Peter Lynch's favorite metric is the PEG Ratio. A PEG ratio under 1 means a company is growing faster than its valuation implies.
Here are 10 semiconductor stocks with a PEG under 1 right now:
1. $COHR - Coherent (PEG ~1.0x)
Q3 revenue $1.81B, up 21% YoY. Datacenter segment hit $1.4B with a book-to-bill above 4x. Ramping 1.6T optical transceivers in H2. The vertically integrated AI connectivity play.
The pattern that creates millionaires never changes.
$NVDA → early believers became millionaires
$TSLA → early believers became millionaires
$PLTR → early believers became millionaires
Now the next disruptive themes are forming:
Bookmark this.
• Photonics → $AAOI $AXTI $AEHR $LITE
• Space → $RKLB $ASTS $LUNR $PL
• AI Infra → $NBIS $VRT $IREN
• Energy → $CEG $VST $OKLO $SMR
• Power Semis → $VICR $NVTS $MPWR $ON
• AI Inference → $AMD $ARM $INTC $RMBS
• Robotics → $TSLA $VPG $SYM $OUST
• Quantum → $IONQ $INFQ $RGTI
• Rare Earths → $MP $UUUU $USAR
Get my Top 5 disruptive stocks on Substack.
Free. No paywall.
https://t.co/DGS6tWOxF9
go pull up the 6AM candle on your chart right now
this one candle predicts the entire New York session direction
and almost nobody uses it
a guy in my discord called 14 out of 15 trading days correctly last month using only this
here's the exact system:
THE 6AM REVERSAL SIGNATURE:
at 6AM EST, institutions show their hand
they either:
- push price into a key level (reversal incoming)
- expand away from a level (continuation day)
the 6AM candle tells you WHICH
STEP 1: mark yesterday's high and low
STEP 2: at 6AM, watch where price trades relative to those levels
STEP 3: if 6AM sweeps a level but CLOSES back inside the range = reversal day
STEP 4: if 6AM expands and closes BEYOND the level = trend day
STEP 5: check the correlated asset. this is where it goes from good to undeniable
pull up NQ and ES side by side (or gold and silver, EUR and GBP - whatever you trade)
did BOTH assets sweep the same level at 6AM? or did one sweep while the other didn't?
both swept and closed back inside -> strong reversal signal. both assets agree. trade it with confidence
one swept, the other didn't -> even stronger. that's SMT. a crack in correlation. the asset that swept grabbed liquidity. the one that refused was already telling you the reversal is real before the candle even closed
one swept and the other closed in the OPPOSITE direction -> that's a two-stage SMT. strength switch. the highest probability confirmation you can have at 6AM. the direction isn't just "likely." it's confirmed across two independent assets
no crack at all, both assets just expanding through -> continuation day. don't fight it. only trade in that direction
that's it.
EXAMPLES:
6AM sweeps yesterday's high on NQ, closes back below it. you check ES - ES didn't even reach the high. crack in correlation. bearish day confirmed -> sell the rip at 9:30
6AM sweeps yesterday's low on gold, closes back above it. you check silver - silver swept the same low but closed bearish while gold closed bullish. strength switch. two-stage SMT -> buy the dip at 9:30 with maximum conviction
6AM breaks high and closes above with momentum on both assets -> no crack. continuation. only look for longs
most traders show up at 9:30 with no bias
they're "reacting to price action"
aka gambling
smart traders showed up at 6AM
they checked the candle AND the correlated asset
they already know the direction AND how confident to be in it
the 9:30 open is just their entry window
THIS IS THE EDGE:
institutions set up the move between 6-9:30
retail shows up at 9:30 and provides the exit liquidity
you can either BE the liquidity
or you can TAKE the liquidity
the 6AM candle tells you the direction
the correlated asset tells you if it's real
together they tell you which side you're on before the market even opens
go backtest it. 30 days. both assets side by side. track the results
you'll never trade blind again
(free discord in bio. if you think you're a good fit - DM me "SYSTEM" for 1-on-1 coaching. i only take on 1-2 traders at a time to work with fully private)
Master 09:30 Am Opening COMPLETELY💡
Advanced Guide for Understanding Importance of 1st Rally after New York Session Open 📷
Study, Practise & Use this framework to LEVEL UP your Trading.
This is the most unfair edge I've ever had at the NY open.
These guys connected Claude Opus 4.7 to every data point in the stock market.
I used it to backtest 5 years of Asia + London → NY data across ES, NQ, Gold, EUR, GBP and built this overnight session prep for me.
🚨 Anthropic's own team just showed how to actually prompt Claude.
24 minutes. free. from the people who built it.
watch the workshop. bookmark it.
worth more than every $300 course you almost bought.
you've been using Claude without knowing 40 of its prompts.
Then read the guide below.
