THE WORKFLOW IS THE OUTPUT, NOT THE INPUT.

Don’t design the workflow.Capture the run that worked.

rote observes the tools, checks, corrections, and execution order in a successful agent run, then captures the working method as a Play. Any harness can replay it with fresh inputs.

Takes about 2 minutesNo workflow to design

LIVE PLAY · MODIQO/HELLOLOCAL EXECUTION
ONE PLAY URI · YOUR HARNESS

Paste a Play into the harness you already use.

Claude CodeHermes AgentCodex AppKimiCursorPi Coding Agent
ONE EXPERT-GUIDED RUN · EVERY AGENT AFTER

The work gets done.The expertise stays.

An expert steers one successful run. rote keeps every tool choice, correction, boundary, and check. The method becomes a play any agent can run.

↔ DRAG TO COMPARE
FROM INTENT TO DURABLE EXECUTION

One intent becomes a traceable Play.

rote expresses the work through explicit modalities. Their request and response units form a dependency trace; the successful trace becomes a Play that can be retrieved and run again.

LOCAL SANDBOX · OBSERVABILITY ONINTENT → DURABLE TRACE → PLAY
INFERENCEAre my agent harnesses up?

intent chooses the work

APIrote probe

typed API request

BROWSERrote browse

browser ledger slice

SHELLrote proc

bounded local process

COMPOSEextract

answer from dependencies

intent
INPUT
@1–7API@8BROWSER@9–11SHELL
MODALITY EXECUTION
@12EXTRACT
COMPOSED RESPONSE
INDEXPLAYSHARE
PLAY HANDOFF
DURABLE EXECUTION TRACE

Every @ unit keeps its request, response, timing, and dependencies inside the sandbox.

PLAY · INDEXED FOR RETRIEVALHarness health↗ SHARE WITH A COLLEAGUE
https://play.modiqo.ai/modiqo/hello
LATER INFERENCECheck the harnesses again.
⌕ PLAY RETRIEVEDSame proven path
▶ EXECUTED IMMEDIATELYFresh @ units
@ request + response dependency indexed retrieval deterministic execution
MEASURED ON MODIQO/HELLO

Expertise that compounds.

One expert-guided run captures the method. Every agent after repeats it with fresh inputs instead of reasoning through the work again.

MEASURED RUN · MODIQO/HELLOONE CAPTURE / EVERY REPEAT
REASONING TOKENS PER RUNRELATIVE USE
EXPERT-GUIDED CAPTURE14,900

captured once

PLAY REPEAT~300

each run after

REASONING NOT REPEATED98%

less on every repeat

MEASURED REDUCTION(14,900 − 300) ÷ 14,900 = 97.99%SHOWN AS 98%
TEAM-SCALE EXAMPLE600 repeats / month

30 runs × 20 people, using the per-run costs above.

METHODMONTHLY COST
RE-REASON EVERY RUN600 × ~$0.11
~$66/mo
REPEAT THE PLAY600 × $0.0006
$0.36/mo
DIFFERENCE~$65.64 not spent re-reasoning
SOURCE · MODIQO/HELLO PLAY

Team costs are illustrative. Actual cost varies by model, pricing, task, and run frequency.

ONE LIBRARY · EVERY TEAM

Build a library of plays for the entire organization.

Sales, Marketing, DevOps, and AgentOps each turn a successful agent job into a reusable Play. One shared library gives the organization proven methods without forcing every team into the same harness.

FROM SUCCESSFUL JOB → SHARED PLAY4 TEAMS · 4 JOBS · ONE LIBRARY
CHOOSE A TEAM
SALES · SUCCESSFUL AGENT JOB
TEAM-SPECIFIC WORKsales, launches, incidents, skillsONE SHARED LIBRARYproven methods stay discoverableANY HARNESSteams keep the tools they preferLOCAL CREDENTIALSaccess never travels with the PlayBROWSE ALL PLAYS →
YOUR NEXT PLAY

What should we save today?

The next job your agent gets right. Work with your agent as usual. rote shows you the method and asks before keeping it as a Play. Nothing is saved without your say.

GUIDED SETUP · YOUR HARNESS

Start where your agents already work.

Choose a harness and copy one command. The onboarding plugin opens guided setup inside a fresh session.

YOUR HARNESSClaude Code or CodexYOUR MACHINEcredentials stay localYOUR SAYapprove every consequential step
CHOOSE YOUR HARNESS
EXACT COMMAND$claude plugin marketplace add modiqo/rote-skills&&claude plugin install rote-onboard@rote-skills&&claude '/rote-setup'
PASTE ONCE INTO TERMINAL · OPENS /ROTE-SETUP
EXACT COMMAND$codex plugin marketplace add modiqo/rote-skills&&codex plugin add rote-onboard@rote-skills&&codex '$rote-setup'
PASTE ONCE INTO TERMINAL · OPENS $ROTE-SETUP
01 · ADD MARKETPLACE02 · INSTALL ONBOARDING03 · GUIDED SETUP