Full Rewrite
Redesign the context document after a scoped calibration conversation.
Human Harness — a manifesto in motion
Route cognition into one system. Ride the AI decision curve. Ship more than you thought possible.
Not anthropocentric
The goal is to attach human action and collective capital to accelerating AI decision quality.
Single system
Every question, trade, build, anxiety, and task routes through the same operating layer.
Prompt codex. Ship LOC.
Less native rumination. More precise prompts. More code shipped through agents.
Context is the OS
Values, strategy, constraints, workflows, and the self-model the AI is allowed to challenge.
Task engine
Not notes. Bounded artifacts with deadlines, evidence, verification, and PFT settlement.
Daily execution pressure: write, ship, call, test, submit evidence.
Artifact discipline
One task. One artifact. One verification path. Reality enters the loop.
Module arsenal
Not one chatbot. A rack of cognitive tools for different failure modes.
Redesign the context document after a scoped calibration conversation.
Telegram bot — @pftchatbot
A Telegram chatbot wired to your wallet: coaching, trading journal, task history, and rolling memory in your pocket.
Collective compounding
Tasks create signal. Signal improves decisions. Decisions compound PFT-aligned capital.
Hive mind
Board agents produce sanctioned tasks before users ever ask what to do.
Real product loop
The user stops holding the plan in working memory. Context, chat, tasks, Codex, Telegram, evidence, rewards, and rewrites become one operating loop.
The real failure mode
Half-following the system fails harder than ignoring it. Below are the five excuses people use to stay in partial auto — and why each one collapses on contact with reality.
"It doesn't have my context."
Setup is a weekend. Operating un-routed is a tax you pay every day until you write it.
"It will tell me to do something I disagree with."
You still decide. The model just stops you from deciding inside the warm bath of your own cope.
"I'll wait until models are smarter."
Every week you wait is a week of unrouted decision-making while your competition is already harnessed.
"I don't want a robot running my life."
By tabs, anxiety, status games, and bad incentives. Choose a controller you helped design.
"I want my freedom and creativity."
The system removes the deciding-what-to-do tax so you can spend cognition on deciding-what-to-be.
The harness
“Don't fight the machine. Merge with it.
”
Route cognition. Compound action. Let the curve pull.