One comma can expose a bad rebuild
For an agent-assisted reconstruction workflow, start with an eight-repo map:
Inspect - REA, Ghidra, GhidraMCP
Observe - Frida, mitmproxy
Verify - Playwright, pytest, Hypothesis
Pick only what the target needs. Native binaries and browser flows need different tools
The handoff between agents matters just as much:
SCOPE.md - one feature and its exclusions
EVIDENCE.md - observations and source locations
SPEC.md - inputs, outputs, edge cases
cases.json - retained examples
https://t.co/cvazJLbsez - executable comparison
UNKNOWNS.md - what remains unresolved
The video pairs that map with a real local CSV fixture. Plain text passes the naive exporter. Commas, quotes and newlines expose three mismatches. A quoting-aware version matches all four retained cases
That's agreement on four examples, with the inputs and outputs kept. It doesn't establish whole-app equivalence. The tool map is proposed; this fixture runs on Python's standard library
Start with one observable feature. Add a tool when a specific unanswered question needs it
A rebuild should come with the case that could prove it wrong
REA is most dangerous thing on the internet right now...
It lets your AI agent reverse engineer any app, down to the binary
If you use it correctly, you can rebuild any feature you pay for, for FREE
In this article, I show you how: https://t.co/3P1FNXiXzl
EVERYONE COPIED THE 12 AGENTS. ALMOST NOBODY COPIED THE REVIEWER
The lab built from 64 papers keeps going around. Four jobs: readers, builders, reviewers, interface
The number that matters is buried in the middle. Per the original post: 11 methods, 28 reference scenes, 7 matched the papers, 4 stayed flagged
Those 4 flags are the whole point. Without a reviewer they'd have shipped as "working"
You don't need 12 agents for that part. You need one file
.claude/agents/reviewer.md:
---
name: reviewer
description: Checks every result against its source before it's reported as done
tools: Read, Grep, Glob
model: opus
---
You did not build this. Compare each result to the source it claims to follow.
Mark it MATCH, MISMATCH or UNVERIFIED and quote the line you checked against.
Never fix anything. Never mark MATCH what you couldn't check.
Read, Grep, Glob only. It can't edit, so it can't quietly "fix" a result until it passes
The honest part: a reviewer on the same model with the same prompt shares the builder's blind spots. Give it a different model or at least a different brief. And it only checks what you point it at
Start the way the demo says. 1 paper, 1 result, 1 reviewer. Then add agents
More agents is easy. A reviewer that can say no is the setup.
REA is most dangerous thing on the internet right now...
It lets your AI agent reverse engineer any app, down to the binary
If you use it correctly, you can rebuild any feature you pay for, for FREE
In this article, I show you how: https://t.co/3P1FNXiXzl
MY $70 INTO $4,104 BEFORE MY F*CKING ALARM WENT OFF. ONE NIGHT, ONE GROK BOT, FOUR AGENTS
Put it on before bed with one instruction: trade, but don't blow the deposit
It's four agents splitting the work on Solana. Nothing gets bought without three clean checks:
- liquidity deep enough
- LP locked
- dev not sitting on too much supply
Fail one and the pair is skipped. No exceptions, no "this one looks good"
Every position that does get in has a stop and a timer. If it doesn't move inside its window, it's closed. No holding and hoping at 4am
Morning balance: $4,104. That's 58x on one night
The honest part. $70 was the whole deposit, so $70 was the most this night could lose. That's the only reason I could sleep
A night like this doesn't repeat on schedule, and the same rules can hand a lot back on a bad one
The part worth copying isn't the number. It's deciding the exits before the entries
i don't pick traders anymore. i don't pick coins.
grok ranks the traders worth copying
rugcheck kills the rugs before grok is even asked
grok calls COPY or SKIP on every buy
copyfomo fills it in ~1 sec, sells included
full setup, every file paste belowπ https://t.co/jwJU4aufqf
There's an account on Polymarket called dangerously-skip-permissions. Same name as the Claude Code flag that lets the agent run without asking
It's up +$305,200 since July. 24,944 markets traded, $17.5M volume, mostly 5-minute Bitcoin and Ethereum "Up or Down"
Its biggest single win is $753
So it's not catching big moves. It keeps about 1.7 cents of every dollar it trades, 24,944 times
Here's what the public activity shows. In one window (Oct 15, 8:25-8:30 AM ET) it bought both sides, in small clips, within a couple of minutes:
Up: 633.5 shares at 60.9Β’ avg
Down: 894.4 shares at 37.4Β’ avg
The math is simple. Every window pays $1 to the winning side and $0 to the other. Hold one Up and one Down and you get $1 no matter what:
edge = 1 - (p_up + p_down)
1 - (0.609 + 0.374) = 0.017
633 matched pairs Γ 1.7Β’ β $10.80 locked before the window even closes
The other 261 Down shares are a directional position. That part can lose
The honest part: I don't know what's running this account. The name is a hint, not proof. And 1.7Β’ is thin - one bad fill or a side that doesn't fill eats it
If you want to study it, paper-trade it first. Paste this into Claude Code:
"Build a paper-trading bot for 5-minute BTC Up/Down markets.
1. Stream both order books
2. Buy Up and Down in fixed clips only when p_up + p_down β€ 0.98
3. Cap the unmatched side at N shares
4. Log every fill. No real orders until I approve"
$305K and the biggest win is $753. The money is in 24,944 boring trades, not one good one.
