Engineering excellence in AI

Master building
AI products.

Max 60 Students
Project-driven
Mentorship-heavy

We keep cohorts focused (max 60) to maintain a high mentor-to-student ratio. You’ll be split into smaller review pods, and you’ll get dedicated feedback via office hours and code review workflows. This keeps discussions high-bandwidth and practical.

Browse all cohorts
Join 50+ engineers
Max 60 Students
Optimal Batches
Live Mentorship
Expertise-Driven
Private Repo Access
Production Scaffolds
500+ Alumni
Global Network

Upcoming Cohorts

Practical, project-driven programs for engineers who want to design, evaluate, and deploy AI systems with confidence.

TRIGGERLOGIC_GATEACTION
Seats full
Beginner
4h/week commitment

Running no/low code Agentic AI

Build powerful, autonomous workflows without writing complex code. Connect APIs, orchestrate LLMs, and deploy multi-agent systems.

What you'll master
  • Visual orchestration of LLMs
  • API integrations using Make/n8n
  • Data retrieval and basic RAG visually
+ 2 technical modules (full curriculum)
Start date
May 10, 2026
Duration
4 Weeks
Value: $799
$499
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Filling fast
Intermediate
4h/week commitment

Product Management for Agentic AI

Bridge the gap between engineering and user needs. Learn how to design, scope, and measure the success of non-deterministic AI systems.

What you'll master
  • Scoping non-deterministic features
  • AI UX/UI paradigms and failure states
  • Setting up Eval pipelines conceptually
+ 2 technical modules (full curriculum)
Start date
Jun 15, 2026
Duration
5 Weeks
Value: $1,299
$899
View Syllabus
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Enrollment open
Advanced
4h/week commitment

Learn and build your own LLM

Dive deep into the architecture of Large Language Models. From understanding transformers to training a custom miniature LLM from scratch.

What you'll master
  • Transformer architectures fundamentals
  • Data tokenization and preparation
  • Training loops from scratch in PyTorch
+ 2 technical modules (full curriculum)
Start date
Jul 15, 2026
Duration
25+ Lab Hours + GPU Sandbox Included.
Value: $2,499
$1,499
GPU Sandbox Included
View Syllabus
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Super early bird (First 10 seats)
Advanced
4h/week commitment

Building Multi-modal Agents

Master the frontier of AI: Agents that see, hear, and act. Learn to orchestrate VLMs, Audio loops, and UI navigation.

What you'll master
  • Vision-Language Model (VLM) Orchestration
  • Multi-modal RAG with Vector Databases
  • Audio/Voice Agentic Loops (STTS)
+ 2 technical modules (full curriculum)
Start date
Sep 10, 2026
Duration
8 Weeks
Value: $2,999
$1,799
View Syllabus

What You'll Build

A cross-section of the work learners ship across our cohorts, from no-code assistants and AI product plans to custom models and multi-agent systems.

Beginner to expert

The syllabus spans beginner-friendly workflow building, product strategy, and advanced engineering tracks.

Project-first learning

Each cohort is anchored in applied outputs so the syllabus reads as a path to something tangible, not just a topic list.

Track-specific depth

Explore the detailed cohort pages to see the week-by-week syllabus, capstone expectations, and learner outcomes.

Advanced
Build Your Own LLMWeeks 1-8

Custom Mini-LLM Training Stack

Train, fine-tune, and present a transformer pipeline built from first principles.

Build the core pieces of a miniature LLM stack, from tokenization and attention mechanics to training loops, fine-tuning, and final inference presentation. This project represents the most technical path in the catalog and anchors the advanced engineering cohort.

Model Builder
Production ready
PyTorchTokenizationTraining LoopsFine-Tuning
Beginner
Running no/low code Agentic AIWeeks 2-3

AI-Powered Knowledge Assistant

Create a workflow-driven assistant that searches documents and answers team questions.

Workflow Builder
Production ready
FlowisePrompt RoutingRAGSlack
Intermediate
Product Management for Agentic AIWeeks 3-5

Evaluation-Ready AI Product PRD

Define an AI product with guardrails, evaluation criteria, and launch-ready UX decisions.

Product Architect
Production ready
EvalsUX PatternsUnit EconomicsPRDs
Expert
Multi-Agent DeploymentWeeks 4-6

Scalable Multi-Agent Cluster

Scale from single agents to collaborative swarms on Kubernetes.

