Agentic Software Development Field Guide
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A practical guide for engineering leaders setting intent, verifying AI output and governing agentic delivery at scale.
Why this field guide exists
AI makes it easy to ship more code. It does not make that code easier to trust. Most teams don’t fail because their developers can’t use AI. They fail because the dev’s job changed and nobody redefined it.
This field guide shows how high-performance teams set intent, verify AI output and govern agentic delivery without slowing down.
What you’ll learn
Everything inside is grounded in real production incidents, real audits and real failure modes, not theory.
What’s Inside
The AI frontier and where the line sits: Covers what AI can already do today, from Cloudflare’s AI rewrite of Next.js to StrongDM’s fully autonomous dark factory, and the professional ceiling that separates hobby projects from regulated software.
Verification, risk and threat modelling: Covers risk-based review, deterministic checks, keeping builder and verifier agents separate, and threat modelling the tooling itself.
Vibe code drift: Names the core problem: the widening gap between what a developer intended and what an agent produced, and why clean-looking AI code creates false confidence.
Team collaboration and governance: Covers shared understanding, accountability, traceability and the operating model teams need at organisational scale.
Setting intent and context engineering: Covers contracts, specs and plans, and the harness of context that shapes what an agent actually builds.
Measuring what matters, and Nissy in practice: Covers the three pillars worth tracking together, and a worked example of Nissy, Cleverbit’s own tool for catching drift before it ships.
Who this is for
This field guide is written for:
If you’re responsible for what ships, this is for you.
about the authors
Free PDF. No Fluff. No spam.
Text extracted automatically; images, tables and formatting may be missing. Original: https://www.helpnetsecurity.com/2026/09/02/download-the-agentic-software-development-guide/