Daans 💎⚡

Creativity Is My Hobby… Bottom Pick & Hold

[Kanan Bahl @BahlKanan]

Bank of Baroda (BoB) refuses to tell which industrialists' loans worth ₹35,715 crore it wrote off.

Why? Because of the borrowers' "privacy".😂

Do you know what happens when you (the taxpayer) defaults on an EMI?

At times, the recovery agents call your company's HR, CEO and your boss to tell them that you are defaulting.

They come to your doorstep and humiliate you in front of your kids, neighbours and family.

Even though it is in violation of RBI's Fair Practices Code.

They leave no stone unturned to shame you and make your mental and physical health go for a toss.

In some cases, they even share your details in a newspaper (while selling your properties).

For wilful defaulters, they are allowed to publish the names and photos of such defaulters.

But apparently, when it comes to industrialists (simplified in this case – for those who have outstanding loans of ₹100 crore), BoB cites "privacy" and refuses to disclose such defaulters.

Privacy for defaulting on public money?
Privacy for the rich but not for the common man?
Privacy for those defaulting on our tax money?

BoB is a government company and thus, the money they're losing here is from our taxpayers' money.

Why do we have different rules for the taxpayers and the industrialists?

[Lennox AI @rio_in_ai]

🚨 BREAKING: Claude can now build your entire mobile app like a professional development team — for free.

Use these 8 prompts to plan, design, code, test, and launch mobile apps faster than most developers and agencies.

(🔖 Save this before your next app idea).

[Free Reiner - The Film @FreeReinerFilm]

⬛️🟥 WE NEED YOUR HELP!

🙏 PLEASE SUPPORT OUR PROJECT:

https://t.co/hxPabdvZQx

🙏❤️ THANK YOU FOR SHARING 🙏❤️

[Andrew Bridgen @ABridgen]

BANNED VIDEO - RELEASED

The United Nations were warned in 2019 that 5G could cause illness with symptoms similar to Covid 19 !
Listen up

https://t.co/jdGRS17xcI ✅

[Barbara Oneill @BarbaraOneillAU]

CASTOR OIL FLUSHING IS THE MOST POWERFUL GUT CLEANSE YOU CAN DO AT HOME. ONE PURGE CAN CLEAR DECADES OF BUILDUP, RESET DIGESTION, AND LEAVE YOU LIGHTER AND SHARPER WITHIN HOURS. I’LL EXPLAIN HOW IT WORKS AND HOW TO DO IT SAFELY:

[Veles @velesxbt]

In 1984 a guy got kicked out of every casino in Vegas for counting cards. So he flew to Hong Kong with $150,000 and started betting on horses instead. He walked away with almost a billion dollars.

It's Bill Benter. He figured horse racing was just another counting problem. Same math, more moving parts.

He and a partner showed up with $150k and a computer. Benter spent years teaching that computer to guess one thing: the real chance each horse had to win. If his number was better than the odds the bookies gave, he bet. If not, he skipped it.

That's the whole trick. Expected value:

EV = p · b - (1 - p)

Only bet when your win chance p, at odds b, is worth more than your chance of losing. That's it.

None of this was secret. What Benter used is the first probability lecture at MIT - the clip here, Professor Tsitsiklis writing the basic rules on the board. Freshman stuff.

Now people call it a "one-person hedge fund" and sell you a bot to run it. Same edge. It was always just the math nobody bothered to learn.

[Truthseeker @Xx17965797N]

FREE ENERGY the idea they never want you to question.

[Mert Metin Tekdemir @mertmetindev]

