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Blog
Author
Cobus Greyling
Cobus Greyling
Author

Cobus Greyling

Cobus Greyling is passionate about exploring the intersection of AI and language. From Language Models, AI Agents to Agentic Applications, Development Frameworks & Data-Centric Productivity Tools, I share insights and ideas on how these technologies are shaping the future.

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Kore.Ai

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Published Jan 16, 2026
4 Min Read
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Parallel Agent Processing

Parallel Agent Processing
Published Jun 12, 2025
4 Min Read
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AI Agents, RAG, and Agentic Retrieval Techniques for Enterprise-Grade Search

AI Agents, RAG, and Agentic Retrieval Techniques for Enterprise-Grade Search
Published Jun 25, 2025
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How MCP enables smarter, adaptive AI Agent integration

How MCP enables smarter, adaptive AI Agent integration
Published Jun 17, 2025
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Agentic RAG is the next step in smarter Enterprise AI

Agentic RAG is the next step in smarter Enterprise AI
Published May 09, 2024
4 Min Read
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Putting AI To Work

Putting AI To Work
Published May 10, 2024
4 Min Read
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The Case For An AI Productivity Suite

The Case For An AI Productivity Suite
Published May 14, 2024
4 Min Read
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Rapid Development Of Intelligent Generative AI APIs

Rapid Development Of Intelligent Generative AI APIs
Published May 17, 2024
4 Min Read
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The Large Language Model Landscape — Version 5

The Large Language Model Landscape — Version 5
Published May 22, 2024
4 Min Read
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Three considerations for private open-source LLM instances

Three considerations for private open-source LLM instances
Published May 21, 2024
4 Min Read
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A short history of chatbots

A short history of chatbots
Published May 28, 2024
4 Min Read
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TinyLlama is an open-source small language model

TinyLlama is an open-source small language model
Published Jun 04, 2024
4 Min Read
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Five Levels Of AI Agents

Five Levels Of AI Agents
Published Jun 06, 2024
4 Min Read
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Data Design For Fine-Tuning LLM Long Context Windows

Data Design For Fine-Tuning LLM Long Context Windows
Published Jun 03, 2024
4 Min Read
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Comparing LLM Agents to Chains: Differences, Advantages & Disadvantages

Comparing LLM Agents to Chains: Differences, Advantages & Disadvantages
Published Jun 14, 2024
4 Min Read
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Teaching LLMs To Say, “I don’t know”

Teaching LLMs To Say, “I don’t know”
Published Jun 10, 2024
4 Min Read
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LLM Performance Over Time & LLM Task Contamination

LLM Performance Over Time & LLM Task Contamination
Published Jun 12, 2024
4 Min Read
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Improving Text Embeddings with LLM Generated Synthetic Data

Improving Text Embeddings with LLM Generated Synthetic Data
Published Jun 16, 2024
4 Min Read
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Active Prompting with Chain-of-Thought for Large Language Models

Active Prompting with Chain-of-Thought for Large Language Models
Published Jun 19, 2024
4 Min Read
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Prompt Pipelines

Prompt Pipelines
Published Jul 01, 2024
4 Min Read
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Small & Medium-Sized Enterprises Enter The Conversational AI Arena

Small & Medium-Sized Enterprises Enter The Conversational AI Arena
Published Jul 03, 2024
4 Min Read
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Meta Taxonomy Of Large Language Model Correction & Refinement

Meta Taxonomy Of Large Language Model Correction & Refinement
Published Jul 07, 2024
4 Min Read
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Large Language Model (LLM) SWOT Analysis

Large Language Model (LLM) SWOT Analysis
Published Jul 04, 2024
4 Min Read
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Retrieval-Augmented Generation (RAG) vs LLM Fine-Tuning

Retrieval-Augmented Generation (RAG) vs LLM Fine-Tuning
Published Jul 10, 2024
4 Min Read
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Visualise & Discover RAG Data

Visualise & Discover RAG Data
Published Jul 12, 2024
4 Min Read
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The new corner store is digital

