Probubo™ — Resilience Suite v1 -Defence in Depth Architecture for Modern AI and Systems

Probubo™ V1 is a simple AI safety foundation designed to protect how you work with AI.

Most people use powerful AI systems without realising how easily instructions can be overridden, workflows can drift, or sensitive information can be exposed. These risks aren’t caused by user error — they’re a natural consequence of how large language models work.

Probubo V1 exists to reduce those risks.

It provides a clear, structured safety layer you can apply to your AI workflows so they remain stable, predictable, and aligned with your intent, without requiring technical knowledge or security expertise.

This is not a tool you have to constantly manage.

It’s designed to be set once and relied on.

What Probubo V1 helps protect against

• Prompt injection and instruction override

• Hidden or accidental workflow manipulation

• Drift in GPT behaviour over time

• Unsafe copy-paste loops

• Unintended outputs caused by ambiguous input

• Fragile AI workflows that break without warning

Probubo doesn’t claim to make AI “perfect” or “unhackable.”

Instead, it reduces risk, increases consistency, and restores control.

What’s included

• A structured AI safety foundation you can apply immediately

• Clear guidance on safer prompt and workflow patterns

• Practical protection principles that work across AI tools

• A framework designed for real-world, everyday AI use

• No setup complexity, no code, no integrations

Probubo V1 is designed to work with the tools you already use.

Who it’s for / who it’s not

Probubo V1 is for:

• Beginners using AI for work or learning

• Creators building GPTs or automations

• Vibe coders and non-technical builders

• Small teams who want safer AI workflows

• Anyone who wants protection without complexity

Probubo V1 is not:

• A developer SDK

• A penetration testing tool

• A replacement for enterprise security systems

• A guarantee against all possible AI misuse

If you want safer, more reliable AI workflows without needing to understand security engineering, Probubo V1 is designed for you.

👉 Get Probubo V1

👉 Start building with confidence

Advanced users may wish to explore future Probubo releases when available.