Tech

Not one giant prompt. A typed multi-agent workflow.

Evidence enters as records. Specialist agents reason over bounded inputs. Risky updates stop for review. Confirmed memory helps the next run.

Agent crew

12 specialists, each with one bounded job.

Agent system

12 agents

mailbox · resume · safety · memory · strategy

Mailbox

Filters noise and extracts job events.

Inbox triage

Workflow extraction

+3 more

Resume

Keeps resume claims aligned with target roles and outcomes.

Resume extraction

Resume evaluation

Safety

Blocks risky or low-confidence updates.

Scam checker

Review evidence

+1 more

Memory + strategy

Learns from corrections and guides next actions.

User memory steward

Career orchestrator

Runtime

Next.js workspace

.NET API

Postgres records

Model reasoning

Review gates

User memory

TSTypeScript

C#.NET

SQLPostgres

APIGmail

AIGemma

MDMemory

See it as a system

Preparing your workspace.