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Moltworker in CloudFlare Tutorial
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Moltworker in CloudFlare Tutorial

My name is Confidence, and I'm excited to let you know that ModeBot or OpenClaw now runs on Cloud...

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TikTok Video: Content Creation Tips

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a bit more advanced tip, with a steeper learning curve

#claude #ai
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a bit more advanced tip, with a steeper learning curve #claude #ai

Everyone knows slash commands, but do you know how to use arguments

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Apple’s CLaRa system fundamentally reimagines RAG architecture by solving the semantic similarity problem that plagues traditional retrieval systems.

Standard RAG approaches chunk documents, create static embeddings, and hope queries match semantically similar content—a critical flaw that forces workarounds like HyDE and query decomposition. CLaRa eliminates this by transforming documents into Memory Tokens: compressed representations of pure content stripped of filler and syntax, distinct from raw text.

The breakthrough lies in its trainable Query Reasoner. Rather than matching queries directly to documents, it generates hypothetical ideal answers and queries against appropriate Memory Tokens. This component learns from the database itself through training runs, continuously improving retrieval accuracy.

The system essentially operates as HyDE amplified—hypothetical document embeddings merged with dynamic, learnable retrieval—while running on modest model sizes.

Technical highlights:

- Memory Tokens replace static chunk embeddings with compressed content representations
- Query Reasoner generates ideal answers before retrieval, not after
- Direct database-to-reasoner training loop enables continuous optimization
- Achieves superior results without requiring massive computational resources
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Apple’s CLaRa system fundamentally reimagines RAG architecture by solving the semantic similarity problem that plagues traditional retrieval systems. Standard RAG approaches chunk documents, create static embeddings, and hope queries match semantically similar content—a critical flaw that forces workarounds like HyDE and query decomposition. CLaRa eliminates this by transforming documents into Memory Tokens: compressed representations of pure content stripped of filler and syntax, distinct from raw text. The breakthrough lies in its trainable Query Reasoner. Rather than matching queries directly to documents, it generates hypothetical ideal answers and queries against appropriate Memory Tokens. This component learns from the database itself through training runs, continuously improving retrieval accuracy. The system essentially operates as HyDE amplified—hypothetical document embeddings merged with dynamic, learnable retrieval—while running on modest model sizes. Technical highlights: - Memory Tokens replace static chunk embeddings with compressed content representations - Query Reasoner generates ideal answers before retrieval, not after - Direct database-to-reasoner training loop enables continuous optimization - Achieves superior results without requiring massive computational resources

Apple just quietly solved one of the biggest bottlenecks in RAG

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He grew to a Principal Eng (IC8) at Meta then created Claude Code at Anthropic

I interviewed Boris Cherny for his full career story, link in bio if you're interested!
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He grew to a Principal Eng (IC8) at Meta then created Claude Code at Anthropic I interviewed Boris Cherny for his full career story, link in bio if you're interested!

Can you explain latent demand

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Comment “app” for a link to the iOS app. Thanks guys. #ai #focus
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Comment “app” for a link to the iOS app. Thanks guys. #ai #focus

This is how I turned my website into an iPhone app without changing any code, making an app with...

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SQL in CSS!?
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SQL in CSS!?

People's pet projects have now hit a brand new limit of absurdity

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it wasn’t as bad as I thought it would be…

I thought the cost would be much higher because of the expensive model I'm using (projecting $3K)

this is probably the most expensive app I've ever launched because of the cost, usually it is only a few hundred dollars because of the tools that I use

really good lesson since I plan on launching a few more AI products in the future and need to account for the testing period where I'm eating all of that cost 🥲

#softwaredeveloper #coding #appdesign
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it wasn’t as bad as I thought it would be… I thought the cost would be much higher because of the expensive model I'm using (projecting $3K) this is probably the most expensive app I've ever launched because of the cost, usually it is only a few hundred dollars because of the tools that I use really good lesson since I plan on launching a few more AI products in the future and need to account for the testing period where I'm eating all of that cost 🥲 #softwaredeveloper #coding #appdesign

This is how much it cost me to launch my app

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You think my troops are gonna help you?🐶

[dog reels, funny dogs, dog voiceover, denzel clips, funny pet videos, dog mischief, Labradors]

