Live Cohort Registration Open • 2026 Batch

From Casual Chat to Autonomous Systems Engineering.

Stop treating AI like a slot machine. A rigorous 3-part masterclass designed for engineers, product managers, and builders to eliminate prompt drift, architect spec-driven systems, and deploy production agent Standards.

3 Modules Progression ladder
9 Hours Guided hands-on labs
3 Handbooks Exhaustive textbooks included
system_architecture.v2
01
Structured Context Control Class 1

Master CRAFT/RISEN frameworks to eliminate GIGO and context hallucination.

02
Spec-Driven Collaboration Class 2

Deterministic project blueprints (mission.md, standards.md) before burning tokens.

03
Autonomous Agent Standards Class 3

Authoring production Markdown Skills (SKILL.md) and multi-agent ReAct loops.

The Systems Paradigm

Why Prompt Tricks Fail at Scale

Amateurs rely on random 1-line prompts and hope for the best. High-leverage professionals engineer structured context, deterministic specifications, and autonomous agent swarms.

Chaotic Vibe Generation

  • ✕ Slot-Machine Prompts: Sending 1-line requests and hoping AI guesses your implicit assumptions.
  • ✕ Context Drift & Decay: Endless back-and-forth chat threads where the LLM forgets initial constraints.
  • ✕ Manual Rewriting Tax: Spending 45 minutes fixing sloppy, generic, hallucinated outputs.
  • ✕ Unmaintainable Workflows: No reusable blueprints or team standardization.

Deterministic Systems Engineering

  • ✓ Executive Delegation: CRAFT & RISEN frameworks establish persona, constraints, and testable formats upfront.
  • ✓ Spec-First Architecture: Universal project constitutions (mission.md, standards.md) define invariants before execution.
  • ✓ Autonomous Markdown Standards: Codified skills (SKILL.md) and MCP tool routing for hands-off execution.
  • ✓ Persistent Project Memory: Structured state and 3-tier memory to prevent context decay.
Curriculum Breakdown

Three Modular, Compounding Masterclasses

Each class is a 3-hour deep dive (1.5h interactive lecture + 1.5h guided hands-on lab) accompanied by a comprehensive textbook handbook.

MODULE 01 2 Hours • Lecture + Guided Lab Mon, 24 Aug 2026 • 19:00 WIB

Mastering AI Communication

From Casual Chat to Structured Delegation & Context Control

Rp 200.000
Standalone Module
01

The 5 Tiers of AI Tools & Executive Delegation

Why generic 1-line prompts trigger GIGO. Transitioning from chatbot queries to structured executive briefings.

02

Structured Prompting Frameworks (CRAFT, RISEN, RGCCOV)

Mastering Context, Role, Action, Format, Constraints, and Output Validation for bulletproof consistency.

03

Stateful Context Control & Meta-Prompting

Multi-turn context isolation, active grounding, hallucination mitigation, and prompts that generate prompts.

Student Deliverables Included
  • • 36KB Comprehensive Student Handbook
  • • Quick Reference Framework Cheatsheet
  • • Lab Exercise: Meta-Prompt Engine
  • • 28-Slide Interactive Presenter Deck
MODULE 02 2 Hours • Lecture + Guided Lab Tue, 1 Sep 2026 • 19:00 WIB

Spec-Driven Collaboration

The Blueprint Mindset for High-Fidelity AI Creation

Rp 200.000
Standalone Module
01

Spec-First Thinking vs. Vibe Generation

Why un-specced AI tasks decay. Building the Universal Project Constitution (mission.md, standards.md, roadmap.md).

02

Machine-Readable Specifications Across 4 Tracks

Structuring functional boundaries for documents, video scripts, marketing campaigns, and web apps with validation scorecards.

03

Socratic Pre-Mortems & Persistent Project Memory

Stress-testing specs against edge-case failures, session isolation strategies, and project-context.md state tracking.

Student Deliverables Included
  • • Full Spec-Driven Collaboration Handbook
  • • Project Constitution Template Pack
  • • Lab Exercise: 1-Page Production Spec & Audit
  • • 27-Slide Interactive Presenter Deck
MODULE 03 2 Hours • Lecture + Guided Lab Wed, 2 Sep 2026 • 19:00 WIB

Autonomous Teammates

Building AI Agents & Custom Markdown Skill Standards

Rp 200.000
Standalone Module
01

What is an AI Agent? The ReAct Loop

Reasoning + Acting mechanics. Single agents vs multi-agent swarms. Demystifying skills as plain Markdown Standards.

02

Designing Custom Skill Specifications (SKILL.md)

Defining activation triggers, YAML frontmatter, execution workflows, and role-based sub-agent delegation.

03

MCP Tool Routing & Multi-Agent Swarm Orchestration

Model Context Protocol (MCP) tool integration, autonomous execution state tracking, and shared memory loops.

Student Deliverables Included
  • • Full Autonomous Teammates Handbook
  • • Production SKILL.md Blueprint Catalog
  • • Lab Exercise: 2-Agent Collaborative Swarm
  • • 28-Slide Interactive Presenter Deck
Interactive Learning Hub

Course Decks, Handbooks & Labs

Registered participants gain 24/7 access to full interactive Swiss-style presentation decks, ±82 pages comprehensive student handbooks, operational cheatsheets, lab exercises, and self-assessment quizzes.

Open Student Learning Portal
Transparent Pricing & Registration

Select Your Modules & Reserve Your Spot

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Step 1: Choose Your Masterclass Modules

Select any combination. Pricing updates reactively in real time.

Class 1: Prompting & Context Control Rp 200.000

Eliminate GIGO with CRAFT/RISEN frameworks & multi-turn state control.

Mon, 24 Aug 2026 • 19:00 WIB
Class 2: Spec-Driven Collaboration Rp 200.000

Blueprint engineering & universal project constitutions before token spend.

Tue, 1 Sep 2026 • 19:00 WIB
Class 3: Autonomous Teammates Rp 200.000

Building autonomous agents, Markdown SKILL.md Standards, and MCP swarms.

Wed, 2 Sep 2026 • 19:00 WIB

✨ Complete Bundle Selected: You get the full 3-class system + all 3 handbooks with maximum 15% savings (Rp 90.000 off).

Step 2: Participant Details

Enter your info to receive syllabus access & payment invoice.

Modules Subtotal Rp 600.000
Bundle Discount - Rp 90.000 (15%)
Total Payable: Rp 510.000

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