How many versions of the same tag are in your Obsidian vault right now?
#idea#ideas#Idea#idea_note
Claude invents a new one every session.
Unless you tell it not to.
One line in your CLAUDE.md:
"Use tags from this list only."
That's the kind of rule this whole course is built on.
Full course below
LORD FARQUAAD JUST INTERRUPTED A ROBBERY TO SHOW OFF HIS AURA
two masked guys are trying to steal a woman's bag when Lord Farquaad casually walks into the middle of it
full medieval outfit, sword on his belt, looking like he just left Duloc
and somehow the robbers are so confused they actually pull their masks off
but instead of fighting them, Farquaad starts hitting the most ridiculous poses imaginable
the head tilts, the footwork, the completely serious expression
bro is fighting for his life against absolutely nobody
and the entire thing is filmed on a regular street like this happens every Tuesday
imagine trying to rob someone and getting interrupted by a 4-foot Shrek villain with unlimited confidence
POLICE CHASES IN 2028 COULD END WITH COPS LOOKING UP.
4 CRUISERS. 6 OFFICERS. 1 CAR THAT JUST LEAVES.
The intersection is blocked.
Officers on one knee behind their doors.
Inside, the driver doesn’t even look worried.
Thrusters fire. Smoke swallows the crosswalk.
The Roadster clears the cruisers and drops onto the next block.
The cops chase the smoke.
Every police tactic was written for cars that stay down.
AI vision of 2028. Real enough to make you look twice?
holy sh*t. Your AI can now keep a second brain that builds itself. Karpathy’s pattern, running on Grok Bot
stop explaining yourself from scratch every chat.
three bots share one group chat, each with its own memory:
the reader takes in whatever you drop (links, PDFs, voice notes) and never edits it
the librarian updates every wiki page that source touches, usually 10 to 15 pages
the checker works at night and hunts for contradictions, stale claims and pages with no links pointing to them
→ you ask something: the answer gets saved as a page, so the brain grows from use, not only from reading
→ new info conflicts with an old page: the checker tags you instead of overwriting it
→ 30 days without a fresh source: the page is marked unconfirmed
a second brain can sound sure and still remember the wrong thing
Reader collects. Librarian writes. Checker doubts.
every page has to show:
the claim
the source it came from
the date it was last confirmed
paste this into Grok Bot:
“Build me a second brain with three bots in one group chat. Keep my sources untouched in raw/, maintain wiki/ yourself, file good answers back as pages and run a nightly check for contradictions. Show me the structure first. Do not create anything until I confirm”
start with one topic you actually work on, not your whole life
full setup below
GPT-6 ASTRA + REVERSE ENGINEER ANYTHING
MATCHED A GAME FUNCTION
THEN THE TEST TURNED OUT TO PASS WRONG CODE
an AI agent rebuilt a game function
the test said match
an audit later showed the test can be fooled
REA is an MCP server
Claude Code, Codex, Cursor, Gemini CLI
and Grok Build use it to open any program
its own demo asks Windows Calculator
why does 200 + 10% give 220
REA traces the branch that multiplies
and the call that divides by 100
200 × 10 / 100 = 20, then 200 + 20 = 220
then REA's blog shows a relay
on three stubborn game functions
GPT-6-Sol → GPT-6.1-Sol → match
GPT-6.1-Sol → GPT-6 Astra → match
GPT-6-Luna-max → match
Astra rewired the control-flow graph
the compiler merged the branches
exactly like the original did
REA's author checks each match
by comparing instructions
it reads the value behind an address
only if somebody recorded it
an audit then found accepted functions
with wrong constants
one added 1.0f where the original added 32.0f
a model rewarded by that check
could learn to write the wrong function
the author's fix is the part to copy
feed your check code that must fail
before you trust a green tick
try REA's own question
npx rea-agents@latest setup
Use REA to inspect Windows Calculator.
Why does 200 + 10% give 220?
a green tick shows what was read
not what was true