Software Engineering - Product | AI & GenAI leader | Open-source advocate building scalable ML, LLM, and data solutions to drive real-world impact.
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Ambharii Labs
Frontend Developer
June 21, 2026 – Present
enterprise-llm-selector
December 9, 2025 – December 10, 2025
A full-stack decision engine for enterprises to evaluate and rank LLMs (Llama 4, GPT-5, Gemini) based on domain constraints like HIPAA compliance, financial determinism, and latency. Built with Next.js, FastAPI, and Docker
View Projectsam3-perception-hub
November 27, 2025 – November 29, 2025
SAM3 Perception Hub provides enterprises with a production-ready blueprint to integrate Meta's revolutionary [Segment Anything Model 3 (SAM 3)](https://ai.meta.com/sam3/) and [SAM 3D](https://ai.meta.com/sam3d/) into real-world AI products. This isn't just a model wrapper—it's a full-stack reference platform designed by engineers, for engineers.
View Projecttorchforge
November 21, 2025 – Present
Enterprise-Grade PyTorch Framework with Built-in Governance
View ProjectPulseFlow
October 21, 2025 – Present
Production-grade open source MLOps pipeline for enterprise data engineering and predictive modeling. Includes ETL, training, FastAPI deployment, Airflow orchestration, CI/CD, sample data, and MLflow integration. Ready for real business use and customization.
View ProjectEnterprise-vitess-sharding
October 2, 2025 – October 3, 2025
Scalable, sharded MySQL with Vitess and ETL integration for clinical/enterprise use cases—runs locally or in the cloud.
View Projectenterprise-ai-orchestrator
September 18, 2025 – October 12, 2025
Enterprise AI Orchestration Platform that transforms AI chaos into controlled, compliant workflows. Multi-provider integration (OpenAI, Anthropic, Perplexity) with automated compliance monitoring (NIST AI RMF, ISO/IEC 42001), real-time analytics, cost optimization, and complete audit trails. Perfect for healthcare and regulated industries requiring
View ProjectPDFRedactor
September 7, 2025 – September 7, 2025
A Python utility for extracting text from PDF documents while automatically redacting personally identifiable information (PII), protected health information (PHI), and confidential information (CI/CII).
View ProjectPDFPIIRedactor
September 7, 2025 – September 7, 2025
A Python utility for extracting text from PDF documents while automatically redacting personally identifiable information (PII), protected health information (PHI), and confidential information (CI/CII).
View ProjectCLARIFY
August 16, 2025 – August 16, 2025
CLARIFY provides practical tools for feature attribution and visualization for CNNs and Vision Transformers.
View Projectllm-pretrain-100b
August 11, 2025 – August 11, 2025
LLM Pretraining Framework (100B+ Params): Megatron-LM + DeepSpeed + FSDP. Open-source, HPC-ready system with tiny GPT simulation, distributed training, tokenizer tools, dataset pipelines, and deployment scripts for Slurm, AWS, Azure, and Docker.
View ProjectCultural Fit Analysis
The candidate's projects are heavily focused on MLOps, AI, and backend/full-stack enterprise solutions, with a strong emphasis on Python. While there is some TypeScript and Next.js experience, the overall portfolio leans more towards backend/ML engineering than a dedicated frontend role. This might indicate a potential mismatch with a pure 'Frontend Developer' target role, suggesting a need to assess their specific frontend depth and passion.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The candidate's project descriptions indicate a strong technical drive and ability to deliver complex systems, but direct evidence of collaboration, stress handling, or work attitude is not available from the provided data.