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jaggernaut007/README.md

Shreyas Jagannath

Senior Applied AI Engineer · Agentic systems, developer tooling and forward deployed engineering · London, UK

     


Background

I build agentic systems and developer tooling, ship them to production, and deploy them alongside the people who use them. I have 8+ years in software: computer-vision research for ISRO's Chandrayaan rover, CTO of a 10-person AI/AR startup, and founding engineer at three AI companies. I hold an MSc in Artificial Intelligence (Distinction) from the University of Surrey.

At Lendable, I am a Senior AI Engineer, forward deployed across engineering teams to measure and improve how they use AI. I modelled incident.io, Jira, Datadog and GitHub data into governed, OKR-level Snowflake metrics. On top of that data, I built the AI Hub: a full-stack dashboard that unifies GitHub, Jira, Claude and Codex telemetry. I instrumented the organisation's agent skills and cut developer workflow times by up to 10%.

Before Lendable, I shipped agentic AI at the production edge. At Klyft, I cut LLM token costs 10x and made the core agent 3x faster (60s → 20s). At Move By Vision, I took a healthtech platform out of critical failure: 100% of AI crashes removed, latency down 55%, and a GDPR / EU AI Act audit done.

Alongside client work, I build in the open. Nexus-MCP is a local code-intelligence server for AI coding agents, published on PyPI. Protash turns a plain-English business intent into a deployed prototype in under 5 minutes.


Skills

AI & LLM Systems

LangGraph LangChain LlamaIndex Google ADK MCP Claude Code DeepEval RAG

LLM APIs

OpenAI Gemini DeepSeek Anthropic

ML

PyTorch TensorFlow HuggingFace ONNX Runtime OpenCV

Languages & Frameworks

Python TypeScript FastAPI React Next.js Node.js GraphQL Flutter

Data, Cloud & Infra

GCP AWS Snowflake BigQuery PostgreSQL Neo4j Docker Terraform Argo CD GitHub Actions Datadog


Projects

Project Description Tech
Nexus-MCP Local code-intelligence MCP server for AI coding agents. Fuses vector search, BM25 and a code graph to cut tokens on code lookups by 70–90%. 15 tools, 25+ languages, <350MB RAM, no API keys. On PyPI and the Glama MCP marketplace Python · ONNX Runtime · LanceDB · tree-sitter · rustworkx
Protash Describe a business intent and get a deployed prototype back in under 5 minutes. A 6-stage multi-agent pipeline generates a React app, then QA and review agents self-heal it over up to 5 correction rounds. Live demo Next.js · TypeScript · DeepSeek · GCP Cloud Run
CR8 (private) 3-agent LangGraph pipeline that turns a university curriculum into study guides, decks, AI-narrated video and Bloom's-taxonomy quizzes. A two-layer eval framework scores every output. 1,299 tests LangGraph · FastAPI · React · Kokoro TTS · Cloud Run
JobScout (private) Daily pipeline that pulls ~30,000 jobs from 13 ATS platforms and checks each employer against the UK sponsor register. A free keyword tier removes ~80% of jobs before the LLM tier, so LLM cost stays under $0.01/day Python · LangGraph · Embeddings
Health Intelligence Engine 9-node LangGraph pipeline that grounds supplement advice in NIH DSLD and PubMed through a Neo4j knowledge graph. A pharmacovigilance critic checks each recommendation against the user's allergies and medications LangGraph · Neo4j · RAG · DeepEval
Knowledge Graph Agent NLP agent that turns raw search history into a Neo4j knowledge graph, then generates personalised video with Gemini and Veo 3.1. 11 semantic categories extracted for under $1 in API cost Python · Neo4j · GPT-5-nano · Gemini · Veo 3.1
RevGeni Agent Async multi-agent pipeline that crawls the web, qualifies companies, enriches contacts and writes leads into a GraphQL CRM Python · Multi-agent · GCP · GraphQL