10 repos that mass replace a $100,000/year football analytics department. all free. all open source.
https://t.co/f88gBwzDuG -> replaces Hawkeye and Second Spectrum YOLO tracks every player and ball from any broadcast. assigns teams by jersey color. calculates speed, distance, possession. from a TV feed. no sensors.
https://t.co/It40HRL56i -> replaces entire quant sports desk stacked ensemble: LightGBM + XGBoost + Neural Networks + Random Forest. scrapes FBRef automatically. ELO with dynamic K-factor. Poisson xG. MongoDB backend. the most complete open-source football prediction pipeline on GitHub.
https://t.co/HBy8KHg5Vq -> replaces paid prediction platforms ($30/mo) full GUI app. 7 ML algorithms. downloads data from football-data. co. uk. predicts upcoming fixtures. exports to Excel. one click.
https://t.co/fbX02JGfYL -> replaces manual feature engineering XGBoost with 354 hand-crafted features. works for any European league. data straight from football-data. co. uk. plug and predict.
https://t.co/N4NBKWJ8yr -> replaces value bet scanners ($50/mo) ELO + expected goals + offensive/defensive ratings. compares model probability vs Vegas lines. flags when you have edge.
https://t.co/FEGRoaWs0x -> replaces bookmaker calibration tools Gradient Boosting tuned to output probabilities that match real bookmaker odds. not just accuracy - calibrated confidence.
https://t.co/LFzoWs4dcD -> replaces StatsBomb xG subscription xG model from KU Leuven researchers. LogReg + XGBoost pipelines. supports Wyscout, StatsBomb, Opta data. academic grade.
https://t.co/ZPQMuCwcAZ -> replaces xG analytics dashboards xG on StatsBomb open data. SHAP explanations for every prediction. proper calibration. tested on FIFA World Cup 2022.
https://t.co/tKj2sBOVzc -> replaces basic prediction models Poisson distribution for goal simulation. the classical approach that still beats most ML models on draw prediction.
https://t.co/Kp046GL1KL -> replaces Premier League prediction services XGBoost + AdaBoost + SVM on EPL data. detailed EDA. confusion matrices. honest 56% accuracy - because football is hard.
like + bookmark you'll need this when you build your first football prediction bot
i built a trading journal with Claude.
not a todo app.
not a chatbot.
a real, shipped, production app.
live at https://t.co/YJijjP3QYp - free. (in beta)
here's what's inside:
→ csv import for 15 brokers
(IBKR, Tastytrade, Tradovate, TopStep, NinjaTrader…)
→ trade calendar with P&L heatmap
→ full trade logging
→ analytics across every setup, emotion, and mistake
→ public profiles + shareable trade cards
→ a real leaderboard system w/ ranks
→ risk guardrails (max loss, max trades, streak limits)
→ auth, avatars, seasons, share cards
→ fully rebranded top to bottom
no team.
no funding.
no bootcamp.
just me and Claude, night after night.
every trader needs one.
most will never use one.
the ones who do rarely talk about it.
now they have somewhere to go.
(in beta) https://t.co/YJijjP3QYp - free forever.
either you review your trades,
or your trades review you.
Claude Code x TradingView is one of the most powerful AI trading setups I've ever used.
You can literally turn Claude into your personal trading assistant in minutes.
Vibe-code custom indicators, conduct deep technical analysis, and more.
This cheatsheet teaches you how:
I BUILT A BOT THAT PREDICTS FOOTBALL MORE ACCURATELY THAN BOOKMAKERS
3 probability sources. ML model + Bet365 odds + Polymarket. When all three diverge - that's edge
5 seasons of EPL, La Liga, Bundesliga. 7,600+ matches. Each with goals, shots, possession, corners, cards, odds
ELO rating using the FIFA formula - accounts for opponent strength, goal difference, home advantage. Not just W/D/L but the context behind every win
xG proxy from basic stats - shots on target * 30% conversion + shots off target * 3%. Teams scoring more than they should - regression is coming
Rolling averages over 5 matches, fatigue factor, head-to-head history, day of the week
Claude API analyzes context the model can't see - motivation, pressure, derbies
XGBoost + Random Forest + Logistic Regression in an ensemble. Walk-forward backtest, not random split
Bookmaker says 55% home. Polymarket says 48%. Model says 52%. KL-divergence between sources = signal. The bigger the gap + the fatter the edge
All three agree - I skip, zero edge. Two against one - I enter on the majority side
Kelly sizes the position, Claude explains why
Anthropic And OpenAI engineers leaked the prompting technique that separates beginners from experts.
It's called "Socratic prompting" and it's insanely simple.
Instead of telling the AI what to do, you ask it questions.
My output quality: 5.2/10 → 9.6/10
Here's how it works:
“When do I enter?” — The #1 question every new ICT trader asks.
Wrong question.
The right one is:
“When is the right time for price to actually move in my direction?”
This video finally clears the time vs price confusion.
Watch till the end.
Retweet + Bookmark it
Claude coded another TradingView Indicator for me🤖
It shows:
- New Week Opening Gaps
- Opening Range Gaps (using RTH)
- ORG Statistics
I use them as Soft Bias when I don't have a clear bias for the day.
Crazy how easy we can build this now!
If you truly understand IMBALANCE vs FAIR VALUE GAP (FVG),
your entries will become dangerously precise.
This is a must ⚠️watch for traders.
ICT explains everything
Retweet it. Bookmark it