze onboarding drop-offs and run A/B tests on AI-driven flows, translating results into actions that improved retention and conversion.
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Key Strengths
- Productionizing LLM prototypes with guardrails, validation, and deterministic ranking to reduce hallucinations
- Designing structured logging/monitoring/feedback loops to improve reliability and scalability of LLM systems
- Rapid root-cause diagnosis across prompt, tool logic, retrieval, and integration layers using logs and traces
- Stabilizing live LLM systems via targeted prompt/guardrail updates and real-time metric monitoring
- High-credibility technical demos for developers by explaining prompt structure, constraints, edge cases, and trade-offs
- Data-driven growth work: onboarding drop-off analysis and A/B tests that improved retention and conversion
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