Bir Kere Girince Saatlerce Çıkamayacağınız 50 Site

1.) 'https://t.co/FDTmt38jKw' — Dünyayı canlı uydu görüntüsüyle izleme
2.) 'https://t.co/Tytazsp6y2' — Şu an gökyüzündeki her uçağı görme
3.) 'https://t.co/b8trMj1vUi' — Denizdeki tüm gemileri anlık takip
4.) 'https://t.co/EYzDYh0BqF' — Rüzgar ve fırtınaların canlı haritası
5.) 'https://t.co/tJHTnBvUBe' — Dünyaya düşen yıldırımları anlık izleme
6.) 'https://t.co/ePbstmUfab' — Son depremlerin canlı listesi
7.) 'https://t.co/G7cSydNKiO' — İnterneti taşıyan okyanus kabloları
8.) 'https://t.co/3KOx1uP05V' — Ormanların yok oluşunu uydudan izleme
9.) 'https://t.co/BjXxDVBtur' — Dünyanın istatistikleri saniye saniye
10.) 'https://t.co/cO1EjkMwuG' — Şu an atılan tweet ve arama sayısı
11.) 'https://t.co/ciADXU3PhE' — Ülkelerin gerçek boyutlarını karşılaştırma
12.) 'https://t.co/LO6JWd0BlG' — Yüzyıllar öncesinin haritaları
13.) 'https://t.co/EEUvFXzGao' — 150 bin tarihi harita arşivi
14.) 'https://t.co/yK72tIFetv' — Gönüllülerin çizdiği dünya haritası
15.) 'https://t.co/QfXLWflDxA' — Rastgele birinin penceresinden dünyaya bakma
16.) 'https://t.co/ESMrPd5w78' — Şehirlerde sanal yürüyüş
17.) 'https://t.co/pRBm3f1ANH' — Dünyanın rastgele bir noktasına ışınlanma
18.) 'https://t.co/8JaKk4HmQi' — Dünyanın en tuhaf yerlerinin kataloğu
19.) 'https://t.co/qwJXW2a6zm' — Etkileşimli bilgi deneyimleri
20.) 'https://t.co/Sp9uLE2QOu' — Atomdan evrene ölçek yolculuğu
21.) 'https://t.co/2FitQ7k3ZI' — Güneş sistemini 3B gezme
22.) 'https://t.co/KH9VyPhaoW' — Tarayıcıda gerçek gökyüzü haritası
23.) 'https://t.co/JBLDnae59F' — NASA'nın günün astronomi fotoğrafı
24.) 'https://t.co/HuFaH5Zc2g' — NASA'nın tüm görsel arşivi ücretsiz
25.) 'https://t.co/T3QWBtfYKB' — Veriyle anlatılan görsel makaleler
26.) 'https://t.co/isIkHYtRCm' — Dünyanın gerçek verilerle hali
27.) 'https://t.co/NJ7TdwwdbA' — Dünya hakkındaki yanlış bildiklerimiz
28.) 'https://t.co/vmkn87BBGW' — Karmaşık veriyi görselleştirme
29.) 'https://t.co/eHqySW1EGw' — Dünya Bankası'nın açık verileri
30.) 'https://t.co/av0bjbISF2' — Türkiye'nin resmi istatistik veritabanı
31.) 'https://t.co/l3Mb5x5KkS' — Milyonlarca kitap, film ve yazılım arşivi
32.) 'https://t.co/B6NDL6Bxri' — Telifi düşmüş 70 bin ücretsiz kitap
33.) 'https://t.co/no8SFuA27T' — Dünyanın her kitabının kaydı
34.) 'https://t.co/I1TMHDw3qI' — ABD Kongre Kütüphanesi dijital arşivi
35.) 'https://t.co/yxkHTsqFnH' — Avrupa'nın kültürel miras arşivi
36.) 'https://t.co/wMcjgRaBht' — Amerika'nın dijital kütüphane koleksiyonu
37.) 'https://t.co/8MpQHB3zrG' — Müzeleri evden gezme
38.) 'https://t.co/i3Vt53wDvA' — Sanat eserlerini yüksek çözünürlükte indirme
39.) 'https://t.co/5ei05nWSvS' — 250 bin sanat eserinin arşivi
40.) 'https://t.co/2SpGcVKFiD' — Tarihin unutulmuş görsel hazineleri
41.) 'https://t.co/sSdBoLWEvB' — Ücretsiz kültür ve eğitim arşivi
42.) 'https://t.co/UyUZxtlbfh' — Met Müzesi'nin açık koleksiyonu
43.) 'https://t.co/23cxfWRaNy' — Müzik türlerinin soy ağacı
44.) 'https://t.co/gMDy3tUEMT' — Ülke ve on yıl seçip o dönemi dinleme
45.) 'https://t.co/WrXSWim8jr' — Wikipedia düzenlemelerini sese çevirme
46.) 'https://t.co/IcRIPgCDAS' — Rastgele bilgi kuyusu
47.) 'https://t.co/WoE9MNJ5PU' — Zaman, gündoğumu ve gökyüz�� olayları
48.) 'https://t.co/VrkUoUal3M' — Bilim haberlerinin güncel akışı
49.) 'https://t.co/4Nwok7W5wn' — Bilimsel makalelerin ücretsiz ön baskıları
50.) 'https://t.co/DqmPFeYnrl' — Veriyi canlı kodla görselleştirme

İnternet, algoritmanın önünüze koyduğu o beş siteden ibaret değil.

