Karam Abu MokhEmail me
Karam
I ask, I approve

Karam

Claude Code

The setup and content

The best out of Claude, for the least cost. Eight parts, one cost lever each.

projects
8
connected tools
29
memory pieces
9
repos
32

Part 1 of 8

What every message costs

Read your usage: watch context per step and step count.

Lever
Cost is context times steps.
From my setup
Early batch: 739 million tokens over 3,149 steps.
Avoid
Judging cost by answer length.

Copy this Estimate context times steps, then write down the measured number.

Part 2 of 8

Instructions that earn tokens

Rules that change behaviour; cut the rest.

Lever
Always-loaded rules are paid on every step in Claude Code.
From my setup
Session start fell from 48.6k to 43.4k tokens, 11%.
Avoid
Long rule files; cutting the one that matters.

Copy this Keep a rule only if it changes behaviour.

Part 3 of 8

The right model per step

The smallest model that does each step well.

Lever
Smallest model per step; weekly guards at 70% and 85%.
From my setup
Past 85%: workers on Haiku, bosses answer in one sentence.
Avoid
Biggest model everywhere, or too small for judgment.
Demo
My model policy
Who or whatModel
Talkers: the project bossesSonnet 5.5, high
Workers, normal project workSonnet 5.5
Workers, small mechanical stepsHaiku 5.5
Research and planningOpus 5.5, high
Chat plumbingHaiku 5.5

One task, three steps, three models.

Copy this Start small; move up when a wrong answer costs trust.

Part 4 of 8

Keep the main chat small

Heavy reading goes to helpers; the chat stays light.

Lever
The main chat is re-read on every step.
From my setup
Foreground helpers once blocked my chat for 22 of 34 minutes.
Avoid
Big logs in the main chat; compaction wiping what you loaded.

Copy this Read big things in a helper; keep the summary.

Part 5 of 8

Cheapest worker first

Pick the cheapest worker that works.

Lever
Scripts cost nothing; narrow helpers beat one giant agent.
From my setup
Middle model, 3 items a session, short playbooks: a tenth the cost.
Avoid
One giant agent holding every file.

Copy this Script first, one narrow helper next, workflows for many items.

Part 6 of 8

Never pay twice

Write it down once; search it later.

Lever
Search a decision instead of re-explaining it.
From my setup
Each project agent starts from about 1.2k tokens of notes.
Avoid
Re-explaining the same context every chat.

Copy this Decide once, with a key; search before you ask.

Part 7 of 8

Connect only where used

Load each tool only where it is used.

Lever
Project tools load in their project, not the main chat.
From my setup
I moved the ad and voice connectors into their own projects.
Avoid
Every tool connected everywhere.

Copy this Connect a tool where it is used; outward actions need a yes.

Part 8 of 8

Work while you are away

Leave a job running; come back to a result.

Lever
Idle hours and silent stalls cost too.
From my setup
A prompt after I left blocked my chat overnight, until 11:53.
Avoid
A prompt that waits for a human.

Copy this Before you leave, ask every permission once and launch first.