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Hazim Shaikh
Mid-Level Software Engineer specializing in AWS microservices and distributed systems
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About
CloudData engineer who productionized an LLM assistant for a warehouse/logistics customer by wrapping it as a versioned, containerized API with guardrails, deterministic post-processing, and full observability. Experienced diagnosing real-time RAG/agentic incidents (latency spikes and confident-wrong answers) using trace-based isolation, replay in staging, retrieval tuning, and canary releases. Regularly runs technical demos/workshops and partners with sales on security/IAM, SLAs, and pilot rollouts to drive adoption.
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Key Strengths
- Takes LLM prototypes to production with clear success criteria (correctness, latency, failure modes)
- Builds reliable LLM services via API contracts, containerization, and deterministic post-processing
- Strong guardrail design (validation, safe fallbacks, risk blocking) to improve trust and reduce hallucinations
- Deep operational debugging for LLM/RAG/agentic workflows using tracing, replay, and categorical failure analysis
- Performance and quality recovery through targeted retrieval tuning and caching, validated via canary + dashboards
- Effective developer-facing demos/workshops that include failure-mode walkthroughs and practical integration/rollback guidance
- Partners with sales/customer teams to set realistic expectations and drive adoption through pilots and instrumentation
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