CHWAI Academy
Enterprise Agentic AI, Cloud & DevOps Academy
Hands-on career roadmaps, real graded VM machines, autonomous multi-agent ecosystems, Model Context Protocol (MCP) integrations, Tri-Cloud Agentic Harnesses, and FinOps token governance across Google Cloud, AWS, and Microsoft Azure.
Founded on Innovation
Founded in 2025, CloudHeroWithAI is a cutting-edge IT consulting company specializing in Cloud Computing, DevOps, AI solutions, and data engineering.
We empower startups and enterprises to innovate, optimize, and transform their operations through secure, scalable, and intelligent technology solutions. Our mission is to bridge the gap between traditional business operations and the future of digital transformation.
The Four Paradigms of AI Engineering
Production-grade systems have transitioned from raw text manipulation to rigorous, stateful, and observable harness engineering.
Prompt Engineering
"How do we write the optimal text to elicit the desired response?"
- Zero & Few-shot prompt formatting
- Chain-of-Thought (CoT) & ReAct
- Persona conditioning & JSON schemas
Context Engineering
"How do we assemble dynamic, accurate external knowledge into the window?"
- Dynamic RAG & Hybrid Vector Search
- Short & Long-term episodic memory
- Token compaction & prompt caching
Agent Engineering
"How do we empower models to plan, invoke tools, and collaborate autonomously?"
- Autonomous Perceive-Plan-Act loops
- Model Context Protocol (FastMCP) tools
- Agent-to-Agent (A2A) supervisor trees
Harness Engineering
"How do we govern safety, non-functional cost, and reliability in production?"
- Token Amplification Factor (TAF) FinOps
- Offline LLM-as-a-Judge evaluations
- Dual-tier guardrail routing with SLMs
Flagship 4K Architecture Blueprints
Production-grade vector and high-resolution architecture designs spanning agentic platforms, FinOps harnesses, multi-tenant isolation, and cloud infrastructure. Click any blueprint to inspect full details.
Featured Enterprise Projects
Fully containerized, production-tested reference implementations built with Google ADK, FastMCP, and multi-cloud infrastructure.
Live Agent Playground & Simulator
Experience real-time autonomous reasoning. Inspect streaming cognitive thoughts, tool execution dispatches, and executive synthesis across four agent architectures.
Interactive Code Inspector
Explore authentic production Python and Dockerfile scripts from the repository. Review system instructions, FastMCP transports, and A2A configurations.
Subject & Topic Curriculum Explorer
Explore 20+ specialized modules across 8 core tracks. Select any topic on the left to inspect architectural blueprints, copyable production code, staff interview scenarios, and lab reproduction steps on the right.
Autonomous Agent Architectures & ReAct Cognitive Loops
Understand the transition from passive text prediction to autonomous Reasoning + Acting (ReAct) execution loops.
⚡ Key Architectural Principles
Knowledge Hub & Mastery Guides
Directly indexing CHWAI Academy's comprehensive study guides: over 1,000 interview questions, architectural trade-offs, and production cheat sheets.
Roadmaps
A roadmap orders skills into a track. Pick one and work down it.
AI Engineer
Work with real LLM APIs from a live machine — raw HTTP, official SDKs, model comparison, and key hygiene, graded when you press Submit.
Cloud Engineer
Cloud skills practiced against a real, constrained AWS account — launch, inspect, and tear down actual infrastructure, graded when you press Submit.
Learn DevOps
The fundamentals every DevOps engineer stands on — version control, containers, and scripting — done on real machines, graded when you press Submit.
Agentic AI & FDE Architect
Master autonomous multi-agent loops, Model Context Protocol (FastMCP), A2A multi-agent swarms, and FinOps token governance — graded live against real LLM-as-a-Judge test harnesses.
Learner Skills
Every skill is a set of hands-on topics. Roadmaps pick from these by tag.
Agentic & Generative AI
Cloud & Tri-Cloud Architecture
DevOps, Kubernetes & IaC
Systems, Languages & FinOps
🌐 Networking
Learn computer networking from zero, hands on. Start with what a network and an IP address are, then work through ports, TCP, DNS, HTTP and TLS, routing, NAT, firewalls and packet capture - each concept practiced immediately on a real Linux machine - and finish able to debug any unreachable service layer by layer, the way a DevOps engineer does every day.
Certification Practice Exam Player
Experience authentic Google Cloud certification testing with interactive review mode, question navigator palette, timed mock simulation, per-option architectural rationales, and official documentation links.
