Hanzo University · Frontier AI Systems Engineering
Go from AI-curious to AI builder.
Free live sessions and daily engineering guides from operators who build frontier AI every day. Go Pro to unlock every on-demand degree track, full Hanzo Pro developer platform access, W3C certifications, and monthly $50 compute perk drops.
Trusted by 32,000+ engineers from Stripe, OpenAI, DeepMind, & Hanzo
6On-Demand Degree TracksFrom agents to sovereign clusters
193+Systems Architecture GuidesDaily operator dispatches
WeeklyLive Labs & Faculty ResearchInteractive code sessions
$50 / moIn Member Compute PerksZen 6 & Hanzo Visor credits
NEXT LIVE SESSION · IN 3D 14HFREE FOR ALL STUDENTS
Getting Real Work Out of Autonomous Agents with Hanzo Visor & Kai 1Watch live as we architect a multi-agent coordinator-executor swarm, run automated SWE-bench repairs in ephemeral user-space sandboxes, and enforce hardware budget caps.
Thursday, Oct 11 · 10:00 AM PT / 1:00 PM ET
Dr. Ethan Vance & Hanzo Systems Team
WEEKLY SCHEDULE & DISPATCHES
This Week at Hanzo UniversityFresh releases, live labs, and architectural dispatches updated daily.ENGINEERING WORKFLOWS
Browse by SpecializationChoose your focus area to access tailored syllabi, sandboxes, and verification rubrics.ENG 100 · 4 Weeks
Autonomous Coding & SwarmsAST diffing, self-healing test execution loops, and ephemeral Hanzo Visor execution pods.View track & syllabus →
RL 101 · 5 Weeks
Native Reinforcement LearningGymnasium MDP environments, PPO/GRPO reward modeling, and LinUCB model router dispatch.View track & syllabus →
SYS 103 · 3 Weeks
AI Systems Engineering4-surface parity, zero-token Kai decision loops, and integer micro-USD budget governance.View track & syllabus →
MKT 102 · 3 Weeks
Programmatic Growth & MediaAutonomous marketing machines, programmatic studio media pipelines, and closed-loop CRO bandits.View track & syllabus →
PRA 104 · 2 Weeks
AI Practitioner & MCP Suite13 unified MCP tools, Cursor integration, model selection, and token usage governance.View track & syllabus →
ARC 105 · 6 Weeks
Production AI ArchitectureZero-trust clusters, post-quantum ML-KEM tunnels, and BFT consensus agent meshes.View track & syllabus →
ACCREDITED PROGRAMS
Degree Programs & Professional CertificationsEnroll in individual degree courses or unlock all six with Hanzo University Pro.ENG 100 · Advanced· 4 Weeks · Self-Paced
HACE CredentialAgentic Coding Systems with Hanzo Dev & Zen 6Architect autonomous coding agents capable of multi-file refactoring, test-driven debugging, and opening verified pull requests using Zen 6, ZAP RPC, and isolated Hanzo Visor sandboxes.
VERIFIED CAPSTONE DEFENSE:Build an autonomous SWE-bench repair bot that resolves real GitHub issues within strict budget caps.
Core Competencies:
Zen 6 (27.3B) & Zen 6 Flash local serving
SWE-bench self-healing test execution loops
ZAP Zero-Copy Cap’n Proto multi-agent swarms
Physical sandbox pod leasing & Hanzo Visor isolation
$199USD one-time
+ $50 compute credit for free (25%)
RL 101 · Expert· 5 Weeks · Advanced Lab
HARLE CredentialNative Reinforcement Learning & Post-TrainingImplement native Gymnasium environments on the Hanzo Cloud Fabric. Fine-tune models with Zoo Gym, design multi-objective reward functions, and train learned routing policies.
VERIFIED CAPSTONE DEFENSE:Train a custom MDP reinforcement learning policy and deploy it as a production model router.
Core Competencies:
Gymnasium HanzoAgentEnv MDP implementation
Post-training & fine-tuning with Zoo Gym
Multi-objective reward modeling (PPO, GRPO, DPO)
LinUCB router policy training via /v1/ai/feedback
$249USD one-time
+ $63 compute credit for free (25%)
SYS 103 · Intermediate· 3 Weeks · Comprehensive
HCAISE CredentialHanzo AI Systems Engineering FoundationThe definitive engineering standard for production AI. Master the 4-surface parity, finite-state Kai decision loops, hybrid retrieval, and strict integer micro-USD budget governance.
VERIFIED CAPSTONE DEFENSE:Ship a high-concurrency 4-surface AI service with sub-50ms latency and strict budget ceilings.
Core Competencies:
Unified 4-surface API (CLI, SDKs, HTTP, MCP)
Finite-state Kai decision loops with 0 output tokens
Hybrid retrieval (knowledge, graph, search)
Integer micro-USD nested budget governance
$149USD one-time
+ $38 compute credit for free (25%)
MKT 102 · Intermediate· 3 Weeks · Self-Paced
HAME CredentialAgentic Marketing & Autonomous CampaignsEngineer programmatic growth machines. Generate multi-channel copy, studio images, voiceovers, and videos with locked brand voice, direct CMS hooks, and closed-loop CRO reinforcement.
