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.

Latest: TEST 001All tests
LATER

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 · REELS

Claude Code edits my reels now

Coming soon

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

llmtrimLATERClaude Code edits my reels nowSOONCode ModeSOONA vault that maintains itselfSOONThe coin-flip trading skillSOONMy agent answers in 3 secondsSOON

TEST 001 · llmtrim

The numbers, measured.

Same

answers

−16.5%

input tokens

+12 ms

per call

1

episode tested so far

Reel frame: one request from your agent, squeezed by llmtrimReel frame: the results, same answers and −16.5% input tokensReel frame: why I switched it offReel frame: the LATER verdict

The lab desk.

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

Read the full test
summary.txt
A free, open-source local proxy that compresses every request before it reaches the AI API. I ran it on my own agent to see if it's worth keeping.
results.txt
answers        Same
input tokens   −16.5%
per call       +12 ms
verdict.md
LATER
TEST 001 · comment TRIM

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