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What makes your AI agent sessions messy?
WTF is Compound Engineering Plugin?
Compound Engineering is a plugin which you can install and improve your agentic sessions.
The annoying part of agent work is the handoff.
You know the task in your head.
The agent sees only the tiny piece you typed.
So the session becomes a drip feed:
first promptthen the errorthen the screenshotthen the Slack threadthen the latest tool infothen the thing you forgot to mention
That is why the work feels heavier than it should.
A better starting packet saves that back-and-forth.
You give the agent the task, the evidence, the current context, and the success condition before it starts.
Then the plan is not a random outline.
It is a working document.
Today's Shortcut is a beginner version of that workflow.
I am Alex, welcome to ShortCu8 by Innov8.
Lets Dive Deep 🐰
⭐Today's Shortcut
Build one agent workflow like this:
1. Speak the task
2. Add the raw evidence
3. Pull fresh context with last30days skill
4. Turn it into plan.md with /ce-plan
5. Run the plan with /ce-work
6. Use a second session to review
7. Save repeated work as a skillThat is enough for a beginner.
Everything else is an upgrade.
1. Speak the Task First
Typing makes people over-edit.
Voice gives the agent the messy version faster.
Tools you can use:
Monologue
Wispr Flow
Apple Dictation
For Windows, add Vowen as a free dictation option.
On iPhone, use Apple Dictation directly inside Notes, WhatsApp, Telegram, or any text box.
The goal is not a clean paragraph.
The goal is a useful task dump.
Example:
I am trying to fix checkout.The bug happens after someone comes from the pricing page.The selected plan changes inside the modal.I think the redirect is carrying the wrong state.Check the flow and fix only that.
This gives the agent the shape of the problem before you start attaching files.
2. Pull Fresh Context Before Planning
Use this when the topic moves fast.
AI tools, pricing, creator workflows, coding agents, APIs, and model launches change too quickly for old model memory.
Run last30days skill ( ask ur agent to install this skill) before planning.
It checks recent discussion from places like Reddit, X, YouTube, Hacker News, and GitHub.
Example:
/last30days best AI video editing tools for creators
Then give that research to the planning step.
Simple flow:
voice briefraw evidence/last30days <topic>/ce-plan/ce-work
That order matters.
Fresh context should shape the plan, not arrive after the plan is already made.
3. Use Compound Engineering for the Plan and Work
Install Compound Engineering once:
/plugin marketplace add EveryInc/compound-engineering-plugin
or just ask codex//claudecode
For this workflow, focus on two commands:
/ce-plan/ce-work
/ce-plan creates plan.md.
/ce-work executes from that plan.
There is also /ce-brainstorm, but treat it as optional.
Use /ce-brainstorm when the idea is still unclear.
Example:
/ce-brainstorm I want to improve onboarding, but I do not know where the flow breaks.
Then move to:
/ce-plan/ce-work
The plan is not there to impress you.
It is there so the agent has a stable working document.
If the plan is long, ask:
TLDR?
or:
wait, why this approach?
Skim the direction.
Then let the agent work.
4. Use More Than One Session
One session can do the job.
Two sessions make the job cleaner.
On Mac, use cmux to run multiple agent tabs.
On Windows, multiple Codex sessions are enough.
Simple setup:
Session 1: planSession 2: executeSession 3: review or research
You can also split tools:
Claude Code for planning
Codex for repo work
Codex IDE extension when you want to stay inside the editor
Do not make this complicated.
The practical reason is simple:
Planning, building, and reviewing should not always live in the same chat.
5. Keep a Small Agent Memory
Your agent gets better when it can see previous work.
Keep a folder with:
old plan.md files
product notes
decisions
meeting transcript
Tools mentioned in the article:
Obsidian
supermemory
You do not need all of them.
A clean markdown folder is enough.
Next time, point Codex or Claude to the folder before asking for new work.
Now the agent is not starting cold.
6. Turn Repeated Work Into a Skill
This is the strongest habit.
When you repeat the same workflow three times, stop rewriting the prompt.
Make a skill.
Prompt:
Look at the Compound Engineering skill and help me make one like this for [my repeated task].
Good skill candidates:
landing page QA
product spec writing
research brief format
The first time, do it manually.
The second time, improve the process.
The third time, save it as a skill.
That is how the workflow compounds.
Later Upgrades
Keep these for later:
AgentMail for giving agents an email address
remote control for agent-controlled windows
Ghostty for opening straight into Claude or Codex
Mac mini, tmux, and Mosh for long-running sessions
a better laptop setup if you run agents all day
Useful, yes.
Needed on day one, no.
Start with the basics.
Beginner Setup
Try this once:
Dictate one task with Vowen, Wispr, Monologue, or Apple Dictation.
Attach the raw evidence.
Run last30days if the topic needs current context.
Install Compound Engineering.
Run /ce-plan.
Ask TLDR? if the plan is long.
Run /ce-work.
Open a second Codex session to review.
If you will repeat the workflow, turn it into a skill.
That is the whole shortcut.
Now go build something great.
The ShortList
🛠️Cool Tools of the Week:
Hermes Desktop: The agentic platform Hermes now has a dedicated desktop app.
ChatGPT: The chatbot now has editing features for longform writing, letting users edit longer pieces in full-screen and save them to your Library.
Dreamina Octo: The newest AI video model from Dreamina, now available in Beta.
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