The new corner store is digital
Published Jul 12, 2024
4 Min Read
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Streamlined AI-assisted Conversational UI build experience unveiled: XO Express

Streamlined AI-assisted Conversational UI build experience unveiled: XO Express
Published Jul 12, 2024
4 Min Read
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Introducing XO Contact Center AI Express: accelerated AI integration for businesses of any size

Introducing XO Contact Center AI Express: accelerated AI integration for businesses of any size
Published Jul 12, 2024
4 Min Read
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Automation and orchestration with the XO Platform

Automation and orchestration with the XO Platform
Published Jul 12, 2024
4 Min Read
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Introducing effortless no-code Conversational UI onboarding

Introducing effortless no-code Conversational UI onboarding
Published Jul 12, 2024
4 Min Read
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The corner store can have a chatbot

The corner store can have a chatbot
Published Jul 12, 2024
4 Min Read
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Empowering small to medium-sized businesses to design, build and launch their own Conversational AI applications

Empowering small to medium-sized businesses to design, build and launch their own Conversational AI applications
Published Jul 12, 2024
4 Min Read
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Making Conversational AI accessible for small and medium organisations

Making Conversational AI accessible for small and medium organisations
Published Jul 26, 2024
4 Min Read
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No-code deployment and orchestration of open-sourced foundation models

No-code deployment and orchestration of open-sourced foundation models
Published Jul 22, 2024
4 Min Read
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Prompt-RAG: Vector Embedding Free Retrieval-Augmented Generation

Prompt-RAG: Vector Embedding Free Retrieval-Augmented Generation
Published Aug 12, 2024
4 Min Read
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Corrective RAG: Corrective Retrieval-Augmented Generation for More Reliable RAG Systems

Corrective RAG: Corrective Retrieval-Augmented Generation for More Reliable RAG Systems
Published Aug 14, 2024
4 Min Read
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Adding Noise Improves RAG Performance

Adding Noise Improves RAG Performance
Published Aug 29, 2024
4 Min Read
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The Case For Small Language Models

The Case For Small Language Models
Published Aug 30, 2024
4 Min Read
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The Shifting Vocabulary of AI

The Shifting Vocabulary of AI
Published Sep 05, 2024
4 Min Read
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Fine-Tuning or RAG?

Fine-Tuning or RAG?
Published Sep 19, 2024
4 Min Read
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LLM Drift, Prompt Drift & Cascading

LLM Drift, Prompt Drift & Cascading
Published Sep 23, 2024
4 Min Read
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The Evolution of Grounding & Planning In AI Agents

The Evolution of Grounding & Planning In AI Agents
Published Sep 20, 2024
4 Min Read
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The Shift From Large Language Models to Smaller, Vision-Enhanced Models & The Rise of AI Agents— Version 6

The Shift From Large Language Models to Smaller, Vision-Enhanced Models & The Rise of AI Agents— Version 6
Published Sep 26, 2024
4 Min Read
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Please Stop Saying Long Context Windows Will Replace RAG

Please Stop Saying Long Context Windows Will Replace RAG
Published Oct 14, 2024
4 Min Read
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Exploring the Purpose, Power & Potential of Small Language Models (SLMs)

Exploring the Purpose, Power & Potential of Small Language Models (SLMs)
Published Oct 04, 2024
4 Min Read
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Self-Reflective Retrieval-Augmented Generation (SELF-RAG)

Self-Reflective Retrieval-Augmented Generation (SELF-RAG)
Published Sep 28, 2024
4 Min Read
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Prompt-RAG

Prompt-RAG
Published Oct 15, 2024
4 Min Read
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Performing Multiple LLM Calls & Voting On The Best Result Are Subject To Scaling Laws

Performing Multiple LLM Calls & Voting On The Best Result Are Subject To Scaling Laws
Published Oct 21, 2024
4 Min Read
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RAT — Retrieval Augmented Thoughts

