The free guide

The 10x
Operator List

20 use cases for people who build: engineers, automators, tinkerers. I'm a software engineer; it just so happens the business my stack runs is a content brand. Everything here is something you can set up this week.

Daniel pointing at Claude on an iPad

the input is a sentence ยท the output is an operation

Code

The day job, minus the parts that were never engineering.

  1. 01

    Ship features in parallel

    Claude Code

    Run three sessions in three git worktrees: one builds the feature, one fixes the bug, one refactors. You review and merge. The bottleneck stops being typing speed and becomes your judgment, which is the job anyway.

  2. 02

    Drop into unfamiliar codebases

    Claude Code

    Point it at a repo you've never seen and ask where the auth flow lives, why a request is slow, or what breaks if you change a type. Codebase archaeology that used to take a day of grepping takes minutes.

  3. 03

    Debug from the symptom

    Claude Code

    Paste the stack trace, the weird screenshot, the failing request. It reproduces the bug, finds the cause, writes the fix and runs the tests. My favourite: it traced washed-out video colors to a missing color-space tag in an encode step I didn't know I had.

  4. 04

    Guardrails via hooks

    Claude Code

    Wire hooks so your tests and linter run automatically after every edit it makes. The agent catches its own regressions before you ever see them, which is what makes leaving it unsupervised sane.

  5. 05

    Review before you push

    Claude Code

    A review pass over your diff before it ships catches the off-by-one, the unhandled error path, the API you misused. A senior second pair of eyes on demand, including on the code it wrote itself.

Automate

Systems that run while your laptop is closed.

  1. 06

    Turn any workflow into one command

    Claude Code

    Your most repeated multi-step chore becomes a custom skill: one command runs the whole chain. The biggest compounding habit on this list, because every workflow you wrap stays fast forever.

  2. 07

    Jobs on a $6 server

    Claude Code

    A tiny VPS with a queue and a cron loop runs your scheduled work: reports, syncs, backups, publishes. Mine happens to post content on a schedule; yours could ship nightly builds. Same architecture.

  3. 08

    Drive real APIs, skip the dashboards

    Claude Code

    Anything you do by clicking a web console can be a script against the official API: publishing, provisioning, pulling stats, rotating keys. Claude reads the docs and writes the client so you never click through five screens again.

  4. 09

    A bot as your remote control

    Claude Code

    Bridge your pipeline to Telegram or Slack: outputs come to your phone for approval, a reply triggers the next step. I have reviewed and shipped production work from the gym.

  5. 10

    Media pipelines without a studio

    Claude Code

    ffmpeg, whisper transcription, scene detection, batch encodes: Claude orchestrates all of it from a description. It just so happens mine cuts talking-head takes into captioned reels; the same pattern processes any audio or video at scale.

Operate

Your data, your decisions, less of your time.

  1. 11

    Internal dashboards no SaaS sells

    Claude Code

    Describe the exact view of your system you wish existed: your queue, your metrics, your logs, one tab. Custom internal tools used to need a team and a sprint; now they're an afternoon of conversation.

  2. 12

    Metrics that compare fairly

    Claude Code

    Raw numbers lie when samples differ in age or size. Have Claude pull from the APIs and normalize: same-age comparisons, per-unit rates, honest baselines. Mine scores every post at exactly 72 hours old for this reason.

  3. 13

    Money admin from real data

    Claude Code

    Invoices, usage reports and reconciliation drafted from actual API numbers instead of a hand-maintained spreadsheet. Month-end becomes a sanity check, not a session.

  4. 14

    Inbox and file triage

    Claude Cowork

    Point Cowork at the mess: it files screenshots, renames assets into a scheme you can grep, dedupes downloads, and drafts replies to the boring half of your inbox while you build.

  5. 15

    A weekly review with an analyst

    Claude

    Once a week, put your numbers in front of it and make two decisions: kill what's fading, double what's working. Ten minutes, and it's a standing meeting with an analyst who read everything and forgets nothing.

Build & remember

The tools around the tools.

  1. 16

    Ship a whole product by talking

    Claude Code

    Describe the site or app in plain English; it scaffolds, builds, deploys and iterates. Push to git, live in a minute. This site, this page included, exists that way.

  2. 17

    Micro-tools as leverage

    Claude Code

    Calculators, converters, checklists, tiny utilities for your team or your audience now cost a conversation to build. Small tools that save someone ten minutes are the most shareable software you can make.

  3. 18

    Give it a memory

    Claude

    Keep a small wiki Claude reads at the start of every session: current priorities, active projects, decisions already made. Every conversation starts warm instead of from zero. CLAUDE.md is the same trick at repo level.

  4. 19

    Rant now, structure later

    Claude

    Voice-note a messy brain dump after a call or a debugging session and have Claude file it into the right pages, update priorities, and archive the raw note. Thinking stays fast, records stay clean.

  5. 20

    Docs that write themselves

    Claude Code

    READMEs, runbooks and architecture notes generated from the code that actually exists, then kept current as it changes. The docs you were never going to write are suddenly the docs you have.

The pattern behind all 20

Do the work once with Claude, then turn it into a template, a skill or a schedule so it never costs you attention again. That is the whole 10x trick: you are not faster, you just stopped repeating yourself.

Daniel โ€” @yourcontextwindow

I post workflows like this every week. Follow along and comment on any reel if you want the next guide in your DMs.

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