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Affan Arif Khamse
Junior AI Software Engineer specializing in LLM applications and real-time retrieval
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About
Founding engineer at Novum AI building a real-time call analytics/suggestion backend (transcription + sentiment/tone + context retrieval) using a serverless architecture. Drove major latency improvements (about 4s down to sub-1.5s) and has practical experience hardening production APIs (FastAPI/Pydantic, auth with Cognito/Redis) and payment systems (Stripe) by surfacing overlooked subscription and multi-tenant billing edge cases.
Experience
Education
Key Strengths
- Designed and optimized a serverless backend to reduce suggestion latency from ~4s to sub-1.5s
- Cost-conscious architecture decisions (serverless vs server) with clear tradeoff analysis
- Hands-on LLM model benchmarking/selection balancing latency, cost, and response quality
- API reliability via strong schema validation and standardized request/response contracts (Pydantic/DTOs)
- Risk-managed rollouts using feature flags
- Proactively identified critical Stripe subscription/billing edge cases (cancellation timing, upgrades, billing access in multi-tenant setups)
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