Sandun Dilshan 🥷🏼

[fabervaale.official @fabervaaleeng]

Value Drop #1

Research → Hypothesis → Validation → Out-of-Sample Testing → Live Deployment.

The best edges I have tested that survived this framework:

• US Equities Drift with Volume Confirmation | IVB, ORB or IB Volatility Breakout | Timing Improvement using Orderflow Data

• Earnings Surprise Drift Effect | Paired with Sector Analysis
Congressional Trades Portfolio | Information Asymmetry

• Option Premium Harvesting | Implied Volatility > Realized Volatility

• Blockchain Intelligence Statistical Models | Mathematical DCA

These are not models I use because I like them.

They are supported by decades of academic research, validated across multiple markets and countries, tested by thousands of researchers and practitioners, and have demonstrated persistence across different market regimes and economic cycles.

PEAD, momentum, earnings drift, and related anomalies have been documented, replicated, challenged, and studied extensively for decades across global financial markets.

[Livsun @L1vsun]

a citadel quant told me something that broke my entire trading framework

"we don't predict markets. we model the state machine"

he explained markov chains in 90 seconds

the market is never random - it always exists in one of three states

trending up, trending down, ranging - each has a fixed probability of shifting to another

build the transition matrix from real price data:

> trending up -> 68% stays trending, 21% flips to range, 11% reverses
> ranging -> 54% stays range, 28% breaks up, 18% breaks down
> trending down -> 61% stays falling, 24% flips to range, 15% reverses

now you're not guessing, you're playing probability

identify current state, enter with the 68% edge, size with kelly criterion based on that probability

the formula is public - markov published it in 1906

hedge funds use it, the math costs nothing

what costs you is asking the wrong question

"where is price going?" is random

"what state am I in right now?" has an answer

transition matrix built from 10 years of data is your edge

Bookmark it

not a signal, not an indicator - just conditional probability that compounds every single trade

[Exotick @Exoticktrades]

Here is a list of the 10 best trading products:

@ExochartsC = order flow
@tradingview = technicals
@InsilicoTrading = execution terminal
@HyperliquidX = DEX
@MMT_Official_ = best free-use tool
@Lighter_xyz = zero-fee DEX
@tradestream_xyz = journalling software
@claudeai = best AI companion

Excel/Google sheets = data collecting
Notion = Plan organiser, daily routine builder

[Trader Theory @tradertheory]

Life cycle of an ICT trader:

1st year - watches 2022 mentorship videos, paper trades NY open every day for 8 months

2nd year - speaks only in acronyms now (FVG, OB, BPR, IFVG), consistently blowing prop firm challenges

3rd year - quits job convinced he's ready

4th year - back to 9-5

5th year - 2 green months in a row, declares himself "a consistently profitable trader," profile pic becomes a suit silhouette

6th year - $1,500 mentorship, private Discord, weekly livestreams where he never takes a live trade

[Roan @RohOnChain]

Jane Street pays $650,000+ a year for quants. 25 of Wall Street's most elite quants wrote the exact blueprint of how they got there & released it completely free.

25 Chapters. Zero to quant. Real careers from real people at the top. Bookmark this, before someone takes it down.

[Roan @RohOnChain]

J.P. Morgan pays $650,000+ a year for quants. They built this exact Python training to get you there & released it for free.

Zero to quant directly from J.P. Morgan technologists. Bookmark this & read the article below before someone takes it down.

[AlgoFlows @algoflows]

Drake takes a shot at options traders on his recent ICEMAN album 🥶🥶🥶

[Ali Tekin @alitekintr]

En iyi filmler listesi. Kaydedin lazım olur.

[Niokoz @NicoooooooFX]

1/ Orderbook manipulation is not random noise.

Most traps leave footprints.

If you know how to read the DOM, heatmap, Time & Sales, CVD and 3D orderbook structure, the market starts telling a much deeper story.

Here are 12 major orderbook manipulation tactics every orderflow trader should understand. 🧵

[The Market Architect @DailyEdgeFx]

If you are in my TL but didn't know how to trade Failed Auction you need to focus.

@DailyEdgeFx

[Mayank Agarwal 💡 @TheAIWorld22]

80+ AI tools to finish months of work in minutes.