I GAVE MY GROK BOT $45 AND ONE RULE: TRADE, BUT DON'T BLOW THE DEPOSIT. 7.5 HOURS LATER: $5,765
5 of its 12 trades lost. It still came out at 128x.
The bot is four agents splitting the work, trading Solana. Before every entry it runs a filter stack:
- thin liquidity, skip
- unlocked LP, skip
- dev sitting on too much supply, skip
- every position gets a stop
- every position gets a timer. If it doesn't move inside its window, it's closed
Here's the honest part. A 58% win rate is barely better than a coin flip. If you'd shown me 7 green and 5 red, I'd have guessed the wallet ended flat.
It didn't, because of the math. To multiply a balance by 128 in 7 wins, each one has to at least double the wallet on average. About 2x, seven times, with the red ones in between.
That only works if the red ones stay small. That's what the stop and the timer are for. Everyone wants a better entry. The exit rules are the part most people skip.
This is one run on $45. At that size a single good trade moves everything, and I don't know yet if it repeats.
Hour 7.5. The deposit is still there, which was the only rule.
I GAVE GROK BOT $45 AND ONE INSTRUCTION: TRADE, BUT DON'T BLOW THE DEPOSIT. 7.5 HOURS LATER THE WALLET CLOSED AT $5,765
128x on the starting balance
Grok split the work across four agents, with a filter stack in front of every Solana entry. thin liquidity, an unlocked LP, a dev sitting on too much supply - any of those and the pair never gets bought
exits are scalp-style. a stop on every position, and a timer. if a trade doesn't move inside its window, it gets closed
12 trades. 7 green, 5 red
that's not a lot. one entry every ~37 minutes on average
here's the math that got me. with 5 losers in the run, the 7 green trades had to do all the work. to multiply a balance by 128 in 7 wins, each one has to at least double the wallet on average. not +10%, not +30%. about 2x, seven times, with the red ones in between
that's where "don't blow the deposit" did its job. the stop kept the red trades small, so none of them could eat a doubling
to be clear, this is one run on $45. at that size a single good trade moves everything, and I don't know yet if it repeats. the next runs will tell
a 58% win rate is barely better than a coin flip. it didn't matter
most of us want every trade green, take the first small profit, and sit on the red ones hoping they come back
$45 to $5,765 didn't need a perfect record. it needed seven trades big enough to carry five small ones.
My Grok Bot trading desk, fully open:
β 6 bots, one shared machine
β every charter, copy-paste ready
β a read-only API key, so it physically can't trade without me
β go/no-go numbers set before the backtest
Bookmark it before you build yours. https://t.co/1gXaSnarnD
MY GROK AGENT MADE $9,400 ON SPREADS. KEEPING IT RUNNING COST $60
It only does one thing: find a price gap between two exchanges that's still there after you pay for it
That last part is where most spread bots die
A gap on the screen isn't a gap in your wallet. Taker fee on one side, taker fee on the other, and if funds have to move, the transfer time. A 0.4% spread can be zero by the time both orders fill
So the agent spends most of its life saying no. Gap too thin after fees - skip. Order book too shallow for the size - skip. Price already moving back - skip
The trades are the loud part. What surprised me was the other side of the bill
An agent like this has to stay awake, and every wake it reloads its whole setup - instructions, memory, tools - before it checks a single price. Most setups I see pay more for that re-reading than for the decisions
The video is my cost model for that: same routine, $187 a month or $60, only the setup files changed
To be clear, this isn't a money printer. Spreads are thin, they close in seconds, and one good run doesn't promise the next
Most people build it the other way around. They tune the strategy for weeks and never look at what it costs to keep the thing awake
THIS IS F*CKING INSANE, A RACCOON COIN CRASHED 60% IN MY SLEEP AND MY CRAWLER CAUGHT IT IN A WEB, $100 TO $68,316 IN 10 NIGHTS
night 10 of Jev + my Grok bots turning $100 into $100,000
tonight's coin was a raccoon. literally a photo of a raccoon, 5 hours old, $458K at 10pm
a memecoin is basically a picture with a price on it, nothing else behind it
i laughed when Jev picked it
same coin, same night, two wallets:
10pm, a holder has $1,000, my bots have $60,472
12:40am, the holder has $398, my bots have $60,110 and start buying
1:05am, the holder has $558, my bots have $63,056
2:30am, the holder has $545, my bots have $65,269
6:30am, the holder has $576, my bots have $68,316
β 10:35pm bought $306K, sold +$1,509
β 12:05am a shelf broke, -$450
β 12:40am the bottom, +$2,539
β 2:20am +$2,248 in ten minutes
β 3:45am +$1,564
β 5:20am +$1,406
for half an hour after midnight my bank was below where it started
a raccoon beat me for 30 minutes, i slept through the whole fight
honestly i'm more scared of that half hour than proud of any green number
i woke up, opened the replay and went straight to 0:15, the raccoon drops from the ceiling of the screen and my crawler catches it in a silk web
$100 β $2,197 β $23,879 β $68,316
$31,683 to go
the exact setup costs nothing, i put the link and my Telegram below β
bookmark it, the morning a coin of yours is down 60% you'll need it
somebody in your contacts still holds a coin from 2021, they need 0:15 before bed tonight
4 more nights or 3, what's your guess?