JK

Blockchain | Web3 | Crypto | Stocks| Finance

[JK @fin_pulse]

@RailwaySeva
Traveling on Train 19321. Route diverted between Mughalsarai–Patna, now stuck behind a passenger train, halting at every station—running 5+ hours late.
Paid ~50% extra for Premium Tatkal. Services are degrading while fares keep increasing. Unacceptable.

[helicerat @helicerat0x]

you guys are sleeping on GitHub bots for Polymarket

someone already did the work for you
you just need to run it

here are a few bots I personally tested

but please DYOR before using - there's real risk of losing money

first bot - https://t.co/03lHeXcvcN

> two types of bots: copy trading and strategy bots with odds-based strategies

second bot - https://t.co/g8Ng3IlC8k

> microservice architecture - strategy, ingestor, analytics services + up/down arbitrage and more

third bot - https://t.co/mUhEEKpQj6

> data pipeline for collecting markets, orders and trades from Polymarket. perfect for backtesting strategies

want to automate - first two

just need to test strategy - third one

welcome if you've been wanting to get into bots

[Marketcalls @marketcallsHQ]

Backtesting got cooked!

You can now backtest everything from simple buy and hold ideas to complex trend following systems, dynamic asset allocation models, and intraday price action strategies, without writing a single line of strategy code.

Powered by OpenAlgo + VectorBT, this setup lets you:

Build and test strategies using natural language

Backtest intraday strategies such as scalping, momentum, opening range, and VWAP

Test End of Candle confirmation versus Touch of Level execution logic

Create benchmarks and compare multiple allocations

Evaluate performance across CAGR, Sharpe, Sortino, drawdowns, and more

Rapidly iterate on ideas like equity rotation, trend filters, and portfolio rebalancing

All market data is served via OpenAlgo.

Just load the skill into your favorite AI coding environment:

Cursor
Windsurf
Antigravity
Claude Code
OpenCode
Codex
Then start talking to your backtesting engine and build strategies interactively.

[QuantifiedStrategies.com @QuantifiedStrat]

https://t.co/MPEDNd9rmP

[probability god @probabilitygod]

https://t.co/YZnbTq7Kjz

[Shelpid.WI3M @Shelpid_WI3M]

He basically cracked Polymarket’s code… using C++

These numbers had me questioning if it’s real

This trader found a money glitch on Polymarket

Ngl these stats made me double-check everything

~9,600 trades
~96% win rate

Turned $60 → $150,000
Without predicting a single outcome

Profile → https://t.co/FkECSWT5cX

To copytrade → https://t.co/2vW8op4s3q

No predictions
No opinions
No bias

Just math + crowd psychology

I spent hours breaking down his trades

Here’s the full picture

Strategy:

1. Volatility harvesting

• Buys BOTH YES + NO
• Doesn’t care who wins
• Profits purely from chaos

While CT argues outcomes
He trades emotional overreactions

No forecasting
Only positioning

2. Fear absorption

• Loads the crushed side at 1-3¢
• Buys into pure panic
• Treats fear as liquidity

When odds collapse
Weak hands dump
He absorbs everything

Most traders can’t hold red
This system feeds on it

3. Momentum snapbacks

• Flat markets bleed pennies
• High-volatility markets print

When momentum flips:
30-33x payouts happen fast

Tiny downside
Massively asymmetric upside

Some of his trades:

• $120 → $3,600
• $240 → $7,900
• $680 → $21,400

After digging deeper I’m sure one thing

This isn’t gambling

It’s structured exploitation of crowd behavior

No predictions
No hope
No narratives

Just probability reacting to human emotion in real time

Bottom line

If u understand:

• fear
• volatility
• crowd psychology

Polymarket becomes a money glitch

Most ppl simply don’t have
the stomach
or discipline
to run this manually

That’s the real edge.

[mert @mert]

quick crash course on mixers and obfuscation in crypto

what is a mixer?

a mixer is what it sounds like: it mixes funds

a bunch of users deposit funds, mix them in a pool, and then people withdraw from that pool

example: assume you have 7,500 of ShitcoinX on your account charles.sol, but you accidentally doxed your charles.sol account to degens on social media

now, everyone knows your real-life identity is tied to charles.sol and that you have 7.5k of this shitcoin

(this is actually pretty bad because now they can also see everything you have EVER done onchain dating back forever but let's focus on one nightmare scenario at a time)

in many cases, you do not want this unwanted attention from the whole world any more than you want the whole world knowing your private messages

so what you can do is put 7.5 of your shitcoin into the mixer

> charles.sol has deposited 7.5k shitcoinX into MixerCash

some time after, you make a new account, say derplet.sol, and then you send 7.5k of shitcoinX to derplet.sol

what the outside world sees is:

> MixerCash has sent 7.5k of shitcoinX to derplet.sol

so in summary:
> charles.sol deposited 7.5k shitcoinX into MixerCash
> *some time passes*
> MixerCash has sent 7.5k shitcoinX into derplet.sol

now I hope you have noticed a few problems here

i) everyone now knows that charles.sol uses a mixer (this can be used against you by CEXes or feds, particularly if criminals have used this mixer before)

ii) it is super easy to suspect that derplet.sol is actually charles.sol

so how do you solve these?

