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Agentic Workflows

A defined sequence of actions an LLM can carry out on its own — within limits you set explicitly, not a black box you hope behaves.

LLM Agents · Orchestration · Bounded Autonomy

What it is

An agentic workflow gives a model a scoped set of tools and a defined goal, then lets it decide the sequence of steps rather than following a fixed script. That's useful exactly where the steps vary by case but the goal doesn't — and dangerous exactly where the boundaries aren't stated up front, which is why every boundary is explicit before anything ships.

How it works

  1. 01
    Define the goal and the tools

    What the agent is actually trying to accomplish, and the specific, scoped set of actions it's allowed to take to get there.

  2. 02
    Set the hard boundaries

    What it can never do unsupervised — an irreversible action, a spend limit, a customer-facing send — stated explicitly, not left implicit.

  3. 03
    Build and test against edge cases

    Adversarial and edge-case testing before production, not just the happy path a demo is built to survive.

  4. 04
    Ship with a kill switch and logs

    Every action taken is logged and attributable, and the workflow can be paused or reverted without a deploy.

Benefits

  • Multi-step work handled end-to-end instead of requiring a person at every step
  • Explicit, auditable boundaries on what the agent can and can't do unsupervised
  • A kill switch and action log, not a system you have to trust blindly

Frequently asked

What stops the agent from doing something irreversible?

Hard boundaries defined at build time — certain actions simply aren't in its available tool set, and anything with real consequence routes through human approval.

Can we see what it decided and why?

Yes — every action is logged with the reasoning that led to it, so a wrong outcome is traceable back to a specific decision, not a mystery.

Not sure this is the right fit yet?

A scope call is a lower-commitment way to find out before anything gets built.

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