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Agentic AI & n8n · Enterprise Autonomous Systems Architect

Agentic AI & n8n Learning Roadmap

A definitive, step-by-step enterprise curriculum taking you from zero to Autonomous Agent Architect across 4 progressive tiers: 120 topics, 30 modules, and 16 production capstones.

120
Topics
30
Modules
12
Capstones
72h
Study Time
Overall Track Mastery30 of 120 Completed
25%
x
Preview Topic (Content Locked)· Beginner
Cognitive Architectures: Perception, Deliberation & Action Execution
Deterministic Automation vs Probabilistic Autonomous Agents
Inspect Topic (Locked)
Syllabus & Stage-by-Stage Architecture Pipeline
6 Structured Stages · 5 Labs · 4 Capstones · 100+ Battlecards
Stage 3 to 4 Transition
Curriculum Outline Mode · Content LockedAdmin Approval Required

Complete Agentic AI Lessons & Code Locked Until Admin Approval

You can preview the complete syllabus outline and curriculum breakdown. Full lesson guides, production architecture patterns, and hands-on exercises unlock once your enrollment is verified.

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Showing 120 topics · 30 completed (25%)
01
Foundation Tier·Target: Autonomous Agent Developer7/28 Completed

Beginner

Foundations of Autonomous Agents, ReAct Reasoning Loops & Zero-Error JSON Tool Calling

Tier Mastery25%
x
21 topics remaining
Master deterministic workflows vs probabilistic autonomous agent architectures
Build complete ReAct (Reason -> Act -> Observe -> Reflect) loops in Python from scratch
Implement zero-error JSON Schema tool registration and hierarchical memory systems

  • 01
    The Architectural Shift: Static Control Flow vs Goal-Directed Reasoning
    Understand the fundamental transition from static if-then-else rules to autonomous cognitive loops.
    Locked25 minInspect
  • 02
    Cognitive Architectures: Perception, Deliberation & Action Execution
    Deconstruct the cognitive tri-loop that governs autonomous agent decision-making.
    Locked30 minInspect
  • 03
    Managing Stochastic Outputs & Non-Deterministic Execution Trajectories
    Tame LLM unpredictability using temperature zero, seed pinning, and structured outputs.
    Locked30 minInspect
  • 04
    Decision Matrix: When to Use Traditional Code/RPA vs Autonomous Agents
    Apply a rigorous engineering decision framework to evaluate enterprise automation use cases.
    Locked25 minInspect

  • 01
    Deconstructing Yao et al.'s Reasoning and Acting Framework
    Master the seminal academic foundation behind all modern autonomous reasoning agents.
    Locked35 minInspect
  • 02
    Thought, Action, Action Input, Observation, and Reflection Cycles
    Implement the standard multi-hop execution cycle in pure software.
    Locked35 minInspect
  • 03
    Context Window Saturation & Managing Per-Step Token Budgets
    Prevent token budget exhaustion and attention degradation across multi-turn agent runs.
    Locked30 minInspect
  • 04
    Cycle Detection, Deadlocks & Hard Iteration Ceilings
    Build fail-safe circuit breakers to break out of infinite reasoning loops.
    Locked30 minInspect

  • 01
    Strict JSON Schema Construction for LLM Function Interfaces
    Define zero-hallucination function signatures using the OpenAPI/JSON Schema standard.
    Locked30 minInspect
  • 02
    Runtime Type Validation with Pydantic and Zod
    Auto-generate schemas and validate model outputs using type-safe libraries.
    Locked35 minInspect
  • 03
    Self-Healing Retries on Malformed Tool Arguments
    Turn validation errors into actionable feedback prompts that guide the model to self-correct.
    Locked30 minInspect
  • 04
    Hardening Tool Interfaces Against Indirect Prompt Injection
    Protect high-privilege tools from malicious instructions embedded inside external data sources.
    Locked35 minInspect

  • 01
    Sequential Prompt Chaining with Intermediate Gate Validation
    Decompose complex multi-step tasks into verifiable, sequential LLM steps.
    Locked30 minInspect
  • 02
    Semantic Intent Classification & Router Agent Dispatch
    Classify incoming user queries to route them dynamically to specialized prompts and toolsets.
    Locked30 minInspect
  • 03
    Parallel Worker Fan-Out & Aggregation (Voting & Sectioning)
    Execute independent sub-tasks concurrently across parallel LLM calls to cut latency by 80%.
    Locked35 minInspect
  • 04
    Generator-Critic (Evaluator-Optimizer) Closed Feedback Loops
    Pair a generator model with a critic model to iteratively refine and perfect complex outputs.
    Locked35 minInspect

  • 01
    Harnessing Claude 3.7 Extended Thinking & Deep Monologues
    Configure token budgets for inner monologue deliberation before output generation.
    Locked35 minInspect
  • 02
    Formatting Complex Agent Prompts with Semantic XML Tags
    Structure prompts using <context>, <rules>, <tools>, and <examples> for maximum adherence.
    Locked30 minInspect
  • 03
    Isolating Internal Agent Reasoning from User-Facing Output
    Keep internal tool analysis and sensitive deliberation private from end users.
    Locked25 minInspect
  • 04
    Authoring Production-Grade Autonomous Agent System Prompts
    Write comprehensive, battle-tested system instructions that prevent drift and enforce boundaries.
    Locked35 minInspect

