Articles

    Practical writing for agentic engineering teams.

    Public articles designed to help software teams understand the discipline behind agentic systems and find their way into the Academy.

    23 articles across beginner, intermediate, advanced, and business tracks.
    Featured Article

    Start with the transformation roadmap

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    The Agentic Transformation Roadmap
    BusinessON MAR 8, 2026 · AGENTIC ENGINEERING ACADEMY

    The Agentic Transformation Roadmap

    A phased roadmap for moving from isolated AI experiments to governed, measurable, organization-wide agentic capability.

    Beginner

    Foundations and concepts

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    BeginnerON FEB 1, 2026 · IBM

    What Is Agentic Engineering?

    A beginner-friendly explanation of agentic engineering as the professional evolution beyond vibe coding.

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    BeginnerON MAR 1, 2025 · OPENAI

    A Practical Guide to Building Agents

    A practical introduction to the model, tools, and instructions that make up a useful AI agent.

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    BeginnerON JUN 17, 2025 · ORQ.AI

    LLM Agents in 2025: Definition, Use Cases, and Tools

    A plain-English map of how LLM agents moved from reactive chat to autonomous task execution.

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    BeginnerON FEB 5, 2025 · DEEPSET

    How to Build an AI Agent with LLMs

    A low-barrier introduction to the building blocks of LLM-powered agents.

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    BeginnerON DEC 1, 2025 · YOUTUBE TRANSCRIPT

    The Six Levels of Agentic Engineering

    A ladder for understanding how teams move from manual supervision to higher levels of agent delegation.

    Intermediate

    Implementation and design patterns

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    IntermediateON OCT 8, 2025 · GOOGLE CLOUD ARCHITECTURE CENTER

    Choose a Design Pattern for Your Agentic AI System

    How to choose between single-agent, sequential, loop, coordinator, swarm, and human-in-the-loop patterns.

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    IntermediateON SEP 4, 2025 · VELLUM AI

    The Ultimate LLM Agent Build Guide

    A production-minded view of memory, context, tools, guardrails, and multi-agent reliability.

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    IntermediateON DEC 1, 2025 · VISHAL DHOK

    Design Patterns for Agentic AI Systems

    A pattern-oriented approach to coordinating machines that reason, delegate, and work together.

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    IntermediateON APR 20, 2026 · JAY BURGESS

    Agentic Engineering: Systems Architecture First

    Why agentic engineering is mostly architecture, contracts, failure analysis, observability, and eval design.

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    IntermediateON DEC 9, 2025 · ARXIV

    Designing and Deploying Production-Grade Agentic AI Workflows

    A lifecycle view of workflow decomposition, MCP integration, tool design, deployment, and maintainability.

    Advanced

    Architecture, governance, and security

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    AdvancedON FEB 11, 2026 · ARXIV

    From Prompt-Response to Goal-Directed Systems

    How agentic AI architecture evolves from stateless response generation to goal-directed control loops.

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    AdvancedON JAN 1, 2026 · TECHNICAL GUIDE

    Production-Grade Autonomous AI Systems

    A technical guide to reflection, tool use, planning, multi-agent collaboration, and enterprise reliability.

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    AdvancedON OCT 12, 2025 · ARXIV

    From Craft to Constitution

    A governance-first paradigm for turning agent development from brittle craft into principled engineering.

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    AdvancedON APR 28, 2025 · ARXIV

    A Threat Model for Generative AI Agents

    How ATFAA and SHIELD frame the security risks unique to autonomous, tool-using AI agents.

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    AdvancedON FEB 12, 2026 · AKEYLESS / AGENT IDENTITY RESEARCH

    AI Agent Identity Security: The 2026 Deployment Guide

    Why production agents need explicit identity, scoped delegation, and enforceable trust boundaries.

    Business

    Part VIII — The Agentic Business

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    BusinessON MAR 1, 2026 · AGENTIC ENGINEERING ACADEMY

    The Economics of Agentic Engineering

    How to think about agentic engineering through unit economics, leverage, marginal cost, and measurable business outcomes.

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    BusinessON MAR 2, 2026 · AGENTIC ENGINEERING ACADEMY

    Building and Leading Agentic Teams

    How engineering leaders can organize roles, rituals, review loops, and operating standards for teams that use agents every day.

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    BusinessON MAR 3, 2026 · AGENTIC ENGINEERING ACADEMY

    AI Product Management

    A product management guide for AI-native features: choosing workflows, defining success, managing uncertainty, and shipping responsibly.

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    BusinessON MAR 4, 2026 · AGENTIC ENGINEERING ACADEMY

    Vendor and Model Strategy

    How to choose models, vendors, routing strategies, fallback plans, and governance practices without locking the business into brittle dependencies.

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    BusinessON MAR 5, 2026 · AGENTIC ENGINEERING ACADEMY

    Legal, IP, and Compliance

    The practical legal and compliance questions teams must answer before using agents in real business workflows.

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    BusinessON MAR 6, 2026 · AGENTIC ENGINEERING ACADEMY

    Organizational Change Management

    How to move an organization from scattered AI experiments to durable agentic capability without creating fear, chaos, or unmanaged risk.

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    BusinessON MAR 7, 2026 · AGENTIC ENGINEERING ACADEMY

    Competitive Strategy in an AI-Native Market

    How agentic capability changes competitive advantage, speed, defensibility, customer experience, and operating models.