[Brian Roemmele @BrianRoemmele]

It will be common knowledge in 100 years.

It remains unknown today by most.

We will have to wait perhaps 100 years for the surrounding society and professionals to mature to accept real empirical science.

Dr. Jerry Tennant’s voltage insight on cancer is one of the most elegant and empowering reframes in modern health.

He shows that healthy cells run at roughly –20 to –25 mV. Healing and new cell creation require –50 mV.

When voltage collapses past zero and reaches +30 mV, polarity flips, oxygen delivery fails, and the body is forced into the only emergency response left: cancer.

In other words, cancer is not a mysterious genetic rebellion—it is the predictable result of a drained cellular battery.

Restore the voltage, reverse the polarity, and the terrain that allows cancer simply ceases to exist. That single observation turns a terrifying diagnosis into a solvable energy problem.

And it has very strong duplicatable evidence for treatments.

Bookmark this for 2126.

[Canary In The Coal Mine @CanaryNCoal]

The Globe is a Lie to Hide the True Physics of Reality & Limit the Bounds of Human Innovation.

Mainstream Flat Earth is another Psyop to Hide the True Physics of Reality & Limit the Bounds of Self-Realization.

Quantum/Enochian Cosmology is the Truth.

The Truth is Stranger than Fiction to a Mind Controlled Population.

Symbology Will Unravel the Lies.

[David J Harris Jr @DavidJHarrisJr]

Should the US do the same?

[Yanqing Liu @yan_qing35527]

笑死了😂这鞋能穿到与世长存，不过话说回来，这手艺真不赖，民间高手👍

[La Gbê @KingMVP225]

J’avais six ans. Je suis encore capable de revoir la scène comme si elle était figée dans le temps.

J’étais assise sur le sol froid, près des machines de séchage d’une gare publique. Ma mère biologique m’y avait laissée, puis elle n’est jamais revenue. Je fixais la porte, convaincue qu’elle allait revenir — comme les enfants croient aux miracles.

Les gens passaient. Personne ne s’arrêtait.

Puis Kate est arrivée.

Elle m’a posé une simple question :
« Petite, où sont tes parents ? »

Et au lieu de repartir, elle s’est assise à côté de moi.

Elle est restée des heures dans la gare. Personne ne venait me chercher. Tous les numéros de téléphone essayés restaient sans réponse. Je n’avais rien, à part les vêtements que je portais.

Le lendemain, Kate est revenue. Puis le jour d’après encore.

Elle m’apportait des collations, une couverture, un petit carnet. Elle a dit aux services concernés qu’elle voulait me prendre en charge « jusqu’à ce que la bonne décision soit prise ».

La bonne décision a finalement été des papiers d’adoption portant son nom.

Elle m’a élevée seule. Elle a travaillé deux emplois pour s’en sortir. Elle n’a manqué aucune réunion à l’école, aucun moment important, et elle est restée à mes côtés dans chaque nuit difficile.

Aujourd’hui, je suis devenue policière. Pas par hasard, mais par choix. Je voulais être pour d’autres enfants ce que Kate a été pour moi : une personne qui ne détourne pas le regard face à un enfant perdu.

Et aujourd’hui encore, elle dit que je suis la meilleure décision de sa vie.

[Kanika @KanikaBK]

🚨 CLAUDE IS CONTROLLING YOUR COMPUTER AND MOST PEOPLE USING IT EVERY DAY HAVE NO IDEA THIS FEATURE EXISTS.

Mouse - Keyboard - Screen and Every app on your machine.

Not a browser extension or a plugin. Claude sitting at your computer doing the actual work the same way a human would, just more deliberately and more patiently than any human ever would with software they hate using.

Available right now on macOS in Claude Cowork and Claude Desktop. Windows coming in the next few weeks.

Here is the part most people are sleeping on.

Every business has legacy software that is too old to have an API, too entrenched to replace, and too painful to use manually every single day. The software your company has been paying someone to click through for fifteen years.

Claude now clicks through all of it while you do something else.