RAT — Retrieval Augmented Thoughts
Published Oct 16, 2024
4 Min Read
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Chain-of-Instructions (CoI) Fine-Tuning

Chain-of-Instructions (CoI) Fine-Tuning
Published Oct 27, 2024
4 Min Read
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DRAGIN: Dynamic RAG Based On Real-Time Information Needs Of LLMs

DRAGIN: Dynamic RAG Based On Real-Time Information Needs Of LLMs
Published Oct 24, 2024
4 Min Read
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A Study Comparing RAG & Fine-Tuning For Knowledge Base Use-Cases

A Study Comparing RAG & Fine-Tuning For Knowledge Base Use-Cases
Published Oct 30, 2024
4 Min Read
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Retrieval Augmented Fine-Tuning (RAFT)

Retrieval Augmented Fine-Tuning (RAFT)
Published Oct 30, 2024
4 Min Read
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Large Language Models Excel At In-Context Learning (ICL)

Large Language Models Excel At In-Context Learning (ICL)
Published Nov 11, 2024
4 Min Read
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FIT-RAG

FIT-RAG
Published Nov 01, 2024
4 Min Read
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Adaptive-RAG

Adaptive-RAG
Published Nov 15, 2024
4 Min Read
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FaaF: Facts As A Function For Evaluating RAG

FaaF: Facts As A Function For Evaluating RAG
Published Nov 18, 2024
4 Min Read
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Agentic Search-Augmented Factuality Evaluator (SAFE) For LLMs

Agentic Search-Augmented Factuality Evaluator (SAFE) For LLMs
Published Nov 03, 2024
4 Min Read
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Challenges In Adopting Retrieval-Augmented Generation Solutions

Challenges In Adopting Retrieval-Augmented Generation Solutions
Published Nov 14, 2024
4 Min Read
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Disambiguation: Dynamic Context For Effective RAG Question Suggestions

Disambiguation: Dynamic Context For Effective RAG Question Suggestions
Published Nov 21, 2024
4 Min Read
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Data Design For Fine-Tuning To Improve Small Language Model Behaviour

Data Design For Fine-Tuning To Improve Small Language Model Behaviour
Published Nov 21, 2024
4 Min Read
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Improve Conversational UIs Using Social Intelligence

Improve Conversational UIs Using Social Intelligence
Published Nov 25, 2024
4 Min Read
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Can Minor Document Typos Comprehensively Disrupt RAG Retriever & Reader Components?

Can Minor Document Typos Comprehensively Disrupt RAG Retriever & Reader Components?
Published Jan 06, 2025
4 Min Read
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DialogGPT

DialogGPT
Published Jan 07, 2025
4 Min Read
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How Should Large Language Models Be Evaluated?

How Should Large Language Models Be Evaluated?
Published Jan 08, 2025
4 Min Read
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A New Prompt Technique From DeepMind Called Optimisation by PROmpting (OPRO)

A New Prompt Technique From DeepMind Called Optimisation by PROmpting (OPRO)
Published Jan 10, 2025
4 Min Read
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LLM Alignment, Hallucination & Misinformation

LLM Alignment, Hallucination & Misinformation
Published Feb 10, 2025
4 Min Read
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As-Needed Decomposition & Planning Using Large Language Models — ADaPT

As-Needed Decomposition & Planning Using Large Language Models — ADaPT
Published Jan 13, 2025
4 Min Read
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Distilling the Evaluation of LLMs: Understanding the What, Where, and How

Distilling the Evaluation of LLMs: Understanding the What, Where, and How
Published Jan 17, 2025
4 Min Read
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Chain of Empathy Prompting (CoE)

Chain of Empathy Prompting (CoE)
Published Jan 15, 2025
4 Min Read
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What Are LLMs Good At & When Can LLMs Fail?

What Are LLMs Good At & When Can LLMs Fail?
Published Jan 20, 2025
4 Min Read
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Are Emergent Abilities In LLMs Inherent Or Merely In-Context Learning?