Experience

Lendable Senior AI Engineer · Jul 2026 – Present

  • Forward deployed across engineering teams to measure and improve how they use AI
  • Modelled incident.io, Jira, Datadog and GitHub data into governed, OKR-level Snowflake metrics for leadership
  • Built the AI Hub: a full-stack dashboard that unifies GitHub, Jira, Claude and Codex telemetry into one view
  • Cut developer workflow times by up to 10% through agent-skill instrumentation and automatic ticket-to-skill detection
  • Built a company-level cycle-time model that attributes each PR to a team from historical contribution share, with a manager-facing correction loop
  • Shipped on Terraform/Terragrunt, GitHub Actions and Argo CD, with Okta SCIM/OIDC authentication

Move By Vision Founding Engineer (Pro Bono) · Dec 2025 – May 2026

  • Took over a Flutter + GCP healthtech platform in critical-failure alpha
  • Built a guardrail and validation layer across the Vertex AI integrations and removed 100% of AI crash failures
  • Cut generation latency by 55% (15s → 7s) and completed a GDPR / EU AI Act compliance audit

Klyft Technologies Founding AI Engineer · Sep 2025 – Nov 2025

  • Built the full agentic stack for a coaching platform: multi-agent orchestration, RAG guardrails, memory, observability and CI/CD on GCP
  • Cut LLM token costs 10x through prompt optimisation and caching
  • Made the core workout-calibration agent 3x faster (60s → 20s), with 100% pilot uptime and 100% safe guardrailed outputs

Scan and Sew Inc. Founding Engineer · Oct 2024 – Aug 2025

  • Shipped a Designer AI Assistant (RAG over design documents) and a real-time manufacturing tracking platform
  • Evaluated custom Gaussian Splatting against third-party APIs and chose the API, which saved months of development
Earlier roles

AIMAGE Technologies · Chief Technology Officer · Jan 2020 – Aug 2023

  • Founded the company and grew the team to 10 across engineering, product and design
  • Built a custom vectoriser and a graph-based vector database for visual search, live on a retail client's storefront
  • Built a virtual try-on engine (OpenCV, PyTorch, Unity3D) on AWS (Lambda, ECS, Neptune, DynamoDB, Kinesis)

Mage Ventures · Software Consultant · Oct 2019 – Mar 2021

  • Implemented a cross-platform payment gateway for Walmart-owned PhonePe
  • Built a computer-vision checkout engine for grocery retail

Cellstrat Inc. · AI Consultant (Founding Team) · Oct 2018 – Oct 2020

  • Delivered AI/ML work for TVS Motors, Target, Airbus and Volvo in PyTorch, TensorFlow and Keras on AWS
  • Delivered a workshop at ODSC on enterprise AI and deep learning to 100+ professionals

EndGate Global · Full Stack Engineer · Jul 2017 – Jul 2018

  • Built bulk food-delivery order workflows in Java, Spring, Hibernate and MySQL

ISRO · AI Researcher Intern · Nov 2016 – Apr 2017

  • Researched mono-vision depth detection for the Chandrayaan moon rover

Education

  • MSc, Artificial Intelligence (Distinction) — University of Surrey, United Kingdom (2024)
  • Master's in Computer Applications (First Class) — Christ University, India (2017)
  • Bachelor's in Computer Applications — Bangalore University, India (2013)

Certifications: Claude Code in Action, Model Context Protocol, Agent Skills, Building with the Claude API (Anthropic) · LangGraph & LangSmith (LangChain Academy) · Deep Learning & Computer Vision (Stanford)

Publication: Modern Machine Learning Approaches for Robotic Path Planning (peer-reviewed journal)


Portfolio · LinkedIn · Email

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  1. nexus-mcp nexus-mcp Public

    Unified MCP server: hybrid search + code graph + semantic memory. 10 tools, <350MB RAM, fully local. No API keys.

    Python

  2. healthAgent healthAgent Public

    Health Intelligence agent for recommending the best supplement to a customer

    Python

  3. unrealAgent unrealAgent Public

    Agent to create autonomous scenes

    Python 1

  4. Protash Protash Public

    Multiagentic Rapid Prototyping tool for any context.

    TypeScript

  5. backdrop backdrop Public

    Slack-native product-photography pipeline: drop a CSV, approve drafts in one tap, publish finals

    TypeScript

  6. GauHuman GauHuman Public

    Forked from skhu101/GauHuman

    Edge optimised Human Avatars based on CVPR'2024 paper "GauHuman: Articulated Gaussian Splatting from Monocular Human Videos"

    Python