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DarkRedOS/README.md

Hi, I'm Om Shegokar πŸ‘‹

ML Engineer @ Juspay β€” LLM Infra, Evaluation & Payments

I build the systems that let teams trust their AI: eval pipelines, inference infra, and agentic dev tools β€”
alongside production payment orchestration for 125+ D2C brands.


What I'm working on

At Juspay, I sit on the Xyne Team, building the AI/ML infra layer for the company:

  • LLM Evaluation Platform β€” a GCP Batch pipeline (job queue in Postgres, Dockerized workers, spot-preemption-resilient) feeding a 4-service eval dashboard (frontend / backend / DB / eval runner) with live log streaming across SWE-Bench, Tau2-Bench, Polyglot, and more.
  • Model Leaderboards β€” TPS/latency leaderboards on models like GLM-5, Minimax M2.5, and Kimi K2.5 that directly drive production model-selection calls.
  • Xyne-CLI & Xyne Code β€” a TUI coding agent (Xyne-CLI, opencode-style) and a VS Code copilot-style extension (Xyne Code) built on top of it, both serving models via vLLM on rented GPUs (H200 / B300) through OpenAI-compatible endpoints. I built the /commands layer wired into the CLI engine.
  • LATAM Fintech News Agent β€” pulls context from internal Juspay repos to surface relevant LATAM fintech news automatically.

Before this, I spent ~1.5 years as a Product Solution Engineer owning checkout integrations for 125+ D2C merchants β€” the impact numbers below are from that work.


Impact so far

Metric What it means
125+ brands Checkout integrations across Shopify, Magento & WooCommerce
10% conversion lift vs. native Shopify checkout, via A/B tested routing
95% payment success rate Sustained through dynamic multi-gateway routing
35% faster MTTR Kibana + automated API-level debugging

Stack

LLM Inference & Serving vLLM SGLang β€” plus working knowledge of flash attention, paged attention, continuous batching, and KV cache internals. Hands-on hosting models on rented H200 / B300 GPUs.

Languages & Data Python Java Bash SQL (Postgres/MySQL) Shopify Liquid

ML / AI PyTorch TensorFlow Lite Hugging Face Pandas β€” model quantization, fine-tuning, agentic benchmarking

Infra & Cloud GCP (Compute, Batch) Docker Kubernetes (k9s) tmux + SSH for parallel eval orchestration across VM/CPU fleets


Featured projects

πŸ” LLM Evaluation & Benchmarking Pipeline β€” Xyne Team Production eval infra spanning a GCP Batch job pipeline, a 4-microservice dashboard, and TPS/latency leaderboards used for real model-selection decisions. Also built tmux + SSH tooling to fan out evals across multiple machines in parallel.

πŸ€– Xyne-CLI + Xyne Code β€” Xyne Team Coding-agent tooling: a terminal agent (Xyne-CLI) and a VS Code extension (Xyne Code) on top of it, serving vLLM-hosted models on rented GPUs. Built the /commands interface wired into the CLI engine.

πŸ›οΈ Breeze Checkout & Breeze Automatic β€” Juspay Payment orchestration for 125+ D2C brands, plus an LLM tool-calling layer (Breeze Automatic) letting merchants configure checkout in natural language.

βœ‹ Sign Signify β€” Personal project Android app translating sign language in real time via CNN (palm detection) + RNN (gesture recognition), with model quantization for edge inference.

πŸ“± Manas App β€” Personal project Offline-first Android mental wellness app with custom conflict-resolution sync logic. 1K+ Play Store downloads.


Profile views

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    Simple chat bot based on deepseek r1

    CSS 2 1