for i) you're pretty much shit out of luck. this is a problem with all blockchains today including bitcoin because the ledgers are all transparent

the best you can do is prove via zk that you didn't commit crime and that you are compliant (tornado cash allows for this for example), which helps with feds but nothing else

only real solution is using an encrypted ledger like zcash which hides your balances and history to begin with

ok how about ii)?

well this is where you can make a lot of improvements via some basic operational skills (call it "opsec")

- if you deposit 7.5k but take out 4.3k, then it is harder to link that derplet.sol is charles.sol

- however, the above is only true if there are many other people also using MixerCash!

for example, assume you're looking at MixerCash on the block explorer:

MixerCash
> charles.sol deposited 7.5k
> derplet.sol took out 4.3k

it's still very easy to tell!

so you need i) many other people using the same protocol, ii) you need everyone to use uniform amounts that are not specific, iii) you need the timing to be random, if you withdraw 1 second after you deposit, you have just given your tracer a lot of information

so basically:

MixerCash
> charles.sol deposited 5k
> retardio.sol deposited 5k
> james.sol deposited 5k
> mertardio.sol deposited 5k

*50,000 other similar transactions over 3 months

> someguy.sol withdrew 1k
> derplet.sol withdrew 1k

now, it is much harder to link that derplet.sol was indeed charles.sol (though still possible, especially with some OP computers)

the possible set of people who charles.sol could've been above is called the anonymity set.

but there are still quite a few problems here, namely that you are reliant on other people using the protocol consistently and reliably. importantly, "the other people" can actually just be feds adding fake transactions here to give you the illusion of security and the real anonymity set could be 100x smaller

so then you have something like monero, which works kind of like the above but is an improvement since every single transaction done onchain introduces obfuscation, basically mandatory mixing always

for example, monero hides each real input among 15 decoy inputs taken from previous outputs on the chain

however, you are still leaking information and you need a lot high velocity usage to probabilistically hide amongst the crowd

(you are also vulnerable to quantum attacks later on)

the most robust solution is what we have all known since the internet: encryption

you need to encrypt and vanish the entire data, probabilistically hiding things always exposes you at some point

and this is what zcash does, it encrypts everything so you can not tell sender, receiver, metadata, amount, it is all invisible

and this is why it's considered the gold standard in privacy

you can also encrypt everything and then use FHE to compute on the encrypted data to do operations

next I'll talk about FHE, MPC, ZK, TEEs and how they differ

[JK @fin_pulse]

@flipkartsupport They are still giving missed calls. Ask them to stop, or I will file a police complaint.

[JK @fin_pulse]

@flipkartsupport I bought a Motorola 55" TV from Flipkart — installation was supposed to be free, but the technician demanded money and still couldn’t complete the setup. Why waste my time and charge for free installation?

[JK @fin_pulse]

@flipkartsupport Ask your service partner not to give missed calls. All the calls are one-sided, and I’m unable to call them back. Now they’re just irritating me.
.

[JK @fin_pulse]

@flipkartsupport Still getting missed calls from your technician, Flipkart. Very shameful! All missed calls are recorded — please stop blaming customers for your delay. Worst service ever!

[JK @fin_pulse]

@flipkartsupport Got a call from Flipkart, they assured TV installation by 8 PM today. Technician gave 3–4 missed calls at 7:50 PM but never spoke. Couldn’t call back from my side. Seems intentional just to blame me later. Worst service experience ever!

[JK @fin_pulse]

@flipkartsupport Still no solution.

[Quant Science @quantscience_]

Get all of these Python projects 100% free on GitHub: https://t.co/JZEgoBoypv

I have one more thing before you go.

If you want to become an algorithmic trader in 2025, then I'd like to help.

This is how: 👇

[CBB @Cbb0fe]

https://t.co/oEbE6SD0hw

[JK @fin_pulse]

@flipkartsupport No action has been taken till now. It’s already been 5 days.

[Suhail Kakar @SuhailKakar]

hyperliquid: explain like i’m five

[MagicNifty @MagicNifty]

Options Trading 📐

1. DELTA = measures Change in Price When Stock Price Moves
2. THETA = Measures Decay in Price as Expiration gets Closer
3. GAMMA= Measures Change in Delta When Price Moves
4. VEGA = Measures Change in Price When Volatility Moves
5. RHO = Measures Change in Price Relative To Intrest Rates.

[Quant Science @quantscience_]

Automate your trading strategies in Python

How to build your first trading bot:

(a thread)

[Philanthrop @0xPhilanthrop]

🚨 The $19B “Crash” Wasn’t a Crash. It Was a Setup.

Exchanges froze. Charts glitched. One insider made $192M in 30 minutes.

Binance lagged. CoinGlass collapsed. HyperLiquid cashed in.

This wasn’t panic — it was precision.

Here’s the truth no one’s saying 🧵👇