  • 01
    Working Memory: Managing Short-Term Conversation Histories
    Maintain immediate task context while dynamically managing active token limits.
    Locked30 minInspect
  • 02
    Episodic Memory: Storing Summarized Past Interaction Logs in Redis
    Persist past interaction episodes across user sessions using key-value caches.
    Locked35 minInspect
  • 03
    Semantic Memory: Long-Term Knowledge Retrieval with Vector RAG
    Index corporate documentation and historical knowledge into vector databases for similarity retrieval.
    Locked40 minInspect
  • 04
    Sliding Window Context Managers with Dynamic Auto-Summarization
    Implement rolling summarization to sustain indefinitely long agent interactions.
    Locked35 minInspect

  • 01
    Constructing a Python Tool Decorator & Schema Auto-Generator
    Build an extensible @tool decorator that inspects type hints and generates JSON Schemas.
    Locked40 minInspect
  • 02
    Writing the Core While-Loop Calling Anthropic/OpenAI APIs
    Implement the foundational while-loop managing turns, stop reasons, and message appending.
    Locked45 minInspect
  • 03
    Tool Call Dispatching, Output Parsing & Observation Injection
    Parse tool call arguments, execute local functions, and return structured observation blocks.
    Locked40 minInspect
  • 04
    Benchmarking the Scratch Agent Against Multi-Hop Tasks
    Test the completed scratch agent against complex multi-step arithmetic and database retrieval goals.
    Locked35 minInspect
02
Specialist Tier·Target: Enterprise MCP & Vision Systems Engineer7/28 Completed

Intermediate

Model Context Protocol (MCP) FastMCP Servers, Claude Computer Use API & Multimodal Vision

Tier Mastery25%
x
21 topics remaining
Develop production FastMCP servers (Python/TS) connecting PostgreSQL and GitHub
Automate OS desktop applications and web portals using Claude Computer Use API
Deploy local open-weight models (DeepSeek-R1, Qwen 2.5) with sub-second SLAs

28 lessons in this tier are reserved for enrolled students. Module names are shown below — enroll to unlock every topic, code example, and Studio exercise inside them.

1
Model Context Protocol (MCP) Enterprise Architecture
4 topics locked
Locked
2
Building Production FastMCP Servers in Python & TypeScript
4 topics locked
Locked
3
Claude Computer Use API & OS GUI Grounding
4 topics locked
Locked
4
Multimodal Agent Perception & Document Intelligence
4 topics locked
Locked
5
Dynamic Planning & Plan-and-Solve Paradigms
4 topics locked
Locked
6
Local LLMs for Enterprise Agent Tool Calling
4 topics locked
Locked
7
Hands-on Lab 2: FastMCP Enterprise Server + Computer Use Bot
4 topics locked
Locked
03
Architect Tier·Target: Autonomous Systems Architect8/32 Completed

Advanced

LangGraph State Machines, DeepMind Antigravity Architecture & Multi-Agent Squads

Tier Mastery25%
x
24 topics remaining
Architect cyclic deterministic LangGraph state graphs with branching and checkpoints
Enforce DeepMind Antigravity Planning-First methodology and modular Skills/Rules
Deploy collaborative CrewAI squads and the Hybrid RPA-Agentic Bridge

32 lessons in this tier are reserved for enrolled students. Module names are shown below — enroll to unlock every topic, code example, and Studio exercise inside them.

1
State-Machine Multi-Agent Frameworks (LangGraph)
4 topics locked
Locked
2
Role-Playing Multi-Agent Squads (CrewAI & AutoGen)
4 topics locked
Locked
3
DeepMind Antigravity Architecture: Planning-First Paradigm
4 topics locked
Locked
4
Customization Systems: Skills, Rules & Plugins
4 topics locked
Locked
5
Hierarchical Subagents & Browser Automation Subagents
4 topics locked
Locked
6
Asynchronous Daemons, Cron Schedules & Knowledge Items
4 topics locked
Locked
7
Enterprise Human-in-the-Loop (HITL) Workflows
4 topics locked
Locked
8
The Hybrid RPA-Agentic Bridge (UiPath & Power Automate)
4 topics locked
Locked
04
Master Tier·Target: Principal AI & Autonomous Systems Architect8/32 Completed

Professional / Job-Ready

Production AgentOps, Docker Sandboxing, Hallucination Guardrails & 4 Enterprise Capstones

Tier Mastery25%
x
24 topics remaining
Trace multi-hop latency and token costs with LangSmith and sandbox code in Docker
Ship 4 end-to-end production capstones: Finance, DevOps SRE, Market Intel, and RPA Bridge
Master 100+ scenario-based architect interview battlecards on state drift and security

32 lessons in this tier are reserved for enrolled students. Module names are shown below — enroll to unlock every topic, code example, and Studio exercise inside them.

1
Agent Tracing, Observability & Cost Tracking
4 topics locked
Locked
2
Enterprise Agent Security & Sandboxing
4 topics locked
Locked
3
Output Validation, Guardrails & Hallucination Benchmarks
4 topics locked
Locked
4
Enterprise Capstone 1: Autonomous Financial Reconciliation Agent
4 topics locked
Locked
5
Enterprise Capstone 2: Autonomous DevOps & Incident SRE Triage Bot
4 topics locked
Locked
6
Enterprise Capstone 3: Autonomous Market & SEC Filing Intelligence Agent
4 topics locked
Locked
7
Enterprise Capstone 4: End-to-End Enterprise RPA + Agentic Orchestrator
4 topics locked
Locked
8
Autonomous Systems Architect Interview Battlecards & Enterprise SLAs
4 topics locked
Locked