And with Dispatch you can control Claude on your computer remotely while you are not even in the room.

The people who found this feature this week are automating workflows that were genuinely considered impossible to automate six months ago.

The people who have not found it are still doing it manually.

My article covers the 25 hidden Claude features most people completely miss and if you scrolled past this one you have definitely missed the others too.

Full guide below.

[Cameron Michael Malloy @CameronMalloy_]

What if you knew exactly how society would respond to a decision?

Today we’re launching @tryStudioai (YC S26)

Studio lets brands test a product, price, campaign, policy, or message against a simulated population before putting it into the real world.

Change the decision. Run it again. See what happens.
Keep going until you find the version most likely to create the response you want.

Our predictions have reached 95% match accuracy against live KPI outcomes with F500 brands.
Engineer response before you deploy it.

Email us at [email protected] or check out https://t.co/FZyh46jBW8

[Rahul @sairahul1]

How to use Claude Code all day without hitting limits.

This setup saves at least 60% of your Claude token consumption — and you never hit the 5-hour limit again.

You only need to set it up once. Here's exactly how:

━━━━━━━━━━━━━━━━━━━━━━━━━━
STEP 1 — Install the Codex plugin inside Claude Code

Run these three commands:

/plugin marketplace add openai/codex-plugin-cc
/plugin install codex@openai-codex
/reload-plugins

━━━━━━━━━━━━━━━━━━━━━━━━━━
STEP 2 — Tell Fable 5 to finish the setup

Paste this prompt into Claude Code:

"Set up Codex inside this Claude Code environment. Use the official OpenAI Codex plugin that was just installed. Run /codex:setup. If Codex CLI is missing, install it. If Codex is installed but not authenticated, ask me to authenticate with my ChatGPT account. After auth is complete, verify that Codex works from inside Claude Code. Then confirm that the codex:codex-rescue sub-agent is available. Do not change any project code during setup."

━━━━━━━━━━━━━━━━━━━━━━━━━━
STEP 3 — Authenticate once

Fable 5 will trigger the Codex setup automatically.

You authenticate your ChatGPT or Codex account once.

After that, Codex runs from inside Claude Code using your existing Codex subscription — no extra cost, no extra setup.

━━━━━━━━━━━━━━━━━━━━━━━━━━
STEP 4 — Tell Fable 5 how to delegate work

Paste this prompt:

"From now on, use this workflow:

You are the orchestrator.

Use Fable 5 for planning, repo understanding, architecture decisions, task decomposition, and final review.

Use codex-rescue as the executor when a task needs heavy implementation, debugging, test fixing, refactoring, or multi-file code edits.

When delegating to Codex, use /codex:rescue.

Prefer GPT-5.6 Sol medium as the daily driver for implementation tasks.

Keep Codex tasks focused and specific.

After Codex finishes, inspect the result yourself before accepting it.

Do not blindly trust Codex output."

━━━━━━━━━━━━━━━━━━━━━━━━━━
WHICH GPT-5.6 MODEL TO USE AND WHEN

This is where most people leave money on the table. Not all GPT-5.6 tiers are equal.

GPT-5.6 Sol medium → your daily driver

DeepSWE score: 61. Cost: $1.86. Fewer steps than almost every other model on the benchmark. This is the model doing 80% of the execution work in this setup. Fast, cheap, accurate enough for most implementation tasks.

GPT-5.6 Sol extra high → planning and orchestration

DeepSWE score: 71. Cost: $4.70. Use this when the task needs serious reasoning — architecture decisions, task decomposition, complex debugging. Scores higher than Fable 5 extra high (70) at less than a third of the cost ($13.41 vs $4.70). This is the model that replaced Fable 5 as my planning layer.

GPT-5.6 Terra/Luna → pure execution

Fast. Cheap. No overthinking. Once the plan is locked, this is what runs it. Extremely fast execution, minimal bugs, high quality output on well-defined tasks.

━━━━━━━━━━━━━━━━━━━━━━━━━━
THE ULTIMATE PLAN: 3-MODEL WORKFLOW

If you want maximum output quality at minimum cost, this is the setup:

Step 1 → Plan with GPT-5.6 Sol extra high
Full task/session/project planning. Architecture. Decomposition. Edge cases.

Step 2 → Critique with Fable 5 high
Find loopholes. Patch loose ends. Challenge assumptions. Fable 5 is at its best here — pure reasoning, no implementation cost.

