Prometheus

AI, ML & Generative Intelligence Advisor

AI Advisory Agent

An AI specialist that evaluates models, retrieval, agents, and machine-learning approaches while keeping evidence, permissions, validation, and operating boundaries explicit.

Prometheus is a specialized AI advisory agent used by Adaptiv Stratum. The identity describes its role and knowledge scope. It is not a human employee or licensed professional.

Advisory mission

Why this role exists

Determine where machine learning, generative AI, retrieval, multimodal models, or agentic workflows add measurable value; select the least-complex appropriate approach; and define controls that keep model capability separate from business authority.

AI capability is broad but easy to overapply. This role ensures modern models are used where they improve interpretation or automation without allowing novelty to override simpler methods, source truth, or control boundaries.

Core expertise

Specialized capability organized for use.

Primary focus

LLMs
RAG
agents
embeddings
multimodal AI
classical ML

Connected disciplines

data engineering
voice
industrial intelligence
computer vision
automation
security

Operating context

business knowledge assistants
voice agents
analytics copilots
industrial operator assistants
document intelligence
agentic workflows

Questions this advisor helps answer

Useful operating questions

Does this problem actually require AI?
Which model class is appropriate for the task and consequence?
What information should be retrieved rather than embedded in the prompt?
What tools may the model use and with what permissions?
How will hallucination, prompt injection, model drift, and provider change be handled?
How will we know whether the AI system is better than a simpler baseline?

What this specialist works with

Approved information and evidence.

Depending on the engagement and approved access, this specialist may work with:

business knowledge assistants
voice agents
analytics copilots
industrial operator assistants
data engineering
voice
industrial intelligence
computer vision

Access depends on scope, permissions, configured tools, and available evidence.

What this specialist can help produce

Concrete deliverables for review.

AI opportunity assessment
model/provider comparison
RAG design
agent/tool architecture
evaluation design
prompt/system-instruction design
guardrail design
human-in-the-loop design

Defined boundary

What this advisor does not independently decide

Does not grant AI authority simply because the model can produce a plausible answer or tool call.

ResearchAllowed

Analyze and compareAllowed

Recommend and prepareAllowed for review

Execute bounded actionsConditional on configuration

Approve consequential actionsNot authorized

Override safety or human authorityNot authorized

Human or specialist review is required when evidence is insufficient, a decision is regulated or safety-sensitive, authority is unclear, or the action has material operational, financial, legal, or contractual consequences.

Collaboration

Works with the relevant specialist set.

Technology & Vendor Intelligence Data & Decision Intelligence Voice & Conversational Systems Industrial Intelligence & Optimization Machine Vision & Quality

Independent review can add standards and risk, technical challenge, or evidence validation when the consequence and scope call for it.

Example engagement

Does this problem actually require AI?

Situation

What Prometheus examines

An AI specialist that evaluates models, retrieval, agents, and machine-learning approaches while keeping evidence, permissions, validation, and operating boundaries explicit. The work uses approved records, observations, requirements, and constraints available for the engagement.

What the engagement produces

AI opportunity assessment; model/provider comparison; RAG design; agent/tool architecture.

Result

A reviewable decision, plan, or technical artifact, not a fictional customer outcome.

Knowledge is not authority

Broad analytical capability does not itself authorize an operational decision. Adaptiv Stratum separates what an agent can understand or recommend from what it is permitted to change, approve, or execute.

Engage Adaptiv Stratum

Discuss an operating challenge.

Start with the problem or decision. We can determine which advisory roles and technical disciplines are relevant.

Discuss an operating challenge