VERIFIED CAPSTONE DEFENSE:Deploy an automated multi-channel campaign engine with real-time conversion reinforcement.
Core Competencies:
POST /v1/content/generate CMS pipelines
Multi-modal asset generation (Zen 3, Wan 2.2)
Event-driven campaign automation with /v1/auto
Closed-loop A/B testing & LinUCB CRO optimization
$149USD one-time
+ $38 compute credit for free (25%)
PRA 104 · Foundational· 2 Weeks · Fast Track
HCAIP CredentialAI Practitioner & Tool IntegrationMaster the fundamentals of the unified cloud. Understand model selection across Zen, Enso, and Kai, integrate the 13 unified MCP tools into your editor, and manage cloud spend.
VERIFIED CAPSTONE DEFENSE:Integrate the full Hanzo MCP suite into Cursor and automate development workflows.
Core Competencies:
Navigating api.hanzo.ai and credential management
Model family taxonomy and pricing contracts
13 unified MCP tools configuration in Cursor/Claude
Usage metering and quota monitoring via CLI
$99USD one-time
+ $25 compute credit for free (25%)
ARC 105 · Staff / Principal· 6 Weeks · Capstone Immersion
HCPAIA CredentialProduction AI Architect MasterclassEnterprise AI architecture at scale. Build self-hosted zero-trust clusters, configure post-quantum RNS tunnels, deploy global BFT agent meshes, and govern enterprise billing.
VERIFIED CAPSTONE DEFENSE:Design and deploy a fault-tolerant multi-cluster autonomous agent mesh across three regions.
Core Competencies:
Zero-trust cluster provisioning with hanzo up
Post-quantum cryptography (ML-KEM, ML-DSA)
Global agent mesh & BFT consensus with hanzod
Multi-tenant IAM, KMS, and enterprise compliance
$499USD one-time
+ $125 compute credit for free (25%)
Zero Lab Tax: 25% Usage Credit Rebate (Rounded Up)We don’t just sell coursework—we subsidize the compute you need to build it.
SYS 103 Systems Engineering$149 Tuition+$38 USD Credits Included
ENG 100 Agentic Coding$199 Tuition+$50 USD Credits Included
RL 101 Native Reinforcement Learning$249 Tuition+$63 USD Credits Included
Market Benchmark · Top 5 AI Course Providers
How Hanzo Outperforms the Top 5 Global AI Programs
We benchmarked Hanzo University head-to-head against the five highest-enrolled AI programs globally: DeepLearning.AI, Stanford Online, MIT Professional Education, Harvard CS50 AI, and Fast.ai. Explore the side-by-side technical benchmarks below.
| Capability & Dimension | Hanzo University (Leader) | DeepLearning.AI | Stanford Online | MIT Professional | Harvard CS50 AI | Fast.ai |
|---|---|---|---|---|---|---|
| Evaluation Standard | 100% Automated CI Cleanroom (SWE-bench pod exit code 0) | Multiple-choice quizzes & Colab asserts | Manual TA review (2–3 week delay) | Peer review & discussion boards | CLI autograder on static scripts | Self-graded unverified notebooks |
| Execution Runtime | Ephemeral Hanzo Visor user-space kernel pods | Standard web notebooks (Colab/Jupyter) | Shared university cluster / Colab | None (slide decks & case studies) | Local terminal Python interpreter | Unbudgeted cloud GPU (Paperspace/AWS) |
| Economic Cost Controls | Integer micro-USD budget ceilings ($0.000001) with refusals | Uncapped token billing (student pays API) | None (cloud billed separately) | None (purely conceptual ROI) | None (local CPU only) | None (unbudgeted cloud GPU rental) |
| Inter-Process Latency | Zero-copy ZAP RPC over Cap’n Proto (< 2ms microsecond IPC) | High-overhead JSON-RPC (180ms+ per turn) | Single-node Python execution | None (no IPC taught) | Single-thread CLI scripts | Single-process PyTorch loops |
| Decision Architecture | Finite-state Kai decision scoring with 0 output tokens | Fragile prompt chains (LangChain / ReAct) | Mathematical Bellman equations on paper | High-level workflow diagrams | Classical search trees (Minimax/BFS) | Feed-forward neural classification |
| Reinforcement Learning | Native Gymnasium MDP environments & Zoo Gym fine-tuning | Abstract RLHF theory slides | Theoretical Markov Decision Processes | Executive summaries of RL | Basic Q-learning in discrete gridworlds | Not covered (supervised DL only) |
| Credential Authenticity | W3C Cryptographic Verifiable Credential + Live GitHub SVG | Centralized Coursera PDF URL certificate | Standard PDF diploma / Credly badge | Static Emeritus PDF certificate | edX PDF certificate of achievement | None (no credential issued) |
| Tuition & Economics | $149–$249 one-time (+25% compute rebate returned) | $49/mo recurring (0% compute rebate) | $12,000–$20,000 (0% compute rebate) | $2,800–$3,500 (0% compute rebate) | $299 verified track (0% compute rebate) | $0 content (0% compute rebate, student pays GPU) |
| Real-World Deliverable | Production multi-agent swarms merging GitHub PRs with clean AST | Colab toy classification demos | Academic research writeups & math proofs | Executive strategy memos & slide decks | Tic-tac-toe & crossword solvers | Kaggle-style image/text classifiers |
Senior Software Engineer → AI Systems EngineerMove past frontend wrappers into core systems engineering. Master tree-sitter AST parsing, zero-copy ZAP IPC, and isolated Hanzo Visor execution pods to command top-tier compensation ($180k–$240k).