1. Research

- ChatGPT
- Copilot
- Gemini
- Abacus
- Perplexity

2. Image

- Fotor
- Dalle 3
- Stability AI
- Midjourney
- Microsoft Designer

3. CopyWriting

- Rytr
- Copy AI
- Writesonic
- Adcreative AI

4. Writing

- Jasper
- HIX AI
- Jenny AI
- Textblaze
- Quillbot

5. Website

- 10Web
- Durable
- Framer
- Style AI

6. Video

- Klap
- Opus
- Eightify
- InVideo
- HeyGen
- Runway
- ImgCreator AI
- Morphstudio .xyz

7. Meeting

- Tldv
- Otter
- Noty AI
- Fireflies

8. SEO

- VidIQ
- Seona AI
- BlogSEO
- Keywrds ai

9. Chatbot

- Droxy
- Chatbase
- Mutual info
- Chatsimple

10. Presentation

- Decktopus
- Slides AI
- Gamma AI
- Designs AI
- Beautiful AI

11. Automation

- Make
- Zapier
- Xembly
- Bardeen

12. Prompts

- FlowGPT
- Alicent AI
- PromptBox
- Promptbase
- Snack Prompt

13. UI/UX

- Figma
- Uizard
- UiMagic
- Photoshop

14. Design

- Canva
- Flair AI
- Designify
- Clipdrop
- Autodraw
- Magician design

15. Logo Generator

- Looka
- Designs AI
- Brandmark
- Stockimg AI
- Namecheap

16. Audio

- Lovo ai
- Eleven labs
- Songburst AI
- Adobe Podcast

17. Productivity

- Merlin
- Tinywow
- Notion AI
- Adobe Sensei
- Personal AI

18. Social media management

- Tapilo
- Typefully
- Hypefury
- TweetHunter

Follow me @TheAIWorld22 for more.

[AdiiX @adiix_official]

Anthropic’s CEO when he saw this leaked 1-hour Claude course where some guy literally shows how he automated his entire business and makes $100K/year on autopilot

[fabervaale.official @fabervaaleeng]

The introvert guy in a hoodie with a pack of Red Bull, elite Claude skills and relentless determination probably has a higher probability of creating generational wealth today than someone with 3 PhDs.

We entered an era where leveraged execution beats credentials.

The underdogs are my favorite.

[The Market Architect @DailyEdgeFx]

Distinguishing b-shaped Volume Profile.

This is very important.

[Koroush AK @KoroushAK]

These VWAP strategies will completely change how you trade.

In this guide you'll get:

- Indicator set up guide
- VWAP reversal and breakout trading strategy
- Real Trade Examples (not just theory)

I also made a full cheatsheet for you to download.

Enjoy.

[Exotick @Exoticktrades]

POC Shifts

Good for developing an intra-day bias inside developing value.

Looking for consecutive shifts in the time point of control in a given direction.

The continuous shift signifies an imbalance in directional value.

Done inside a developing day.

...example below ↓

[The Math Flow @TheMathFlow]

The Rössler Attractor.

[Ricker @0xRicker]

82 minutes of an MIT lecture on Volatility Modeling > 6 months of any trading course or guides on YouTube

You'll finally understand what conditional variance, GARCH and volatility clustering actually mean

Bookmark & watch, no matter what

[The Market Architect @DailyEdgeFx]

80% of the traders confuse trend and balance and that’s why they get chopped or miss the move.

These are 2 environments you need to understand:

• D-Shaped Volume Profile (Balance Market)

This is where price is accepted market rotates within value, liquidity builds and no clear directional edge.

✅ Proper D-shape → Expect range / slow accumulation
⚠️ Failed D-shape → Close outside value = bias shift
❌ Not a D-shape → Messy profile = stay out

Rule:
In balance, be patient.
Wait for acceptance or rejection, not predictions.

• Thin Volume Profile (Trending Market)

This is where price is rejected from value.

Price moves fast, low resistance and strong directional intent

✅ Proper Thin → Price leaves POC = continuation
⚠️ Failed Thin → Returns to value = weakness
❌ Not Thin → Multiple bulges = chop

Rule:
In trends, stop fading.
Trade continuation, not reversals.

Most traders: Trade reversals in trends ❌
Trade breakouts in ranges ❌

Smart traders: Trade rotation in balance and trade continuation in imbalance

Understand this and your win rate changes completely.