THIS IS F**KING ABSURD
SAME 3,000 QUESTIONS. GPT-6.1 SOL BURNED $9.21 AND STILL WASN’T DONE. XERJ READER FINISHED ALL 3,000 FOR $0.0195. LESS THAN 2 CENTS.
The reason it’s that cheap is the reason I trust it more.
XERJ Reader doesn’t generate text. Not a single token. It reads your document and returns the exact span that answers the question, with its position. Characters 1162 to 1187. If the answer isn’t there, it says “no answer.”
So it can’t invent a value. Every answer is checkable in the source.
Watch the two logs. The right side says GENERATE. The left side says EXTRACT, and highlights the line in yellow.
That’s also why the bill looks broken. $0.01 per 1M input tokens. Output is free, because there is no output to pay for.
0.12s per answer on the left. 3.85s on the right. When Reader hit 2,696 answers, GPT-6.1 Sol had 713.
5 years of trading taught me the expensive part of research is reading. Dev docs, token terms, market rules. Reader eats PDF, Word, HTML, email, JSON, CSV and logs with no schema.
At this run’s prices, 1 million questions cost about $6.50 on Reader. Over $3,400 on GPT-6.1 Sol.
XERJ Reader waitlist opens today. Almost nobody knows it exists yet. Save this and get in early: https://t.co/sF1lUozHzq
THIS SHOULD BE F**KING ILLEGAL
I GAVE MY TRADING BOT $150 AND A MODEL THAT ONLY QUOTES. 0 TOKENS GENERATED. 3,512 QUESTIONS ANSWERED FROM THE SOURCE. 24 HOURS LATER: $2,845.
The edge wasn’t a better signal. It was faster reading.
Every memecoin decision hides in a document. Dev PDFs, launch terms, KOL deal emails, market rules. I used to skim them or skip them. That’s where most of my losses came from.
XERJ Reader reads them for me. It doesn’t write an answer. It finds the exact line in the source, highlights it, and returns its position. If the answer isn’t there, it says “no answer.”
Real examples from this run:
“Can the dev mint more tokens?” Highlighted: mint authority revoked at launch, cannot be restored.
“When do the tokens unlock?” Highlighted in the deal terms: 14 days after TGE.
“Is the LP locked?” No answer. No trade.
Each answer took 80ms. Claude Opus 5.5 needs about 5 seconds before its first token. Over 3,512 questions, that’s 5 hours of waiting cut to under 5 minutes.
The full bill: $0.00263. The same questions on Opus 5.5: about $4.28.
5 years of trading taught me you can’t out-trade what you didn’t read. Now nothing goes unread.
$150 became $2,845. 156 trades. 79% win rate.
XERJ Reader waitlist opens today. Almost nobody has it yet. Save this and get in early: https://t.co/5fTZoua3a5
THIS SHOULD BE F**KING ILLEGAL
I GAVE GROK $121 AND 3 FREE REPOS. 2 OF THEM ARE https://t.co/Dh7CIkF9AR’S OWN. 146 TRADES LATER I WOKE UP TO $2,924. 24.2X.
Most memecoin bots break the second a coin leaves the bonding curve. Grok traded both sides all night.
91 trades on the curve. 55 on PumpSwap after graduation.
Repo 1 is pump-fun-skills, official from https://t.co/iFxLuvuvRk. CURVE reads which stage a coin is in. SWAP buys and sells. SHIELD sends every order in a Jito bundle. Front-runs on the log: 0.
Repo 2 is pump-swap-sdk, also official. AMM reads the pool. One had $72k liquidity. SLIPPAGE quoted 0.4% before it fired.
Repo 3 is outs-mcp. PULSE tracked 46 launches in 5 minutes. GRADER rates every call. BACKTEST paper-trades it first.
00:37: a coin graded A. 00:38: paper test +31%. Only then real money.
5 years of trading taught me the tool you trust matters as much as the coin you pick. These came from the people who built the protocol.
22:00: $121. 00:40: $215. 06:52: $1,836. 08:00: $2,924. Best +$638.70. Worst -$182.96. 79% win rate.
Keep a tenth of this pace and $121 makes $280 a night.
The stack:
https://t.co/Cd7uzeB3rv
https://t.co/lhri8uj3JL
https://t.co/NYMBE3nJWG
All free. Almost nobody uses the official ones. Save this before tonight.