Cluster Manager
Production ready
KubernetesRayAgent ClustersLangGraph

The 2026 AI Engineering Stack

Modern AI engineering requires a deep understanding of the full lifecycle. We teach the underlying mechanics, not just the names.

Compute & Training

The foundations for distributing weights and fine-tuning.

PyTorch
Distributed
Transformers
Foundation
Weights & Biases
Experiment

Orchestration & Logic

Architecting the reasoning loops and stateful agentic flows.

LangGraph
Cyclic
OpenAI
Industry-standard
Anthropic
State-of-the-art

Memory & Data Context

Efficiently retrieving and managing long-term parametric state.

LlamaIndex
Advanced
Pinecone
High-throughput
Weaviate
Hybrid

Deployment & Ops

Scaling to millions of tokens with low latency and high reliability.

Modal
Serverless
vLLM
PagedAttention
Docker
Containerized

Monitoring & Evaluation

Ensuring output quality and system reliability across versions.

LangSmith
Trace,
Weights & Biases
Fine-tuning
Helicone
Open-source
Industry standard
Production optimized
2026 compatible
Hardware accelerated

The method: how we build

A zero-noise environment for engineers to master the next decade of technology.

Bridging the gap between tutorials and production.

The AI landscape moves too fast for traditional bootcamps. We've built an environment where engineers can move fast, build with rigor, and develop a first-principles mental model for stochastic systems.

Fundamentals-First Architecture

We don't just teach tools; we teach you how to build them. Master the 'why' behind the 'how'.

Accelerate Your Build

Move past 'dependency hell' and hallucinatory loops with direct architectural intuition from lead engineers.

Capstone-Centric Learning

Every module culminates in a live project. Ship code to private repos and build a high-signal portfolio.

Production Excellence

Go from 'Hello World' to production-grade systems with scientific rigor and evaluation frameworks.

Pathways

Who is this for?

The AI Voyager

Beginner-Intermediate

Whether you're beginning your AI journey or exploring new technical territory, we provide the map. We teach mathematical fundamentals (Linear Algebra, Probabilities) through code, not just abstract theory.

The Engineering Professional

Mid-Senior

Hit a wall in your self-learning? Our midweek live office hours and peer-review system are designed to unblock you immediately. Focus on building production-ready systems with expert guidance.

The AI Architect

Senior-Lead

Ready to lead technical AI strategy? We focus on the unit economics of AI, orchestration at scale, and the 'stochastic' nature of production systems that tutorials never cover.

How we compare

Traditional bootcamps are too slow. Self-paced courses are too lonely. We built the middle ground for serious engineers.

Value metricskilling academytraditionalself-paced
Live Mentorship
Weekly 1:1 & Group
Limited/None
None
Cohort Size
Max 60 Students
100-500+
Unlimited
GPU Credits
$1,000 Included
Not Included
Not Included
Curriculum
2026 Agentic Stack
Often Outdated
Fragmented
Project Type
4 Capstones (Live)
1-2 Basic Demos
Tutorial Clips
Access
Lifetime + Updates
6-12 Months
Lifetime

* comparison based on publicly available data as of march 2026.

Professional Infrastructure

Beyond the curriculum: the technical ecosystem and community resources required for long-term AI engineering mastery.

Sovereign Guaranteed
Discord / Private Hub
500+ Senior Members

Elite Peer Community

Access to a private Discord of 500+ senior engineers from Tier-1 tech firms. A production-grade SOS network for your most complex architectural blockers.

Eligibility
Active Cohort & Alumni
SLA
Immediate Access
Fallback Guarantee
Peer review pod matching
Professional Impact

"Accelerate your career by networking with Staff/Principal engineers who are actively shipping the models you use."

Sovereign Guaranteed
Custom LMS / AWS Media
4K HD / Lifetime Access

LMS Mastery Lifecycle

Lifetime access to our custom Learning Management System. Includes every update we ship as the AI landscape evolves (weekly delta updates). No re-purchase required.

Eligibility
All Enrolled Students
SLA
Immediate Access
Fallback Guarantee
Downloadable archive access
Professional Impact

"Stay current without the subscription fatigue. Your one-time enrollment is an amortized investment in lifelong AI literacy."

