Available for AI / Platform / DevOps roles
AI Infrastructure & Platform Engineer

Talari
Pradeep

I architect enterprise cloud and AI infrastructure, scaling multi-agent orchestration on Kubernetes and production RAG pipelines serving millions of queries.

Production verification
6+ Years production engineering
500+ Concurrent AI workflows
5M+ RAG documents indexed
99.98% Platform uptime target
Production stack
LangGraph LLMOps Kubernetes Terraform AWS Azure OpenTelemetry Prometheus Weaviate Neo4j ArgoCD GitHub Actions

Four Purpose-Built Workspaces

Choose how you want to work: generate tools in Studios, explore architectures in Flow, monitor live systems in Real-Time, or build skills in Learn.

WORKSPACE 01 • STUDIOS

Studios Workspace

Discover and use technology-specific tools, configuration generators, and diagnostics across AI, Cloud, CI/CD, and SRE.

347 Production Studios HCL/YAML/Python Gen Universal Explainer
Example outcome: Configure & export production Kubernetes manifests, Terraform stacks, and Ollama Modelfiles.
Explore 347 Studios →
WORKSPACE 02 • FLOW

Flow Visual Canvas

Understand system architecture, pipeline components, dependencies, and execution processes visually through interactive DAGs.

Visual Node DAG Simulated Tracing Pipeline Export
Example outcome: Inspect multi-agent cyclic graph transitions and simulated hybrid RAG retrieval stages.
Launch Flow Canvas →
WORKSPACE 03 • REAL-TIME

Real-Time Telemetry

Inspect genuine platform telemetry, edge CDN latency, automated test suite health, and live service operational availability.

28ms Edge Latency 571 Verified Tests 0 Vulnerabilities
Example outcome: Verify live system uptime, test suite execution status, and TLS/CDN edge metrics.
View Live Telemetry →
WORKSPACE 04 • LEARN

Learn Workspace

Build production skills through ordered progression tracks, hands-on labs, self-assessment quizzes, and saved local progress.

4 Progression Tracks Interactive Labs Local Persistence
Example outcome: Master 4 progressive tracks from tokenization basics to autonomous agent swarms.
Launch Academy & Lab ⚡ Learning Hub →
Specializations

What I build

01

Cloud Infrastructure

Multi-region AWS and Azure architectures engineered for 99.99% availability. Features isolated VPC topologies, IAM least-privilege boundaries, Transit Gateway mesh, and FinOps-aware resource governance.

AWS Azure VPC Transit Gateway FinOps
02

AI Infrastructure

Production LLMOps pipelines, multi-agent orchestration with LangGraph, high-performance vector search, and low-latency GPU inference serving.

LangGraph Weaviate vLLM LLMOps
03

DevOps & Platform

Zero-touch CI/CD, GitOps with ArgoCD and Atlantis, container security scanning, and production Kubernetes clusters with KEDA auto-scaling.

GitHub Actions ArgoCD Kubernetes Helm
04

SRE & Observability

SLO design, error budget dashboards, distributed tracing, automated incident runbooks, and chaos engineering for production resilience.

Prometheus Grafana OpenTelemetry Chaos

Flagship Systems & 347 Repositories

Production-grade AI systems, LLMOps pipelines, and 347 modular open-source repositories engineered for resilient scale, strict enterprise SLOs, and high availability.

Production v2.4 Multi-Agent Orchestration

Enterprise Agentic Operating System

Multi-agent orchestration platform coordinating specialized AI agents (Planner, Executor, Critic, Memory) using LangGraph stateful cyclic graphs to handle 500+ concurrent enterprise workflows with dynamic tool dispatch and persistent vector state.

500+ Concurrent Workflows
<120ms Routing Overhead
99.98% Execution Reliability
Hybrid Search · 5M+ Docs

Enterprise Hybrid RAG Platform

Production retrieval pipeline combining dense semantic vector search with BM25 lexical ranking over 5M+ documents, Weaviate clustering, and Neo4j GraphRAG to reduce hallucination rates by 3×.

LangChain Weaviate Neo4j Terraform
Architecture
Multi-Cloud IaC · SOC2 Built-In

Cloud Landing Zone & IaC Platform

Modular Terraform and Pulumi library establishing hardened AWS and Azure foundations to bootstrap isolated VPC topologies, zero-trust IAM, and transit gateways in under 30 minutes.

Terraform Pulumi Ansible AWS / Azure
Architecture

Let's Build Resilient Infrastructure

Available for AI Platform Engineering, Cloud Infrastructure, and SRE technical discussions or enterprise leadership opportunities.

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