FIRMA23
FIRMA23

Agentic Engineering

Mérida, Yucatán, Mexico

We build
intelligent
systems
for real-world

operations.

FIRMA23 is an agentic engineering firm based in Mérida. We design, deploy, and operate vertical systems alongside Mexican companies.

Our approach

Mérida, Yucatán, Mexico

Operations are the context

General tools solve tasks. Companies operate through specific decisions, exceptions and accountabilities.

Value emerges when intelligence becomes a system designed around that reality.

Visual study of horses moving laterally through grassland between low hills.
Visual study / relational field

An operation is understood through its relationships, not isolated tasks.

H01

From operation to system

We work inside the problem, alongside the people accountable for it.

Agentic operational workflowAn operational signal gathers evidence, forms context, activates agents and tools, preserves human control and records the outcome.
  1. Observe

    Diagnosis

    We map real work, decisions, exceptions, information and accountable roles.

    • Real work
    • Decisions
    • Exceptions
    • Accountability
  2. Structure

    Solution design

    We define the minimum architecture of agents, software, data, rules and human control.

    • Architecture
    • Agents and software
    • Data and control
    • Training
  3. Operate

    Implementation

    We build with the operating team, test real cases and transfer lasting capability.

    • Construction
    • Real cases
    • Documentation
    • Transfer
Our approach

Agentic Engineering

An agent on its own is not a system.

  1. OperationReal work
  2. ContextRules and exceptions
  3. AgentsModels and tools
  4. ControlHuman decision
  5. OutcomeTraceability

We coordinate models, tools, information, rules, interfaces and people to perform work with context, traceability and control.

Principles

Principles

  1. Understand before automating.

    Automation begins with an exact reading of the work as it really happens.

  2. Build with the people who operate.

    Adoption is designed with the architecture and the people accountable for it.

  3. Make accountability visible.

    Every decision needs authority, a record and a clear way to review it.

The firm

Visual study of a green mineral plain facing a sequence of low hills.
Visual study / position

Proximity makes it possible to observe patiently and build precisely.

H02

A firm with direct accountability.

From Mérida, FIRMA23 brings together engineering, operational knowledge and systems design. We work closely, document what we learn and remain accountable for what we put into operation.

Meet the firm

Let us discussthe operation that needs to change.

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