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.

✦ ✦ ✦

TEST 001 · INPUT TOKENS

−16.5%

same answers, +12 ms

LATER

One tool per episode.

Each reel is a test. Comment its keyword and the full write-up lands in your DMs, or read it here.

TEST 001 reel: the −16.5% readout and the cartoon presenter

TEST 001 · keyword TRIM

llmtrim, tested

LATER

BUILD 001 · REELS

Claude Code edits my reels now

Coming this week

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

Would llmtrim pay off for you?

My test cut 16.5% of input tokens. Cached tokens barely cost anything, so the saving only counts on the rest. Put in your numbers.

ESTIMATED SAVING

$9.90

a month. Small, but measurable.

How every test runs

  • On my own setup. My real agent and API key, not a demo.
  • Same tasks, before and after. A fixed set of real tasks, run with and without the tool.
  • My numbers, not theirs. Tokens, time and answers measured; the author's claims are quoted as theirs.
  • A verdict with a reason. YES, LATER or NO, and what would change it.
Reel frame: how llmtrim squeezes each request Reel frame: the test results dials Reel frame: the LATER verdict

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