isitbullyenuff @Makereadyfast

Joined January 2014

Tweets

3K
Followers

241
Following

734
Likes

3K

isitbullyenuff @Makereadyfast

4 weeks ago

@archeohistories Yeah, I didn't know. I'm pretty sure the pic is from an episode of The Three Stooges.

2 0 8 3K 0

View Details

isitbullyenuff @Makereadyfast

2 months ago

@Sakshi50038 You just did. Thanks.

0 0 0 2 0

View Details

8 RAG architectures for AI Engineers: (explained with usage) 1) Naive RAG - Retrieves documents purely based on vector similarity between the query embedding and stored embeddings. - Works best for simple, fact-based queries where direct semantic matching suffices. 2) Multimodal RAG - Handles multiple data types (text, images, audio, etc.) by embedding and retrieving across modalities. - Ideal for cross-modal retrieval tasks like answering a text query with both text and image context. 3) HyDE (Hypothetical Document Embeddings) - Queries are not semantically similar to documents. - This technique generates a hypothetical answer document from the query before retrieval. - Uses this generated document’s embedding to find more relevant real documents. 4) Corrective RAG - Validates retrieved results by comparing them against trusted sources (e.g., web search). - Ensures up-to-date and accurate information, filtering or correcting retrieved content before passing to the LLM. 5) Graph RAG - Converts retrieved content into a knowledge graph to capture relationships and entities. - Enhances reasoning by providing structured context alongside raw text to the LLM. 6) Hybrid RAG - Combines dense vector retrieval with graph-based retrieval in a single pipeline. - Useful when the task requires both unstructured text and structured relational data for richer answers. 7) Adaptive RAG - Dynamically decides if a query requires a simple direct retrieval or a multi-step reasoning chain. - Breaks complex queries into smaller sub-queries for better coverage and accuracy. 8) Agentic RAG - Uses AI agents with planning, reasoning (ReAct, CoT), and memory to orchestrate retrieval from multiple sources. - Best suited for complex workflows that require tool use, external APIs, or combining multiple RAG techniques. Most architectures here involve some form of retrieval-time decision. But they all run on top of whatever was already indexed. If that indexing step outputs messy chunks, every architecture inherits them. Improving it is a separate problem from the 8 above. My co-founder wrote about a better unit for the indexing step. The technique: - cuts corpus size by 40x. - reduces tokens per query by 3x. - improves vector search relevance by 2.3x. And it doesn't alter the retrieval algorithm, the reranker, or the embedding model. Read it below.

Akshay 🚀 @akshay_pachaar

5 months ago

x.com/i/article/2052…

14 101 794 1.6M 2K

26 169 900 89K 1K

View Details

isitbullyenuff @Makereadyfast

2 years ago

@jspalding79 Should be un-american.... But this is the America that is being promoted. Something upsets you.... Get your gun.

0 0 0 26 0

View Details

isitbullyenuff @Makereadyfast

2 years ago

@TenDeep_ @SbondyNBA Wish y'all had kept his sorry ass there to begin with.

0 0 0 3 0

View Details

Logan Russell @1oganrus

3 years ago

Updated film 👇🏾 hudl.com/v/2Mmt6b - Ranked #4 in the state in my position - 1st team all-district (2x) - Played through torn labrum - Only 6 games played @mkuehn83 @CoachBerryKYFB @Coachmorton23 @CoachCutch @CoachNudo @Coach_Snuggs @CoachB_Larson @Baldwin_CoachBB

0 8 15 2K 0

View Details

Logan Russell @1oganrus

2 years ago

Month 5 post-surgery hitting 205x5. Still working!!! @mkuehn83 @DFO_AJ @CoachBerryKYFB @SamKleinATC

0 8 19 1K 0

View Details

Nick Coffey @TheCardConnect

2 years ago

Connor Sampson @connorsampson18

3 years ago

The sad part about Chucky Hepburn is that it’s all for money. He’s going to Louisville, a team that just finished 8-24. He wasn’t unhappy at Wisconsin, actually quite the opposite. Sad time in college hoops if this is the new normal.

73 21 450 128K 8

8 18 230 29K 3

View Details

isitbullyenuff @Makereadyfast

2 years ago

@laurenboebert Why is this tweedle ditz harlot showing up in my notifications?

0 0 0 8 0

View Details

isitbullyenuff @Makereadyfast

3 years ago

x.com/LouisvilleMBB/…

Louisville Men's Basketball @LouisvilleMBB

3 years ago

Louisville is HOME #GoCards x @PeypeySiva3

13 170 946 173K 22

0 0 1 49 0

View Details

isitbullyenuff @Makereadyfast

3 years ago

@rudygobert27 Touched in their house for those first six years because they didn't want my germs in their house. She turned away and never looked back.

0 0 0 26 0

View Details

isitbullyenuff @Makereadyfast

3 years ago

@rudygobert27 You are not alone in this. My mother knew her family had issues with me being born but never knew how bad it was until I was six years old and after our house burnt down, at 3am, they wouldn't allow me to sleep there until morning. Learned that they had disinfected anything I'd

0 0 0 40 0

View Details

Logan Russell @1oganrus

4 years ago

Thankful to receive a d1 offer from EKU! @EKUFootball @BallardFball @Coachmorton23 @Coach__Jake

1 14 73 9K 0

View Details

Logan Russell @1oganrus

3 years ago

First day back to lifting after 4 months of rehab.. Feels Great! @mkuehn83 @DFO_AJ @CoachBerryKYFB @ahackney57

1 5 22 2K 0

View Details

isitbullyenuff @Makereadyfast

3 years ago

@ThatOneShowBC Kenny Payne is available.

0 0 0 31 0

View Details

Pat Kelsey @patkelsey

3 years ago

L’s Up. The ReviVILLE.

172 364 3K 622K 45

View Details

isitbullyenuff @Makereadyfast

3 years ago

@RepMTG 🤫

0 0 0 3 0

View Details

isitbullyenuff @Makereadyfast

3 years ago

@SixGunJury @TheFieldOf68 @LouisvilleMBB @GoodmanHoops @RobDauster I know a guy who works at Ford. Really good guy. He's also an assistant AAU coach. He's got a team of 13 year olds that could beat DePaul.