Certification Practice Tests & Exam Pass Guides
Authentic exam scenarios, in-depth architectural rationales, distractor analyses, and timed diagnostic scoring to guarantee you pass on your first attempt. Everybody gets our 75.75% early-adopter discount.
Your Basket
LIVE OFFER1:1 Live Video Mentorship & AI Career Guidance
Accelerate your trajectory with direct 1-on-1 private video calls. Whether you need architectural guidance on building autonomous Agentic AI swarms, multi-cloud certification roadmaps, live mock interviews, or ATS resume reviews—book directly with Principal Cloud & AI Architect Biswanath Giri.
Agentic AI Learning Guide
Take direct 1:1 guidance on how to architect autonomous AI agents, multi-agent swarms, Model Context Protocol (FastMCP), and production GenAI pipelines for enterprise workloads.
Need Help to become Generative AI Engineer
Comprehensive roadmap to become a Generative AI Engineer: LLM APIs, fine-tuning (LoRA/QLoRA), RAG architectures, prompt guardrails, and standout portfolio capstones.
Need Help to became ML Engineer
Guidance on core machine learning foundations, feature engineering, model training pipelines on Vertex AI/SageMaker, MLflow tracking, and MLOps deployment best practices.
Data Scientists Mock interview
Intensive 60-minute live technical mock interview covering statistical modeling, ML system design, feature engineering, and live coding evaluation with actionable feedback.
GCP/AWS/Azure Solutions Architecture Guidance
Deep-dive 60-minute review of multi-cloud landing zones, high-availability topologies, disaster recovery, zero-trust security, and FinOps cloud spend optimization.
GCP/Azure/AWS Cloud Certifications Exam Guide
Tailored strategy and domain breakdown to pass GCP Professional Cloud Architect, AWS Solutions Architect, or Azure Solutions Architect on your very first attempt.
GCP Solutions
Expert technical consultation on Google Cloud Platform architectures: GKE Anthos clusters, Cloud Spanner multi-region, BigQuery analytics, and Vertex AI.
Terraform Exam preparation Guide
Targeted preparation for the HashiCorp Certified Terraform Associate exam: state management, workspace workflows, module design, and CLI drills.
GCP Certifications Guidance
Focused session on GCP exam blueprints, high-weight domains, question-answering techniques, distractor elimination, and personalized preparation schedules.
Doubt Clear Session on GCP
Unblock real-world GCP challenges: IAM roles, Cloud Interconnect, VPC peering, billing optimization, and cloud storage security configurations.
Need help to be Cybersecurity Experts
60-minute cloud security engineering roadmap: zero-trust network boundaries, SIEM integrations, IAM least-privilege, and threat modeling across clouds.
1:1 Mentorship for jobs and Careers switch
Personalized 60-minute transition roadmap for pivoting from non-cloud, QA, or legacy IT into high-paying Cloud & AI Architecture careers.
How to Build Cloud Career Path Guidance
Step-by-step career milestones from beginner/intermediate engineer to Staff and Principal Cloud Architect, including skill acquisition and high-leverage credentials.
Career Guidance
1-hour strategic session discussing current tech market compensation benchmarks, promotion criteria, appraisal negotiation, and long-term leadership growth.
Cloud Architect Career guidance
Tailored guidance on transitioning into Cloud Solutions Architecture, developing enterprise design thinking, and consulting with C-suite stakeholders.
DevOps Career Guidance
Concrete advice on mastering Kubernetes, GitOps workflows with ArgoCD, Terraform automation, CI/CD pipelines, and landing top-tier DevOps roles.
1:1 Mentorship for cloud projects
Architecture critique, implementation debugging, and GitHub portfolio review for your real-world cloud and multi-cloud infrastructure projects.
Help to crack cloud job
Actionable job search playbook: LinkedIn profile positioning, hiring manager outreach scripts, bypassing ATS filters, and offer negotiation tactics.
Job crack tips in Cloud
Fast-track 15-minute tactical consultation on negotiation, handling curveball questions, and immediate talking points before an upcoming interview.
Mock interview
Full 60-minute realistic technical mock interview with live architecture scenario questions, behavioral deep-dives, and an instant diagnostic scorecard.
Jobs Interview prep & tips for cloud jobs
Intensive 30-minute drill on whiteboard system design questions, tricky scenario prompts, and common cloud architectural gotchas.
Cloud Engineer for GCP,AWS&Azure job interview
Multi-cloud engineering interview practice covering core compute, networking, security, and container orchestration across AWS, GCP, and Azure.
Data Engineer Interview prep & tips
Big data engineering interviews: distributed computing, Apache Spark tuning, SQL window functions, dimensional modeling, and lakehouse design.
