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manishrdy/README.md

Note: GitHub activity is temporarily paused due to a hardware outage on my primary machine. Still active in interviews and available via the contact links below.

Manish Botta

Software / AI Engineer · GenAI Developer · Forward Deployed Los Angeles, CA

Portfolio · LinkedIn · SimCricketX

About

I build and ship production GenAI systems end to end — agentic LangGraph workflows, RAG pipelines, and LLM fine-tuning, plus the FastAPI / Redis / Docker infrastructure underneath them. I care about the parts most demos skip: guardrails, tracing, and failure handling — and I've taken several systems from an empty repo to a live URL solo.

Forward-deployed at heart: shipped GenAI systems to 24+ enterprise clients (IHCL, Dr. Reddy's, Bajaj Finserv, Spotify), owning on-site integration, dual-sided InfoSec approvals, demos, and onboarding.

Open to: Software Engineer · AI Engineer · GenAI Developer · Forward Deployed Engineer

Experience

TradeLiv — Founding Software Engineer · Apr 2026 – present Sole engineer, zero to production: 40+ REST endpoints, PostgreSQL, Stripe, real-time SSE portals, RBAC. Live at tradeliv.design. Replaced every brittle per-site scraper with one Claude + Browserless Chrome extractor.

Microsoft — Software Engineer · Aug 2025 – Mar 2026 LLM-powered autonomous agents (FastAPI, LangChain, tool-use, memory, planning). Real-time RLHF/RLAIF ingestion loops (+60% data freshness). Containerized AI microservices (−40% integration defects).

Yellow.AI — Software Engineer, FDE / Studio · Sep 2021 – Jul 2023 GenAI chatbots for 24+ enterprise clients. LoRA/QLoRA fine-tuning lifted accuracy 60% and CSAT 35% across 100M+ daily conversations. RLHF reward checkpoints cut harmful responses 28%. Node.js/Kafka backbone at 99.9% uptime.

Cognizant — Program Trainee Analyst · Mar 2021 – Aug 2021 Migrated a legacy Java monolith to Spring Boot microservices: +30% velocity, −40% query time, 80%+ test coverage.

Projects

Project What it does Stack
role-collector 13-node LangGraph job-sourcing agent — local Ollama (qwen3:8b), Langfuse tracing with PII redaction, hard-coded URL-allowlist guardrails, beat Google's CDP-layer bot detection via nodriver. 55 passing tests. LangGraph, Ollama, Langfuse, Pydantic
SimCricketX Real-time probabilistic cricket simulation — 256+ users, 444+ matches in production; ~21K lines, 126 endpoints, 7-layer momentum engine; 120 deliveries resolved in <5s. (repo) Python, Flask, WebSockets, OCI
async-audio-pipeline Queue-based async meeting intelligence — Splitter → Transcriber → Summarizer workers over Redis; 1-hour meetings in 7–11 min (vs 45–75 baseline); workers scale with zero API changes. FastAPI, Redis, Whisper, Gemini
AI-Driven-Resume-Builder RAG + alignment — FAISS hybrid retrieval + cross-encoder re-ranking (+45% match scores); QLoRA at 4-bit (−60% GPU memory); Constitutional AI self-critique loops. FAISS, QLoRA, RLHF, HuggingFace
applyd Multi-service job aggregation — Argon2id auth, three-signal expired-job state machine across 10+ ATS providers, per-ATS circuit breakers that fail closed, tamper-evident audit log. FastAPI, SQLite, FTS5

Skills

  • Languages — Python, TypeScript, Node.js, Java, SQL
  • AI/ML — LangGraph, LangChain, RAG, FAISS, QLoRA/LoRA, RLHF/RLAIF, Langfuse, BERT
  • Models & Tools — Claude, OpenAI, Whisper, Gemini, Ollama, HuggingFace
  • Backend & Data — FastAPI, Flask, Express.js, Spring Boot, PostgreSQL, MongoDB, Redis, Kafka
  • Cloud & DevOps — AWS, Azure, OCI, Docker, GitHub Actions, Nginx, REST, JWT, OAuth 2.0
  • Customer Delivery — Client Onboarding, On-Site Integration, InfoSec Reviews, Stakeholder Demos

Contact

Portfolio · LinkedIn

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  1. AI-Driven-Resume-Builder AI-Driven-Resume-Builder Public

    Privacy-first tool that generates ATS-optimized, role-specific resumes from YAML data using LaTeX. Dynamically tailors content to job descriptions, reducing manual effort by 90%. Built for job seek…

    Python

  2. Emotion-Detector--Text-Based-Emotion-Classification-Using-Machine-Learning Emotion-Detector--Text-Based-Emotion-Classification-Using-Machine-Learning Public

    A multi-model machine learning app that classifies short text messages into six emotion categories (joy, sadness, love, anger, fear, surprise) using TF-IDF and models like SVM, Logistic Regression,…

    Python

  3. SimCricketX SimCricketX Public

    Simulate Every Ball. Build custom squads, tune pitch conditions, and let a probabilistic engine resolve every delivery — T20 or List A. Full scorecards, career stats, and tournament brackets, all i…

    Python 1

  4. SEC-Spring2024-Team-1/team_1_project-6550 SEC-Spring2024-Team-1/team_1_project-6550 Public

    C# 6