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Engineering Production-Ready AI & Inference Pipelines.

I design and deploy reliable machine learning systems—from zero-cost local LLM inference and multimodal ingestion to wrapping probabilistic outputs in deterministic programmatic constraints.

Professional Experience

PRODUCTION AI GENERATION PIPELINES & RELIABILITY RESEARCH

// RESEARCH ENGINEERING INTERN
AUTONISE·APPLIED ML // BENGALURU
ACTIVEMAY 2026 — JULY 2026

Working across the full stack of a production AI system — generation pipelines, LLM reliability research, evaluation methodology, and inference infrastructure.

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PROGRAMMATIC SVG & ORGANIC MOLECULAR COMPILERS
Identified through iterative testing that raw SVG generation from autoregressive LLMs consistently fails because models lack spatial lookahead and absolute coordinate positioning l...
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INTRANSITIVE LLM COMPARATORS & DETERMINISTIC PAIRWISE RANKING
Investigated optimizing comparison complexity from O(N²) round-robin overhead down to O(N log N) using merge-sort and ELO ranking systems powered by LLM comparators. Our initial a...
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DocLayout-YOLO REGION SEGMENTATION & MULTIMODAL INGESTION
Architected a custom multimodal text and layout extraction pipeline to automate question ingestion from complex exam papers. Integrated DocLayout-YOLO to perform initial region se...

// AI reliability is a design problem, not a model problem.

DWELL-TIME RECOMMENDATIONS & EMBEDDING ALIGNMENT METRICS

// ML RESEARCH INTERN
INFO-ME·RECOMMENDATION SYSTEMS
COMPLETEDJAN 2026 — FEB 2026

Built and evaluated a two-stage content recommendation pipeline with a rigorous focus on honest evaluation methodology.

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Engineered an embedding-based content recommendation pipeline by designing a dynamic user-profile embedding mechanism built on real-time behavior telemetry. Formulated a dynamic '...

INSTITUTE SPORTS WEBSITE

// WEB CONVENOR
INSTITUTE SPORTS COUNCIL·IIT BOMBAY // STUDENT COUNCIL
ACTIVE2025 — PRESENT

Developed and maintained the official institute sports council website to serve as a centralized hub for sporting events and information.

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WEBSITE DEVELOPMENT

Built a responsive sports website that helps students stay updated with sports events, tournament schedules, and relevant contacts.

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Handled regular content updates and ensured seamless portal operation to provide an accessible interface for institute residents.

STABLE DIFFUSION MENTORING PROGRAM

// ML MENTOR
SEASONS OF CODE 2026·IIT BOMBAY // SUMMER PROGRAM
ACTIVEMAY 2026 — PRESENT

Selected as mentor for IIT Bombay's flagship summer ML program, leading a 12-week deep-learning implementation track.

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End-to-end Stable Diffusion implementation project. Guiding students through: Probability Foundations → VAEs → DDPM → CLIP Conditioning. Building onboarding resources and weekly co...
Skills & Tools

ML SYSTEMS

LLM Systems & PipelinesProgrammatic IR (LLM → Code)Evaluation MethodologyInference OptimizationRanking Systems (Swiss-Tournament)Recommendation SystemsDiffusion Models (DDPM, VAEs)

ENGINEERING

Pipeline ArchitectureHybrid Local/Cloud InferenceEmbedding-based RetrievalAPI IntegrationsDeployment (Vercel, Railway)Frontend (React / Next.js)

STACK

PythonMatplotlib · RDKitvLLM · LoRA · MoETypeScript (Working Knowledge)Linux

MINDSET

Systems ThinkingFailure Mode AnalysisMetric Design & CritiqueBenchmarking & ExperimentationResearch ↔ Engineering Bridge