Resume Review
Line-by-line review of your resume: ATS scanner compatibility, quantifiable project metrics, impact bullet rephrasing, and keyword optimization.
Resume review
Customized resume revamp tailored specifically to Cloud Solutions Architect, AI Engineer, or DevOps positions to boost recruiter callback rates.
Any Doubt Related to Cloud Projects
Bring any complex bug, architecture blocker, or deployment failure in your personal or enterprise cloud projects for live resolution.
Quick chat
High-velocity 15-minute laser call for rapid decision-making, choosing between certifications, or getting immediate career clarity.
Discovery Call
Introductory discussion for custom cohort training, long-term 1:1 advisory arrangements, or team skill-development roadmaps.
Have a question?
Have a specific question on certifications, architecture, or career roadmaps? Submit via Topmate Priority DM for a direct personal written answer.
Pick your engineering track.
You learn by doing: short written lessons, then a real cloud sandbox to practise on with automated grading.
-
READ
Short architectural lessons
With 4K blueprints, system designs, and exam cheat sheets
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DO
Real cloud & Linux machines
Browser sandboxes (Linux, Docker, K8s, GCP, AWS) in seconds
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CHECK
Instant automated feedback
Every task runs live checks + AI LLM-as-a-judge evaluations
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PASS
1,000+ Exam Simulations
GCP, AWS, Azure, & Claude Certified Architect test banks
DevOps Track
Every foundational Linux, networking, container & CI/CD skill you need to master.
- Core Platform Engineering
- Linux Shell & Kernel Internals
- Hands-on Networking (32 Topics)
- Shell Scripting & Automation
- Git & GitHub Actions CI/CD
- Docker & Container Security
- Kubernetes Core & Ingress
- Helm Chart Engineering
- Terraform with AWS / GCP
- Python & Go for DevOps
- Verified Completion Certificates
Multi-Cloud Master
Architect enterprise tri-cloud solutions across AWS, Azure, and Google Cloud (GCP).
- Everything in DevOps (Track 01)
- Google Cloud Architecture & Cloud Run
- AWS VPC, EC2, IAM & Transit Gateway
- Azure Virtual Networks & AKS
- Multi-Cloud Terraform & Infrastructure as Code
- Zero-Trust Network Security & Firewalls
- Cloud Certification Practice Hub Access
- Real Constrained Cloud Sandbox Accounts
- Verified Completion Certificates
GenAI & Agentic AI
Build production autonomous agent swarms, FastMCP servers, and FinOps token governance.
- Everything in DevOps (Track 01)
- AI Fundamentals & API Prompt Caching
- Enterprise Contextual RAG & Vector DBs
- Forward Deployed Engineering (FDE) Playbook
- Harness Engineering & Agentic Architecture
- Claude Code Fundamentals & Mastery
- Model Context Protocol (FastMCP) Stdio/SSE
- A2A Multi-Agent Supervisor Swarms
- Claude Certified Architect Exam Prep
- FinOps Token Amplification Factor (TAF) Control
- Verified Completion Certificates
Pro All-Access
Complete access to the entire academy platform, all live cloud labs & 1,000+ exam simulators.
- Everything in DevOps + Multi-Cloud + AI Tracks
- Complete 32-Topic Hands-on Networking Sandboxes
- Full 5-Bank Certification Practice Simulator (1,000+ Questions)
- Google Cloud PAA 150-Question Master Bank & Guides
- Anthropic Claude Certified Architect Practice Exams
- AWS & Azure Solutions Architect Simulator
- Production Source Codebases (Healthcare Swarm, GCP RAG)
- Priority 1:1 Architecture Mentorship Session Pass
- VIP Slack/Discord Architecture Community Lounge
- Master Certified Cloud & AI Architect Credential
About CHWAI Academy
CHWAI Academy is an elite engineering academy and research institute specializing in Enterprise Agentic AI, Tri-Cloud Architecture (Google Cloud, AWS, Azure), and Forward Deployed Engineering (FDE). We bridge the gap between frontier AI research and rigorous enterprise production systems.
We train and equip engineers with hands-on tracks executed against real virtual machines and cloud sandboxes. From autonomous multi-agent swarms (FastMCP, A2A) and production Kubernetes clusters to FinOps token governance and live LLM-as-a-Judge evaluations, every skill is verified and graded when you submit.
Get in Touch
Interested in enterprise corporate cohorts, custom agentic engineering tracks, or Forward Deployed Engineering partnerships? Send a message directly: