AI tools, tested on my real setup.

Every week I run one AI tool on my own agent, measure it, and give it a YES, LATER or NO. The tests are free. The setups I use are for sale.

One tool per episode.

  • TEST · A real tool on my setup, with my numbers and a verdict.
  • BUILD · Something I automated, shown end to end.
  • SETUP · A how-to from my own stack, in a few steps.
LATER

TEST 001 · TRIM

llmtrim: −16.5% tokens, still off

Read the test →

BUILD 001 · AGENT

An assistant that does my to-do list

Read the test →

TEST 002 · CODE

Code Mode: 1.17M tokens to 1K

Coming soon

SETUP 001 · VAULT

A vault that maintains itself

Coming soon

TEST 003 · FLIP

The coin-flip trading skill

Coming soon

BUILD 002 · VOICE

My agent answers in 3 seconds

Coming soon

BUILD 003 · REELS

Claude Code edits my reels now

Coming soon

llmtrimLATERAn assistant that does my to-do listLIVECode ModeSOONA vault that maintains itselfSOONThe coin-flip trading skillSOONMy agent answers in 3 secondsSOONClaude Code edits my reels nowSOON

BUILD 001 · An assistant that does my to-do list

The numbers, measured.

15 min

checks Todoist

5

tasks a day, max

2

running at once

2

episodes tested so far

Reel frame: Hermes, an assistant that works while I'm outReel frame: the plan it texts me before anything runsReel frame: Claude Code working on its own branchReel frame: the limits fenced around the whole route

The lab desk.

The files behind BUILD 001, straight from my setup. Drag them around.

Read the full test
summary.txt
My to-do list grew faster than I could do it, and a lot of it was work an AI could do. So I built an assistant that picks those tasks up, asks me first, and does them on its own branch.
results.txt
checks Todoist 15 min
tasks a day, max 5
running at once 2
verdict.md
—
BUILD 001 · comment AGENT

Free tests. Paid setups.

The write-ups stay free. When a test earns its place in my stack, the exact setup becomes a pack you can copy in an afternoon.

PACK · REELS

The reel pipeline

  • ✓The code that makes these reels from a script
  • ✓Free voice clone and lip-sync setup
  • ✓Scene templates in this look

Coming soon

Follow for the launch

PACK · TOKENS

Cut your agent's bill

  • ✓Prompt caching, set up step by step
  • ✓llmtrim in safe mode, scoped to one app
  • ✓A script that measures your savings

Coming soon

Follow for the launch

Every test stays free.

Comment the keyword on any reel and the full test lands in your DMs.

Browse the tests