Karez Agents

Agents that run the work.
Not chat about it.

Repetitive workflows, run from the record. Each step cites what it used. Each decision goes to a named person.

Learn. Run. Hand off.

01retrieve · reuse

Learn.

The agent pulls the facts and the rules from the record, and the method your best person used the last fourteen times.

02validate · act

Run.

Checks the method against the rule, runs the steps, and cites every one. Shorter than the SOP when the method is.

03a named person

Hand off.

Every write waits for a reviewer. The decision arrives with the evidence attached, not a chat window.

Built for real operations work.

Four agents, one record.
Agent control

Four agents share one record. Retrieve pulls the facts and rules for this case. Reuse brings the method a person used the last fourteen times. Validate checks the method against the rule. Act runs the steps and hands the decision to a named person. Each one cites what it used.

Every run, traced.
Observability

A run is five steps you can read: what it retrieved, what method it reused, how the rule held, what it drafted, who it handed off to. Milliseconds and cents on each step, the model it used, in your logs the moment it finishes.

Waits for a person.
Hand-off

Nothing writes to a system of record on its own. Every output lands in a queue, addressed to the named reviewer for that workflow, with the evidence attached. They clear it, send it back, or change the rule. The action record says who did what.

What an agent never does on its own.
Governance

Agents run the repetitive work. People decide. The rules are the same on every workflow, in every industry, and they are visible in your logs.

retrievereusevalidateact

Agent control.

Four agents, each working from memory. Every step cites what it used.

retrieve · reuse · validate · actnothing acts alone
run · invoice match · 482130.00 s
cost $0.000model routed · claude-sonnetreviewer AP clerk

Every run, traced.

Each step, the sources it used, the cost and the time. In your logs the moment it runs.

observability · liveopen the trace ↗
approval queue · waiting on you4

Waiting on a person.

Every write sits here until a named reviewer clears it. Evidence attached, source cited.

nothing acts aloneopen the queue ↗
ruleheld by

Seven rules, every run.

Checked on the page, then in your logs.

live · in your logsopen the log ↗

Put your business to work with AI.

Decisions, tasks and finished work, from your own record.