Step 3 ��� Execute with GPT-5.6 Terra/Luna
Implement the battle-tested plan. Fast, clean, no waste.

TLDR:
Plan → GPT-5.6 extra high
Critique → Fable 5 high
Execute → GPT-5.6 Terra/Luna

The orchestrator thinks. The critic patches. The executor builds. You review.

━━━━━━━━━━━━━━━━━━━━━━━━━━
4 PRO TIPS TO NEVER HIT A LIMIT AGAIN

→ Tip 1: Turn this into a skill

Name it Fable-GPT. Call it at the start of every session. One command activates the entire workflow — no re-pasting prompts every time.

→ Tip 2: Use skill + goal for heavy tasks

Goals are best for long-horizon work. Set the goal, activate the skill, let the orchestrator-executor loop run until it's done. Check back when it surfaces for review.

→ Tip 3: Use subagents if you're on the Codex 20x Pro plan

Run 5 to 7 parallel subagents at once. With this setup, you will never hit the 5-hour limit. Each agent works independently on its assigned task while the others run in parallel.

→ Tip 4: Clear context after 4 compactions

Context rot is real. After 4 /compact cycles the conversation quality degrades. Use a /handoff skill before clearing to preserve the critical context — task state, decisions made, what's left to do. Start the new session by loading the handoff file.

━━━━━━━━━━━━━━���━━━━━━━━━━━
THE FULL PICTURE

Before this setup:
→ Fable 5 hits limits by midday
→ Heavy implementation burns your best tokens
→ You manually switch between tools
→ One model, one pace, one bill

After this setup:
→ GPT-5.6 Sol medium handles 80% of execution at $1.86/task
→ GPT-5.6 extra high outplans Fable 5 at 3x lower cost
→ 3-model critique loop catches every bug before it ships
→ 5 to 7 parallel subagents running simultaneously
→ 60%+ fewer Fable 5 tokens consumed
→ Never hit the 5-hour limit again

One setup. Runs forever.

Save this. Set it up tonight.

[Benno 🇦🇺 @bennibennasi01]

YOU WIN, NSW POLICE.

You have left me with no realistic way to financially survive.

And I believe this is retaliation…

I was a NSW Police officer.

I served for 10 years, attaining the rank of Senior Constable.

In 2021 and 2022, I formally spoke out about serious wrongdoing I had experienced and witnessed.

My workers compensation claim was fully investigated and determined in my favour.

In 2023, immediately following that finding, I was medically discharged from NSW Police.

I was offered millions of dollars to sign a non-disclosure agreement and shut my mouth.

I said SHOVE IT.

Not because I didn’t need the money…

Because my morals, my integrity and my ethics DO NOT HAVE A PRICE!!

But I can tell the Australian public something now:

Apparently the price of silence is millions…

I worked in Strikeforce Eckersley.

What I witnessed and learned fundamentally changed the way I viewed not only the system I served, but the way Australia is run.

I came away believing that if you were famous enough, powerful enough or influential enough, allegations involving horrific things being done to children could just magically be filed away…

To. Children.

What I witnessed made me sick.

And I refused to shut up about it.

I STOOD UP FOR OUR CHILDREN!

I stood up for victims.

I stood up for what I believed policing was supposed to fucking mean…

I stood up when staying silent could have made my own life infinitely easier.

And I never asked Australia for a fucking medal..

I never even asked for a thank you…

But surely I deserved more than losing absolutely fucking everything for doing what I believed was right?

Now my workers compensation income has been cut off!!!

My ATO account is blocked on the basis that I am listed as a terrorist.

A GOD DAMN TERRORIST!!!!

Government resources have been used to surveil me, including surveillance and listening devices concerning my home.

Ask yourself how a 4’11”, 45kg woman with a palliative illness became such a fucking threat?

I cannot use my Tax File Number!!

I cannot lodge my tax returns!!

I cannot access Centrelink!!

I cannot access essential myGov services!!

I cannot legally just return to work.

I HAVE NO INCOME!!!!

I am palliative…

I have a child in my care…

I cannot buy groceries…

I cannot pay my bills…

I cannot pay for ongoing treatment…

And while all of this is happening…

I AM FIGHTING FOR MY FUCKING LIFE!!

I have advanced Superior Mesenteric Artery Syndrome, Nutcracker Syndrome and gastroparesis.

