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karthikreddy-7/README.md

Hi, I'm Karthik 👋

Agentic AI Engineer — I build multi-agent systems: orchestrators, sub-agents, routing, hooks and guardrails.
Lead Software Engineer at Persistent Systems · previously enterprise RAG and agents at Nomura.

LinkedIn Portfolio Medium LeetCode Email


🧠 What I do

I design agentic systems that hold up in production — the orchestration, delegation and governance around LLMs, not just the prompt.

  • 🕸️ Multi-agent orchestration — a single orchestrator breaking work into bounded tasks and delegating to specialist sub-agents in a hierarchical tree, on GitHub Copilot custom agents.
  • 🔀 Routing & hand-offs — per-caller allow-lists of child agents (no global registry), path-scoped instructions, and a structured status contract (completed / partial / blocked / failed) so the orchestrator aggregates and escalates deterministically.
  • 🛡️ Guardrails — least-privilege tool scoping, human-in-the-loop approval gates, lifecycle hooks, MCP tool integration and agent memory.
  • 🤖 Agent Mode at Nomura — multi-agent orchestration in LangGraph with routing, state and hand-offs, and MCP tool-calling into Confluence, Jira and financial data platforms.
  • 🔎 Enterprise RAG for 15,000+ users — hybrid retrieval (BM25 + dense on PGVector, Reciprocal Rank Fusion, cross-encoder re-ranking) and a RAG evaluation pipeline (faithfulness, answer relevancy, contextual precision/recall) so changes are measured, not guessed.
  • 🔧 Sonar AutoFix — an agentic CI/CD remediation platform that cleared ~40% of SonarQube issues across enterprise microservices and won a Nomura Star award.

✍️ Latest writing


🚀 Featured projects

Project What it is
Agentic-Orchestration-Harness Hybrid orchestration framework for VS Code GitHub Copilot custom agents — orchestrator → sub-agent hierarchy, routing without a global registry, structured status contracts, least-privilege tools, approval gates and optional hooks/MCP/memory. Installs into any repo's .github/.
ai-engineering-playbook ⭐63 A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP and the production engineering around them. 56 pages, built as a searchable site.
CodeRAG Code-aware RAG that models source code by structure — method signatures, call graphs, static analysis — so retrieval follows real code relationships. Python · Sentence Transformers · ChromaDB/PGVector/Weaviate · React · TypeScript
TCS-NQT-CODING-SHEET ⭐985 · Infosys-SP-Coding-Questions ⭐148 Curated solution sets for the TCS NQT and Infosys SP hiring tests. ~1,100 stars combined.

🧰 Tech stack

Agentic & LLM engineering

Retrieval & data

Languages & infra


🎓 Background

B.Tech, Electronics & Communication Engineering — VIT Vellore (2020 – 2024), CGPA 8.71/10.


📊 GitHub stats

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  1. TCS-NQT-CODING-SHEET TCS-NQT-CODING-SHEET Public

    Contains all the previously asked coding Questions by TCS

    Java 984 181

  2. ai-engineering-playbook ai-engineering-playbook Public

    A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP, and the production engineering around them. 56 pages, built as a searchable site.

    MDX 63 17

  3. Agentic-Orchestration-Harness Agentic-Orchestration-Harness Public

    AOH is a hybrid orchestration framework built around VS Code GitHub Copilot custom agents. It enables structured, auditable execution of multi-agent workflows without introducing a separate executi…

  4. coderag coderag Public

    Code-aware RAG: retrieves over source code by structure (method signatures, call graphs, static analysis) instead of plain text chunks.

    TypeScript 1

  5. Infosys-SP-Coding-Questions Infosys-SP-Coding-Questions Public

    Curated solutions to previously asked Infosys Specialist Programmer (SP) / DSE coding questions.

    Java 153 19

  6. personal-portfolio personal-portfolio Public

    Personal site — Agentic AI Engineer: multi-agent orchestration, hybrid RAG, evals.

    TypeScript