Full-Stack Engineer → Autonomous Agent ArchitectLead enterprise agent initiatives. Learn to architect multi-agent coordinator-executor swarms that resolve complex GitHub defects within strict micro-USD financial ceilings ($220k–$310k).
Engineering Founder → CTO of AI-Native VentureDeploy production-grade agentic products with zero runaway inference bills. Use native Gymnasium reinforcement learning and finite-state Kai decision loops to eliminate hallucinations.
Pedagogical Architecture
Engineered for software engineers. Not prompt hobbyists.
Every concept is grounded in systems engineering: zero-copy RPC, bounded memory state machines, reinforcement learning environments, and cryptographic credentials.
Automated CI GradingZero human subjectivity. Submissions are graded by isolated CI runners that clone your repository, inject breaking changes, and evaluate repair velocity and test pass rates.
Integer Micro-USD CeilingsPrevent runaway cloud bills. Learn to configure pre-call price quoting, in-band budget refusals, and sub-cent financial caps directly in your agent loop.
Zero-Token Decision LoopsGenerate text only when generation is strictly required. Master finite-state control with Kai, evaluating tool calls and routing without paying for generation tokens.
Zero-Copy ZAP ProtocolsReplace 200ms JSON-RPC hops with Cap’n Proto zero-copy serialization. Connect multi-agent swarms with microsecond inter-process latency and post-quantum encryption.
Native Gymnasium EnvironmentsModel agent interactions as formal Markov Decision Processes (MDP). Train custom policy routers, write multi-objective reward functions, and run Zoo Gym fine-tuning.
W3C Cryptographic ProofEarn verifiable credentials signed by Hanzo Trust with immutable on-chain records and real-time verifiable GitHub SVG badges linking directly to your passing benchmark run.
Frequently Asked Questions
Everything you need to know about Hanzo University
Clear answers regarding our 25% compute rebate, automated cleanroom grading, hardware specifications, and credential verification.
How does the 25% usage credit rebate work?When you enroll in any course (e.g. $199 for ENG 100), exactly 25% of your payment rounded up to the nearest dollar ($50 USD) is deposited immediately into your Hanzo Cloud compute account. These credits never expire and can be used across Zen 6, Enso, Kai decision models, and Hanzo Visor sandbox container leases.
How are capstone projects graded and evaluated?Grading is 100% objective and automated. An isolated Hanzo grader pod clones your repository in an ephemeral cleanroom, injects synthetic faults and breaking changes into test suites, and evaluates whether your agent can reproduce defects, synthesize syntax-safe AST diffs, and achieve test exit code 0 within budget.
Why do hiring managers value Hanzo credentials over AWS/Azure/Coursera?Standard certifications test multiple-choice memorization about proprietary cloud consoles. Hanzo credentials prove hands-on software construction under real-world engineering constraints: multi-agent IPC latency, sandbox process isolation, SWE-bench problem resolution, and strict micro-USD financial ceilings.
What format are credentials issued in?Graduates receive W3C Verifiable Credentials signed cryptographically by the Hanzo Trust Root (did:hanzo:trust) with immutable on-chain commitments. You also receive a dynamic SVG badge for your GitHub profile and resume that links directly to your verified passing CI telemetry.
Can I expense this course through my employer?Yes. Upon enrollment, you receive an itemized VAT/tax receipt suitable for corporate continuing education and Learning & Development (L&D) reimbursement programs. For teams of 5 or more engineers, we provide pooled credit management and consolidated corporate invoicing.
Do I need a high-end local GPU?No. You can run all coursework either locally on your laptop CPU/Metal using quantized Zen builds (zen6-flash), or execute in Hanzo Cloud using your included 25% usage credits with zero local setup or hardware requirements.
Open Enrollment
Ready to build systems that scale?
Join Hanzo University Pro or enroll in a degree track today to claim your compute credits, unlock Hanzo Pro, and gain instant access to browser-based Hanzo Dev sandboxes.