NST

I know nothing

[Avid @Av1dlive]

holy sh*t this is f**king gold

a GitHub free repo with 42,600 stars just gave out the entire framework to run your entire business using ai agents

9 steps to build a fully ai-native business
intent → issue → agent → runtime → execute → observe → verify → compound into a skill → rerun on cron.

save and bookmark no matter what

[Oracle Boar @bored2boar]

🚨 YOUR BOT IS TRADING ON GARBAGE DATA

And you don't even know it.

This is the main reason why your Polymarket bot doesn't print.

Dirty websockets feeding stale prices into logic that was built to handle clean ones.

This single problem kills more profitable-looking strategies than anything else.

Here is the full 6-layer system that fixes it permanently:

Layer 1 is about starting early and filtering bad connections before they cost you.

Begin every websocket connection 15 seconds before the trading window opens.

Monitor the final 5 seconds.
You need at least 3 ticks per token with no single jump above 5 cents.

Fail that check and skip the window entirely.

Trading on a degraded connection is worse than not trading at all.

Layer 2 is about volume and redundancy.

Never run one connection.
Run 100 to 300 parallel websockets per feed simultaneously.

Every 4 seconds kill the slowest 10% and respawn them fresh.

Your bot always takes the first deduplicated tick from whichever socket delivers it first.

More connections means faster data and lower probability of missing a critical tick.

Look at my bot as example: [https://t.co/YIxExxiltB]

Layer 3 guards against stale data sneaking through.

Compare every incoming tick against the last known price from your warmup period.

Any tick with a price delta above 15 cents gets rejected immediately and logged.

Stale ticks entering your decision logic silently turn winning trades into losing ones.

Layer 4 is simple but critical.

Drop the very first tick from every new connection without exception.

It is almost always Polymarket's cached orderbook snapshot from before the current window.

Acting on it means entering trades based on prices that no longer exist.

Layer 5 prevents all your connections from seeing the same data.

Never start all websockets at the exact same millisecond.

Stagger them evenly across a full second.

Each connection gets a better shot at receiving genuinely unique market data.

Layer 6 is about keeping only your best connections alive continuously.

Track timing variance per connection using a jitter EMA score.

Cull the most erratic connections first during each cycle.

New connections get 8 seconds to stabilize before they are eligible for culling.

Maximum 20 respawns per minute. Maximum 2 per cycle.

Running all 6 layers transforms dirty real-time data into something clean enough to actually trade on.

Strategies that looked broken often start working again without touching a single line of signal logic.

The data was the problem the whole time.

[fabiano.sol @FabianoSolana]

It was never easier to spend your crypto

What's your favorite card?

[Elon Musk @elonmusk]

But this book for your friends for the defense of Western Civilization!

[Roan @RohOnChain]

The secret of Hedge Funds is revealed in a 17 page PDF.

Stanford released the complete Hidden Markov Model framework that quants at firms like Jane Street & Two Sigma are known to use & released it for free.

Bookmark this & read the article below before someone takes it down.

[Kim Dotcom @KimDotcom]

🤣https://t.co/Tc9MMifjt9

[Arcus @arcus_xyz]

Getting liquidated hurts. Getting some of it back helps 🤝

The Liquidation Rebate Program is live until the end of March, with up to $1M in rebates available for eligible traders.

Learn more ➡️ https://t.co/XblvS24M1t

[Manifest_Lord @Manifest_Lord]

No hype. No shortcuts.

Just principles built to survive markets, criticism, and time.

Here are 17 lessons from the mind that built a dynasty.

Read slowly. These weren't meant to be rushed.

[Vaishnavi @_vmlops]

This guy just dropped ALL of Claude Code…

Stop scrolling if you want to supercharge your Claude AI game, check out Everything Claude Code...
It’s a complete vault of agents, skills, hooks, commands, rules & MCPs, curated over 10+ months of real hackathon use… now free

Ready-to-use configs
Real-world, production-tested setups
Plug-and-play components that save weeks of work

Link - https://t.co/O2cwp9kEk6

[🧬Maxpein🧬 @maximumpain333]

How Did He Know?

[Sahil @sahill_og]

- Claude for coding.
- Supabase for backend.
- Vercel for deploying.
- Namecheap for domain.
- Stripe for payments.
- GitHub for version control.
- Resend for emails.
- Clerk for auth.
- Cloudflare for DNS.
- PostHog for analytics.
- Sentry for error tracking.
- Upstash for Redis.
- Pinecone for vector DB.

You can literally ship a startup from your bedroom now.

It’s not that deep bro.

[VD @hmalviya9]

https://t.co/Ooz3evsCsN

[Rubi @RubiRubidoooo]

I´ve folded my clothes wrong all my life 🤨🤔😇

[Mindful Learning @MindfulL205]

This massage helps to improve blood circulation. Would you give it a try??

[Juanita Broaddrick @atensnut]

I got to 48.

[Poker Face @pokerface11_]

Magic tricks that will make your girl smile 🎩

[Nivas @Thrigananadoota]

The Entire process of Childbirth

[Quinten | 048.eth @QuintenFrancois]

🚨BEST CRYPTO PAYMENT CARD 🚨

I’ve tested nearly every crypto card and neobank out there.

Here’s my honest ranking based on real usage.

Bookmark this, you’ll need it 🧵⬇️

[Knowledge Of Old📌 @KnowledgeOfOld]

Embrace these 40 LAWS of Social Power to get respect EVERYWHERE you go:

[Mindset Machine  @mindsetmachine]

How Telegram CEO starts his presentation