Sovereign Guaranteed
GitHub / Docker / Terraform
25+ Industry Templates

Production Private Repos

Battle-tested deployment scripts, LangGraph templates, and evaluation pipelines in private GitHub repositories. These are the scaffolds we use for client consulting.

Eligibility
Active Cohort (Commit access)
SLA
Invite within 24h
Fallback Guarantee
Direct ZIP archive and documentation
Professional Impact

"Save 100+ hours of boilerplate engineering by cloning proven architectures for RAG, Agents, and Swarms."

Strategic Partner
H100 / A100 Clusters
Grant Assistance

Compute Forge Assistance

Documentation and 'validated cohort' credentials to unlock $500 - $1,000 in compute grants from partners like Modal and Lambda Labs for high-inference projects.

Eligibility
Qualification-based application
SLA
5-7 Business Days for Support
Fallback Guarantee
Local-first dev-containers (MLX/4-bit)
Professional Impact

"Zero-friction experimentation. Test your agent swarms against Llama-3-70B and beyond using partner-dependent cloud credits."

Strategic Partner
Partner Ecosystem
Potential $5,000+ Value

Sovereign Perk Pack

Unlock potential partner value through our curated ecosystem. Includes an official Enrollment Letter for student pricing on JetBrains/Figma and startup credit fast-tracks.

Eligibility
Subject to vendor approval
SLA
Fast-track application provided
Fallback Guarantee
Alternative vendor-neutral tool list
Professional Impact

"Recoup your potential tuition value through software savings alone within the first month of the cohort."

Sovereign Guaranteed
Postgres / Vector Store
25GB+ Technical Corpus

Proprietary Eval DB

Exclusive access to our internal database of LLM benchmarks, golden evaluation datasets, and prompt sensitivity matrices. Move beyond 'vibe-checks'.

Eligibility
Active Cohort & Alumni
SLA
Immediate Access
Fallback Guarantee
Static CSV/JSONL dataset export
Professional Impact

"Implement scientific rigor in your AI products. Stop guessing if your prompt is 'better' and start proving it with data."

Strategic Partner
Recruiter Hub / Referrals
50+ Global Partnerships

Partner Hiring Network

Best-effort, qualification-based warm introductions to top AI startups and enterprise labs in our technical referral network.

Eligibility
Post-capstone qualification
SLA
Warm intro within 14 days
Fallback Guarantee
ATS-optimized resume/profile audit
Professional Impact

"Skip the generic HR filters. Get your machine-readable profile directly onto the desks of CTOs and Engineering VPs."

Sovereign Guaranteed
Zoom / Google Meet
4h/week Live Deep-dives

Weekly 'War Room' Sessions

Direct group access to lead instructors during midweek office hours. Bring your production logs, your broken code, and your architectural doubts.

Eligibility
All active cohort members
SLA
Weekly sessions (3 per cohort)
Fallback Guarantee
Asynchronous Slack/Discord support
Professional Impact

"Get unblocked in minutes, not days. Benefit from real-time problem solving with engineers who have seen it all."

Ethics & Career Compliance Note

The Skilling Academy infrastructure is designed for low marginal cost delivery with high user-ROI. While we strive to maintain consistent partner availability for cloud credits and student software pricing, some benefits are dependent on vendor geography and internal eligibility criteria.

Alumni Continuation

Cohort graduates maintain 12-month access to updated LMS content and private hub networking.

Career Outcomes

Portfolio artifacts are provided in machine-readable formats compatible with standard modern ATS parsing.

Perk Concierge

  • Check Eligibility Matrix on enrollment
  • Download official Enrollment Letter
  • Submit Partner Grant credentials
  • Weekly Concierge Support Hours

Lead Instructor

Deep pedagogical philosophy balanced with production engineering rigor.

Lead Instructor & Architect

Meet
Anubhav

Anubhav is an AI solutions and engineering leader with two decades of global experience executing machine learning, generative AI, and physical intelligence initiatives.

With a proven track record of founding startups and building 0-to-1 engineering teams, he has architected and delivered production-grade systems across B2B SaaS, industrial robotics, sports tech, and massive-scale consumer streaming platforms serving over 600 million users.

At skilling academy, he personally mentors every student, bringing extensive experience in enterprise strategy, multi-agent workflows, computer vision, and scalable distributed architectures from the boardroom to the IDE.

