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The Twelve-Factor Agentic SDLC

The Great Filter: A Manifesto for Human-Led, AI-Powered Software Development

Turn scattered AI wins into structured, scalable team velocity.

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Why This Matters

Almost every developer already has a story about how AI helped them ship something faster. But at the team level, those wins rarely add up. Instead, you get:​

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Inconsistent

output

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Knowledge

silo

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Unpredictable

velocity

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Erosion of

code ownership

The result? Velocity you can’t predict — and quality you can’t fully trust.​

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Developer as orchestrator, AI as intern

Quick Takeaways

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Learn to initiate tasks with a formal 'Mission Brief'

Clear sync vs. async workflow

Human judgment as the final filter

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From experiments to a repeatable system

What You’ll Get From the Manifesto

Based on Tikal’s work with dozens of engineering teams and insights from our AI Task Force, we developed the Twelve-Factor Agentic SDLC: a structured methodology that makes AI a governed part of the development process.

You’ll learn how to:

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Establish a clear mental model for using AI across the team

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Apply a practical workflow that separates [SYNC] collaboration from [ASYNC] delegation

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Keep human judgment as the final filter for quality and ownership

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Turn individual experiments into a repeatable, team-wide system

This is about moving from ad-hoc AI use to a process that accelerates delivery without losing context, quality, or control.

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About Tikal

Tikal is your hands-on tech consultancy partner for scaling and making a tech impact on your product's development.


Our practice, driven by the Israeli Tech Radar in the domains of AI, Fullstack, Backend, Data, Machine Learning, and DevOps, seamlessly integrates into your team and boosts your engineering capabilities.

Discover how the Twelve-Factor Agentic SDLC can help your team adopt AI with clarity, speed, and control.

Fill in your details to get access to The Great Filter: A Manifesto for Human-Led, AI-Powered Software Development.

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