Examples

See it at work before you install it

Each example below is sample data, played the way it happens: you type one sentence, Actario’s tools run on your computer, and the result lands in the chat and on the web.

In the chat

The four sentences you will say most

Pick one, or let them play in turn. The steps under each tool line are what the plugin reports while it works.

Claude Code · ~/work/eval
Reply…
On the web

What a saved conversation becomes

A note page per session: goal, each stage with its status and the turns it covers, what is done and what is left. The progress chart is drawn from the statuses the page itself states.

LOPO split — evaluation rerun

evaluationdata loaderleave-one-out
Progress3/5 stages done2 done1 done, unverified1 in progress1 not started
  1. Reproduce last week’s numbersrerun the baseline before changing anythingDone
  2. Fix the loader’s subject shufflefind why fold scores were too goodDone
  3. Rerun folds 1–4rerun with the fixed loaderDone (unverified)
  4. Rerun folds 5–6fold 5 is trainingIn progress
  5. Explain the subject-7 gaplook at why subject 7 scores 12 pt below the restNot started
turn 0turn 213

Reproduce last week’s numbersturns 0–38 ↗

Done

Doing: rerun the baseline before changing anything

The baseline reproduced to within 0.2 pt on every fold, so later differences come from the fix, not the environment.

Fix the loader’s subject shuffleturns 39–97 ↗

Done

Doing: find why fold scores were too good

Subject IDs were reshuffled every epoch, so a subject could land in both train and test. Three attempts are condensed here; the one that held seeds the split once, before the first epoch.

  • split_subjects(seed=…) is now called once per run
  • a test asserts no subject appears on both sides

Rerun folds 1–4turns 98–161 ↗

Done (unverified)

Doing: rerun with the fixed loader

FoldBeforeAfter
10.910.84
20.890.83
30.920.86
40.900.82

Lower, as expected once the leak is gone. Not yet checked against a second seed.

Rerun folds 5–6turns 162–201 ↗

In progress

Doing: fold 5 is training

Fold 6 waits for fold 5; both use the same config as folds 1–4.

Explain the subject-7 gapturns 202–213 ↗

Not started

Doing: look at why subject 7 scores 12 pt below the rest

Noted at the end of the session; no work on it yet.

Summary

Done: loader leak fixed and tested; folds 1–4 rerun.

Left: folds 5–6; a second seed for 1–4; the subject-7 gap.

Written by your own agent from the redacted record of this conversation. Edit it freely: a later analysis will not overwrite your edits.

Sample page, drawn with the product’s own styles. Scroll inside the frame.

On the web

Every line of work at a glance

Each project or Cowork Project is a line. Open one to see its latest runs, each folding out the summaries your agent wrote.

capture 0d oldM

eval

active · 0d
repo·claude-code·12 runs
All runs
Recent runs
Oct 07
LOPO split — evaluation rerunfull · in progress
Summary
Reproduce last week’s numbers · turns 0–38

Baseline reproduced within 0.2 pt on every fold.

Fix the loader’s subject shuffle · turns 39–97

Subjects leaked across folds; the split is now seeded once, with a test.

Rerun folds 1–4 · turns 98–161

Scores dropped 5–8 pt once the leak was gone; second seed pending.

Note page →
Oct 03
Metrics table and plotting helpersfull · done
Sep 30
First LOPO run on the new splitfull · done

Sample data. In your workspace this is the page you land on after signing in.

Preview

Messages between your own agents

One session asks another — on this or another of your computers — to do something. The body is encrypted on the sending computer; the receiving one decides.

Claude Code · api · desktop
Reply…
Claude Code · frontend · laptop

Working on something else…

Reply…
  • Encrypted per computerEach computer has its own key. Actario forwards messages it cannot read.
  • You approve commandsA request or command waits on the receiving side until you accept it.
  • Your own agents, for nowThe preview connects your own lines of work. Teams come later.

Try it on the conversation you are in.

Install the plugin, link your computer once, and say “save this conversation to Actario”.

Examples — Actario