#dogfunny #dogimpressions #dogreactions #funnydogreels #dogsofinsta
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You think my troops are gonna help you?🐶 [dog reels, funny dogs, dog voiceover, denzel clips, funny pet videos, dog mischief, Labradors] #dogfunny #dogimpressions #dogreactions #funnydogreels #dogsofinsta

You got one problem though, Jake

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The way we code just changed You used to work on one thing at a time Finish it Move to the next thing Thats over Now you can launch multiple AI coding agents simultaneously each one building a different feature autodeploying test environments All while you review the work from your phone Youre not coding anymore Youre managing a team of AI developers The people who figure this out first will move at a completely different speed than everyone else
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The way we code just changed You used to work on one thing at a time Finish it Move to the next thing Thats over Now you can launch multiple AI coding agents simultaneously each one building a different feature autodeploying test environments All while you review the work from your phone Youre not coding anymore Youre managing a team of AI developers The people who figure this out first will move at a completely different speed than everyone else

Today, I'll show you the ultimate vibe coding setup that lets you seamlessly code on your...

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Full-Stack Builders at LinkedIn: Roles and Responsibilities Overview
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Full-Stack Builders at LinkedIn: Roles and Responsibilities Overview

At LinkedIn, we used to have product managers, we had designers, we had front-end engineers, and...

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🔥 Comment or DM me SOBRIETY to grab your free copy of my 9 page Beginner’s Guide To Food Sobriety and take the food addiction self assessment and also learn the what, the why and the principles of food sobriety.🔥
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😂😂 ☕️☕️ . . . . . 🔥 Comment or DM me SOBRIETY to grab your free copy of my 9 page Beginner’s Guide To Food Sobriety and take the food addiction self assessment and also learn the what, the why and the principles of food sobriety.🔥

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Evaluating Undervalued Players for Championship Team
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Evaluating Undervalued Players for Championship Team

I asked you to do three

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Everyone so afraid to use their hands Its the only place we can transfer the energy to the club golf fyp golftips
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Everyone so afraid to use their hands Its the only place we can transfer the energy to the club golf fyp golftips

I'm saying cocking the wrist, the wrist here, then it's a snap at the, at the base of the...

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Share your memories with a custom puzzle from PuzzleYOU.
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Share your memories with a custom puzzle from PuzzleYOU.

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What to do from the top of the backswing
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What to do from the top of the backswing

I don't know what to do

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Documentary on DJ Mark Ellison's Mysterious Disappearance
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Documentary on DJ Mark Ellison's Mysterious Disappearance

There's an insane new documentary on Disney Plus you should watch this weekend

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Pricing without value context is just a number they'll negotiate.
Pricing with value context is an investment that makes sense.
When you quantify what the problem costs them first,
show what changes when it's solved second,
and present the investment last,
price stops being the objection.
The ROI math has already been done in their head
before you ever state the number.

@aipbi – AI Content

#SalesStrategy #PricingStrategy #BusinessWisdom #ClosingDeals #OldMoneyThinking ValueBasedSelling ExecutionMatters
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Pricing without value context is just a number they'll negotiate. Pricing with value context is an investment that makes sense. When you quantify what the problem costs them first, show what changes when it's solved second, and present the investment last, price stops being the objection. The ROI math has already been done in their head before you ever state the number. @aipbi – AI Content #SalesStrategy #PricingStrategy #BusinessWisdom #ClosingDeals #OldMoneyThinking ValueBasedSelling ExecutionMatters

When you present pricing before value, you're asking them to justify a cost

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Turning Shipping Containers Into a Forest Courtyard Home
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Turning Shipping Containers Into a Forest Courtyard Home

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Comment "Call" and I'll send you the link

Cold calls fail when you sound like a salesperson instead of a source of useful information.
Specific observations keep people on the line longer than polite introductions ever will.
Relevance earns attention. Random pitches lose it.

@aipbi - AI Content

#SalesTips #ColdCalling #BusinessCommunication #SalesWisdom #OldMoneyThinking ExecutionMatters ClosingDeals EntrepreneurMindset
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Comment "Call" and I'll send you the link Cold calls fail when you sound like a salesperson instead of a source of useful information. Specific observations keep people on the line longer than polite introductions ever will. Relevance earns attention. Random pitches lose it. @aipbi - AI Content #SalesTips #ColdCalling #BusinessCommunication #SalesWisdom #OldMoneyThinking ExecutionMatters ClosingDeals EntrepreneurMindset

Don't cold call a business and say, hey, this is Joe from Sales Corp, how are you today

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