Ambuj Kumar Tripathi

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Gemini•Claude•Qwen•DeepSeek•LangGraph•LangFuse•Redis•FastAPI•Docker•Render•Meta•Pinecone•Qdrant•OpenRouter•Google Cloud•IBM Watson•Supabase•React•Next.js•Gemini•Claude•Qwen•DeepSeek•LangGraph•LangFuse•Redis•FastAPI•Docker•Render•Meta•Pinecone•Qdrant•OpenRouter•Google Cloud•IBM Watson•Supabase•React•Next.js•Gemini•Claude•Qwen•DeepSeek•LangGraph•LangFuse•Redis•FastAPI•Docker•Render•Meta•Pinecone•Qdrant•OpenRouter•Google Cloud•IBM Watson•Supabase•React•Next.js•

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Live AI Status

Adaptive ReAct 🟢 OnlineWeb Search ⚡ ReadyWhatsApp 📱 ConnectedOAuth 🔐 Authenticated

Full-Stack System Architecture

LIVE LLM TELEMETRY

Production LLMOps & Observability

Production-grade observability powered by Langfuse with real-time tracing, latency analytics, cost optimization, and PII-safe telemetry from live AI deployments.

Core Performance Metrics

Time to First Token (TTFT)

~1s latency ensuring fast start-up times for interactive streaming.

End-to-End Latency

Complex multi-step reasoning and retrieval bounded tightly within 5s.

Production Streaming Throughput

~250 tokens/sec sustained streaming during concurrent inference.

Langfuse Dashboard

P95 OPTIMIZATION

Unit Economics & Latency Optimization

Granular Token Tracking
Inference Cost Analytics
Edge Latency Insights

Langfuse Dashboard

PII SHIELD

Enterprise Data Privacy

Active PII Masking
GDPR Compliant
Zero Trust Pipeline

Langfuse Dashboard

LIVE TELEMETRY

Production Traces & Logging

Real-time Execution Tracking
Conversational Flows
Agentic Routing Logs

PRODUCTION TRACES

LATENCY ANALYTICS

PROMPT EVALUATION

Explore Production Architecture →

Featured Systems

Agentic RAG & MCP Orchestrator

Architected a LangGraph Router and FastMCP server. Autonomously fetches live RapidAPI (Stocks), GitHub analytics, and executes dynamic Gmail operations via a secure HITL SMTP bypass.

FastMCP ServerGmail HITLLive ToolingHigh Reliability

MCPLangGraphReactFastAPI

View Live System ↗

Adaptive ReAct Omnichannel RAG

A 10-Node LangGraph Agent featuring LLM Function Calling for live market data, Pinecone hybrid retrieval, WhatsApp Cloud integration, and an autonomous CRON-driven Headless Agent for daily AI newsletters.

10 NodesTool CallingCRON AgentHybrid Search99.790% Uptime---ms

LangGraphFastAPIPineconeQwen

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CoverCraft Workspace

Evidence-Grounded Career Workspace & Claim-Validation Engine. Tavily 8-page crawl + Jina AI Markdown extractor with Anthropic MCP Server for verifiable, hallucination-free cover letters.

MCP ServerClaim Validation8-Page CrawlTavily AI

Next.jsGeminiJina AIMongoDB

M8ven Trust Index — 89/100 · Verified Publisher

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Agentic Legal AI (Confidence-Gated HITL & Intent Routing)

Processed 31,500+ chunks across 20+ legal acts with Parent-Child Chunking. Secure OAuth 2.0 multi-tenant vector search on Qdrant.

31,500 Chunks6 Models16.4K+ Downloads99.685% Uptime---ms

QdrantSupabaseReactOAuth

View Live System ↗

Citizen Safety AI Assistant

Deployed spaCy-driven trilingual routing with intelligent 112/100 emergency fallback signaling.

112 EmergencyspaCy3 Languages90.002% Uptime---ms

Llama 70BChromaDBspaCy

View Live System ↗

Professional Journey

Dec 2025 - Present

Independent AI Systems Builder

Architecting decoupled, production-grade agentic pipelines with FastAPI backends, enforcing strict PII masking and GDPR compliance for secure, enterprise-ready deployments.
Implementing advanced retrieval and custom document parsing strategies (Parent-Child Chunking, MRL) alongside Vision LLMs (VLMs) for multimodal data extraction.
Merging domain-specific fine-tuned models into complex RAG architectures to drastically improve contextual accuracy and response quality for specialized use cases.
Establishing rigorous modern observability frameworks to actively monitor and optimize p95/p99 latency metrics, ensuring optimal orchestration health across live systems.

Sep 2025 - Oct 2025

AI Prompt Engineer

Hogarth Worldwide (WPP Marketing) | Remote

Engineered strict constraint-based parameterization prompts (72-77 tokens) tailored for high-end commercial AI image generation systems (Flux, SDXL), ensuring absolute corporate brand compliance.
Developed the 'Smart AI Prompt Builder' pipeline tool utilizing advanced keyword classification mapping across 8 distinct business problem use-cases.
Executed adversarial red-teaming tests systematically to identify hidden hallucination edges and mitigate prompt instruction drift behaviors.