500+Engineers Trained
12+OS Frameworks

Technical Expertise

Architectures
  • Transformers / Attention
  • GNNs & Graph Search
  • RLHF / DPO Alignment
Infrastructure
  • Distributed Training
  • vLLM / NVIDIA Triton
  • Kubernetes / Ray
Retrieval
  • VectorDB Scaling
  • Hybrid Retrieval
  • Knowledge Graphs
Agents
  • Autonomous Execution
  • ReAct / Tool-use
  • Planner Architectures
AS
Anubhav
Chief Architect

Engineering Trust

Our alumni don't just 'use' AI. They architect the core infrastructure at forward-thinking engineering labs. This is a high-trust collective of senior talent.

Google
Stripe
Meta
OpenAI
Anthropic

"We've created a zero-noise environment for senior talent. This is where staff and principal engineers from Silicon Valley and beyond come to cross-pollinate their knowledge of agentic systems and distributed training."

25+
Engineering Leaders
40+
SaaS Startups
50+
AI Engineers
10+
Partner Labs

The most technically rigorous program I've attended. No fluff, just pure architectural deep-dives into transformer blocks and swarm logic. This isn't just about calling APIs; it's about understanding the stochastic internals of LLMs.

SS
Siddharth S.
Staff Engineer

LangGraph and Multi-agent orchestration was the missing link for our production pipeline. Highly recommended for senior devs who need to move beyond single-prompt engineering into complex, stateful workflows.

ER
Elena R.
Senior AI Engineer

Direct 1:1 access to instructors who are actually shipping AI products. The focus on evaluations and evals-driven-dev is unique. We've implemented their RAG evaluation pipeline for our entire stealth startup.

AR
Arjun R.
Tech Lead

System FAQ

Addressing technical edge cases and curriculum logistics for the committed engineer.

Our cohorts are crafted for mid-to-senior level software engineers, data scientists, and technical product managers who are comfortable with Python and basic web architecture. If you've been 'prompt engineering' but want to understand the underlying mechanics—transformer blocks, vector algebra, and autonomous agent orchestration—this is for you.

Plan for 6-8 hours of focused effort per week. This breaks down into 2 hours of live, interactive deep-dives on Saturdays, 1 hour of midweek Q&A/Office Hours, and 3-5 hours of dedicated hands-on project implementation where you'll build production-ready AI modules.

Life happens. Every live session is recorded in 4K and uploaded to our private portal within 2 hours. You'll have lifetime access to these recordings, including all updated versions of the curriculum. Our Discord community and mentors are active 24/7 to help you get back on track.

Not necessarily. While we discuss hardware optimization, most of our practical work utilizes cloud-based environments (Google Colab, Modal, or Lambda Labs). We provide credits and setup guides so you can run large-scale inference and fine-tuning without burning through your own hardware.

We keep cohorts focused (max 60) to maintain a high mentor-to-student ratio. You’ll be split into smaller review pods, and you’ll get dedicated feedback via office hours and code review workflows. This keeps discussions high-bandwidth and practical.

We teach 'First Principles'. While we use popular frameworks for speed, we spend significant time building core components (like Custom RAG retrievers or ReAct loops) from scratch. This ensures that when the next big framework arrives, you'll understand exactly how it works under the hood.

Absolutely. Our final project is a portfolio-grade AI system that solves a real business problem. We also provide a dedicated session on the AI Engineering interview landscape, resume reviews for technical roles, and introductions to our network of hiring partners in the AI space.

We want you to be 100% satisfied. If after the first week you feel the cohort isn't the right fit, we offer a full, no-questions-asked refund. Our goal is to build a community of committed builders, and we stand by the quality of our curriculum.

Yes. All students get lifetime access to our internal repository of production-ready templates, deployment scripts, and evaluation benchmarks. These are the same tools our instructors use to build and scale AI solutions in their day-to-day professional work.

Upon successful submission and review of your final 3 project modules, you will receive a cryptographically signed digital certificate. This certificate is recognized by our network of partner companies and can be directly shared on LinkedIn or included in your professional portfolio.

Scale Your Career with Agency

Enroll in 2 minutes. We’ll reply with fit, next steps, and cohort availability.

Admissions::Registry
Not sure which cohort to pick? Join our waitlist and our admissions team will recommend the optimal path based on your background.
Cohorts are capped at 20 engineers. Expected response: 24–48h.