ViBe

AI agents don't remember yesterday — they only know what you hand them at the start of each task. This episode breaks down a practical four-part briefing framework that stops quality drift before it starts.

Show Notes

When an AI agent starts producing outputs that are technically correct but somehow wrong — wrong tone, wrong priorities, wrong calls at the edges — the culprit is almost never the model. It's the moment of handoff: the brief (or lack of one) that the agent receives at the start of every task. This episode of ViBe unpacks why that handoff is the entire relationship between a business and its AI tools, and how to structure it so quality holds up over time.

The episode walks through a concrete four-part framework for briefing an AI agent — modeled on the kind of context you'd give an exceptional contractor who has never worked with your company before. Here's what's covered:

  • Role and stance: Defining not just what the agent does, but how it should approach the work — the register, the confidence level, whose voice it's representing.
  • Decision criteria for gray areas: Writing down principles (not keyword lists) that let the agent extend its logic to situations you haven't anticipated, such as ambiguous routing in support workflows built as workflow automation.
  • Constraint sets: Encoding the things that are obvious to you and invisible to the agent — the sign-off requirements, the brand-history landmines, the hard nos that never appear in training data.
  • Escalation triggers: The specific conditions under which the agent stops, flags, and waits — the piece that makes it safe to trust the agent with everything else.
  • The handoff as a living document: Why a good brief isn't written once and forgotten, but updated every time the agent makes a decision you'd have made differently — and how that document becomes usable institutional memory, especially when you're running AI employees across multiple business functions.

The episode also draws a sharp distinction between rules and principles: rules are lists that break, principles are logic that scales. That single reframe changes how most operators think about writing instructions for agents. If you want to understand how this kind of briefing infrastructure fits into a broader build, see how the build process works at VB.co.

For more on writing the instructions that sit at the core of every agent handoff, listen to The Prompt Is the Product: Writing Instructions That Actually Hold Up — it pairs directly with this episode.

VB.co

What is ViBe?

Building the connective tissue of a modern business software stack — shared identity, module boundaries, tenancy models, and the integration decisions that are cheap now and expensive later.

Each episode takes one architectural decision — where a tenant boundary belongs, how modules should hand off a signed-in user, what to share and what to duplicate — and reasons through the consequences a year out. Written for platform engineers and architects designing systems other teams will build on. Five or six minutes, one decision, no framework advocacy.

Topics include tenancy models and boundaries, shared identity and single sign-on between modules, what to share versus duplicate, module contracts and versioning, migration paths, and integration decisions that are cheap now and expensive later.

Produced by ViBe. Full details, services and further reading at https://vb.co