Jan 2022 - Aug 2024

Associate Engineer - Applied AI and Workflow Automation

British Telecom Global Services Pvt. Ltd. | Gurugram, India

Spearheaded Applied AI prototyping (starting 2023) by initially integrating OpenAI's APIs for natural language parsing, and progressively upgrading to the Gemini 1.5 Flash Vision API within Python automation pipelines. This automated the deep extraction of mission-critical parameters from dense, legacy network specifications.
Designed an internal natural language parsing mechanism coupled with an intuitive Gradio UI, allowing cross-functional operations teams to query real-time database deployments organically.
Drove critical FTTP infrastructure optimization by pioneering programmatic legacy conversion strategies on GIS frameworks that delivered a consistent 15% improvement across continuous network delivery life cycles.
Architected large-scale data manipulation pipeline modules using Python, standardizing ad-hoc data requests and reducing legacy manual efforts structurally by 60%.

Nov 2021 - Jan 2022

Operations and Maintenance Engineer

Tata Communications Transformation Services Ltd. | Lucknow, India

Optimized enterprise-scale backbone ISP infrastructure performance parameters utilizing comprehensive Orion network monitoring strategies to actively mitigate SLA breaches and trim total downtime metrics by 10%.

Dec 2017 - Jun 2018

Optical Fiber Execution Engineer

Annu Infra Construct India Pvt. Ltd. | Kolkata, India

Spearheaded classified subterranean optical routing deployments safely spanning 3 high-security state zones under the strict compliance mandates of the Ministry of Defense.

Oct 2013 - Nov 2014

System Administrator

Tata Consultancy Services (TCS) | Noida, India

Established comprehensive active monitoring heuristics on cloud production instances to deliver and maintain an impeccable 99% uptime availability benchmark.

Community Impact & Recognition

Independent editorial case studies, organic community analyses, and production audits.

UptimeRobot Official Spotlight 18K+ All-Time Downloads

159K+ Community Impressions

GLOBAL CASE STUDY · UPTIMEROBOTOfficial Feature

Community Spotlight: Ambuj Kumar Tripathi

Interviewed & featured on UptimeRobot's official blog for architecting an 11-node Agentic RAG system that runs on 512MB RAM with 99.9% uptime, eliminating container cold starts and Supabase database pauses at $0/month.

“The LLM is the least reliable part of your entire stack, and you have to architect around that reality from day one.”

32K+

Chunks

512MB

RAM

$0/mo

Cloud

99.9%

Uptime

“I was feeding hallucinated input into a system designed to prevent hallucinated output.”

Read Case Study ↗ LinkedIn X Post

ORGANIC COMMUNITY VOICES3 Featured Mentions

Hugging Models

@HuggingModels · April 14, 2026

Official Model Spotlight

Meet Ambuj-Tripathi-Indian-Legal-Llama-GGUF: a specialized AI model fine-tuned for Indian law. This isn't just another chatbot. It's a legal assistant trained to understand the nuances of Indian statutes, case law, and legal language. A game-changer for legal tech in India.

GGUF QuantizedFine-Tuned LLaMA18K+ Downloads

View Original Post on X ↗

Unprompted community breakdowns of Ambuj's models & graphs

MCP Ecosystem Audit:M8ven Trust Index 89/100 · Verified Publisher ↗

Open Source Reach:159K+ Views across Reddit, X & Developer Forums

Industry Credentials & Skill Badges

Explore credentials

AI Engineering Credentials & Skill Badges: IBM SkillsBuild, Google Cloud Vertex AI, NVIDIA RAG Agents

Explore credentials →

+14 more credentials on detailed portfolio →

Core Architecture

Adaptive ReAct Systems

Designing multi-agent workflows with LangGraph that dynamically route tasks, search the web, and execute tools autonomously.

Real-time Web Search Fallback

Graph-based State Management

Automated Tool Selection

Live Demo Repo Architecture

LLMOps

Production Ops

Metrics from live multi-agent deployment on Render & Vercel.

Uptime: 99.790%

Latency: 296ms

Incidents: 0 (30d)

Ecosystem

Engineering Stack

Modern tools for scalable AI.

LangGraph

FastAPI

Pinecone

Redis

Gemini

Qwen

React

Render

Open Source

Fine-Tuned Models

Custom quantized models hosted on HuggingFace for edge-deployment.

Format: GGUF (Q4_K_M)

Host: HuggingFace

Downloads: 18K+ All-Time

Impact

Community Metrics

Driving open-source AI adoption in India.

Open Source Ecosystem
Ambuj123-lab / Production AI

GitHub Stars: 108 ⭐

Forks: 29

Total Views: 230K+

Explore The Details

Engineering Documentation→System Architecture→20+ Projects→Case Studies

Explore Engineering Docs How this works →

20+ Projects • Architecture • Engineering Notes • Deployment Guide

Production Highlights

4 Public AI Systems

WhatsApp Integration

OAuth Authentication

Live Monitoring

Hybrid Retrieval

Real-time Web Search

Fine Tuned Models

Public APIs

Open Source Focus

Building Production‑GradeAgentic AI Systems.

Full-Stack System Architecture

Production LLMOps & Observability

Core Performance Metrics

Unit Economics & Latency Optimization

Enterprise Data Privacy

Production Traces & Logging

Featured Systems

Agentic RAG & MCP Orchestrator

Adaptive ReAct Omnichannel RAG

CoverCraft Workspace

Agentic Legal AI (Confidence-Gated HITL & Intent Routing)

Citizen Safety AI Assistant

Professional Journey

Independent AI Systems Builder

AI Prompt Engineer

Associate Engineer - Applied AI and Workflow Automation

Operations and Maintenance Engineer

Optical Fiber Execution Engineer

System Administrator

Community Impact & Recognition

Community Spotlight: Ambuj Kumar Tripathi

Industry Credentials & Skill Badges

Adaptive ReAct Systems

Production Ops

Engineering Stack

Fine-Tuned Models

Community Metrics

Explore The Details

Production Highlights

Let's Build Something Great