Agent Components

Topic planning

Classifies each incoming question and sends it to one of four processing pipelines.

Reads each staff question and passes it on to the specialist agents that fit it.

Analyzes error spikes, exceptions and anomalous behavior.

Chooses when and how to use subagents.

Checks edge cases, nil-handling and concurrency.

Looks for shared patterns across fleet deployments.

Planning workflow that classifies a ticket, interviews the author, captures knowledge, synthesizes a plan and publishes it so builders can work without stopping to ask.

Generates images using Grok Imagine.

Second stage of a sequential CrewAI pipeline — synthesizes research.

First stage of a sequential CrewAI research pipeline.

Understands the structure of the CRM and writes the changes from each conversation into the records automatically.

Reviews published research to inform hypotheses.

Each day at 6 a.m. it reviews about 24 local sources and produces the Daily Brief, which goes out unreviewed at 6:10 with every item linked to its source.

Investigates data.

Takes over once a narrow set of matching dimensions has been retrieved.

Gets the error message and failed payload and tries to repair the request.

Manages database patching and version upgrades.

Dependency and release checks

Lists each visual difference between implementation and reference, with a severity and where it appears on screen.

Handles slide and UI design.

Locates lines and changes code.

Architecture and implementation.

Fine-tuned Devin instances migrating Nubank Scala/ETL data classes at fleet scale.

Orchestration.

Coordinates work and deliveries across the team.

Reviews documentation.

Converts research artifacts into manuscripts.

Vertical-specific judges, such as electronics or musical instruments, that evaluate each proposed change.

Watches contract renewals and alerts opportunity owners when important account details change, ahead of their customer conversations.

Writes the articles from the dossier alone, with no internet access.

Research

Writes end-to-end tests for issues.

Adapt finished content to each publication channel and audience segment it is meant for.

Proposes code changes from user requirements.

Documented domain role group for equity research data retrieval.

Recognizes when different category and attribute combinations describe the same set of products.

Combines candidate information for evaluation.

Participates in the specialist coalition for scientific reasoning.

Guides progressive tree search during experimentation.

Explores without writing.

Vendor-reported #1 on Terminal-Bench Core v0.1.1 at publication (Sep 2025, 58.75%) — model-agnostic terminal-task harness.

Identifies reliability requirements that can affect how responsibilities are divided.

Assesses potential molecules for experimental testing.

Local file navigation specialist in the Magentic-One system.

Pulls liquor-license filings out of public agendas.

Holds context on the agency's accounting, invoices and cash flow and knows its finance role when addressed in its own terminal.

Interprets experimental data.

Takes the author's post-workout voice reports, writes the coming week's workouts every Sunday and reviews his progress weekly.

Prepares fixes; no code change is merged without a human reviewing it.