I have had three failed NJ feeding tubes. I have been denied TPN and surgery, leaving me without adequate nutrition.

I am palliative.

But please understand something:

I WANT TO LIVE!!!!!

For YEARS, I have begged for somebody to intervene…

State Government.

Federal Government.

NSW Police.

AFP.

LECC.

ICAC.

Ombudsmen.

MPs.

Ministers.

Courts.

Tax authorities.

I have even begged for international help.

The only MP I can honestly say has continued fighting for me is Steph Cooke.

When every official avenue failed me, I did the only thing I had left…

I SHOWED THE PUBLIC MY EVIDENCE.

I presented evidence in court.

I presented evidence to workers compensation investigators.

I put my evidence online.

And even then…

My accounts got banned.

So now I have nobody left to ask except you…

AUSTRALIA, PLEASE HELP ME!!!

I stood up because Australians deserved honest police.

I stood up because victims deserved somebody willing to speak.

I STOOD UP FOR OUR CHILDREN!

And now I need Australia to stand up for me.

Please!!!!

I’m begging.

Not because I want millions…

I ALREADY REFUSED MILLIONS.

What I need is far more simple:

I need to feed my son.

I need to keep a roof over his head.

I need to continue my medical treatment.

I need some lawful, realistic way to financially survive…

And I need people to understand what has happened to me after a police officer refused to be bought into silence.

[VERSHA VERMA @iamvershaverma]

*🙏 एक बेटी की तलाश में मदद की अपील*
🙏 मेरी बेटी तुष्या की तलाश में मदद की अपील

मेरी 16 वर्षीय बेटी तुष्या सिन्हा 10 अगस्त 2026 को लखनऊ स्थित घर से लापता हो गई है। इस संबंध में 11 अगस्त को FIR दर्ज कराई गई है, लेकिन आज 10 दिन बीत जाने के बाद भी मेरी बेटी का कोई सुराग नहीं मिल पाया है।

एक माँ के लिए इससे बड़ी चिंता और पीड़ा शायद कुछ नहीं हो सकती। मैं हर प�� अपनी बेटी की सुरक्षित वापसी की प्रतीक्षा कर रही हूँ।

इस समय मेरी एक ही प्रार्थना है कि तुष्या की तलाश में हर संभव मदद मिले और वह सुरक्षित अपने घर वापस लौट आए।

यदि किसी को तुष्या के बारे में कोई जानकारी, सुराग या ऐसी कोई भी बात मालूम हो जो उसक��� तलाश में सहायक हो सकती है, तो कृपया तुरंत इस नंबर पर सूचित करें:

📞 [phone]

🙏 कृपया इस संदेश को अधिक से अधिक लोगों तक पहुँचाएँ।
आपकी एक छोटी-सी सूचना मेरे लिए मेरी बेटी को वापस पाने की बहुत बड़ी उम्मीद बन सकती है।

मेरी बेटी तुष्या को सुरक्षित घर लौटाने में मेरी मदद करें। 🙏

[Arya @Arya_Patel19801]

A decorated police officer in Manipur, India, led one of the state's largest drug raids seizing over 4,500 kilograms of heroin, hundreds of thousands of tablets, and lakhs in cash from the home of a sitting BJP politician.

What followed, according to her sworn affidavit filed in court, was a series of escalating pressures to release the accused, she says came from within the highest levels of the state government. She refused. She documented everything. She went on record. The accused was eventually released.

The evidence, prosecutors, and the judge were all transferred. Her affidavit to the Prime Minister and the Home Minister received no formal response. Is a genuine war on drugs even possible when the people fighting it face the system itself?

[Rossst.03 @Rossst_03]

Mrityunjoy Chakraborty, IIT Kharagpur professor:

"Jane Street pays a 22 year old $500,000 a year for one skill: turning uncertainty into a number you can bet on. that number is the first thing this professor teaches, and it is free"

this free lecture is the foundation every quant bot and hedge fund model is secretly built on.

before the AI, before the strategy, there is one question. what is the chance this happens, exactly.

get that number right and every bet after it is just math. get it wrong and no model, no bot, no amount of compute can save you.

Chakraborty builds probability from the axioms up, on a blackboard, in notation a 15 year old can follow.

Wall Street sells this as a $500,000 edge. an IIT professor hands you the source code for nothing.