Are Emergent Abilities In LLMs Inherent Or Merely In-Context Learning?
Published Jan 22, 2025
4 Min Read
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LLM Hallucination Index

LLM Hallucination Index
Published Jan 24, 2025
4 Min Read
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Knowledge-Driven Chain-of-Thought (KD-CoT)

Knowledge-Driven Chain-of-Thought (KD-CoT)
Published Jan 27, 2025
4 Min Read
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Chain-Of-Note (CoN) Retrieval For LLMs

Chain-Of-Note (CoN) Retrieval For LLMs
Published Jan 31, 2025
4 Min Read
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Open ai structured JSON output with adherence

Open ai structured JSON output with adherence
Published Jan 30, 2025
4 Min Read
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The Chain-Of-X Phenomenon In LLM Prompting

The Chain-Of-X Phenomenon In LLM Prompting
Published Feb 05, 2025
4 Min Read
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The Anatomy Of Chain-Of-Thought Prompting (CoT)

The Anatomy Of Chain-Of-Thought Prompting (CoT)
Published Feb 03, 2025
4 Min Read
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Contrastive Chain-Of-Thought Prompting

Contrastive Chain-Of-Thought Prompting
Published Feb 07, 2025
4 Min Read
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Self-Consistency For Chain-Of-Thought Prompting

Self-Consistency For Chain-Of-Thought Prompting
Published Feb 12, 2025
4 Min Read
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Generative AI Trends to Watch in 2025 & Beyond

Generative AI Trends to Watch in 2025 & Beyond
Published Feb 14, 2025
4 Min Read
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Data Delivery To Large Language Models

Data Delivery To Large Language Models
Published Feb 16, 2025
4 Min Read
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Large Language Model Programs

Large Language Model Programs
Published Feb 18, 2025
4 Min Read
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What Is Multi-Task Language Understanding or MMLU?

What Is Multi-Task Language Understanding or MMLU?
Published Feb 20, 2025
4 Min Read
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Random Chain-Of-Thought For LLMs, Distilling Self-Evaluation Capability

Random Chain-Of-Thought For LLMs, Distilling Self-Evaluation Capability
Published Feb 25, 2025
4 Min Read
Read

Large Language Model Hallucination Mitigation Techniques

Large Language Model Hallucination Mitigation Techniques
Published Mar 03, 2025
4 Min Read
Read

Validating Low-Confidence LLM Generation

Validating Low-Confidence LLM Generation
Published Mar 14, 2025
4 Min Read
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Considering Large Language Model Reasoning Step Length

Considering Large Language Model Reasoning Step Length
Published Mar 12, 2025
4 Min Read
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Chain Of Natural Language Inference (CoNLI)

Chain Of Natural Language Inference (CoNLI)
Published Mar 17, 2025
4 Min Read
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Meta Taxonomy Of LLM Correction & Refinement

Meta Taxonomy Of LLM Correction & Refinement
Published Mar 24, 2025
4 Min Read
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Understanding LLM User Experience & Expectation

Understanding LLM User Experience & Expectation
Published Mar 27, 2025
4 Min Read
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Concise Chain-of-Thought (CCoT) Prompting

Concise Chain-of-Thought (CCoT) Prompting
Published Mar 31, 2025
4 Min Read
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UniMS-RAG: Unified Multi-Source RAG for Personalised Dialogue

UniMS-RAG: Unified Multi-Source RAG for Personalised Dialogue
Published Mar 28, 2025
4 Min Read
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Chain-of-Symbol Prompting (CoS) For Large Language Models

Chain-of-Symbol Prompting (CoS) For Large Language Models
Published Apr 07, 2025
4 Min Read
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A benchmark for verifying chain-of-thought

A benchmark for verifying chain-of-thought
Published Apr 02, 2025
4 Min Read
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Seven RAG Engineering Failure Points

Seven RAG Engineering Failure Points
Published Apr 08, 2025
4 Min Read
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Craft successful conversational user interfaces: align user intent with developed intent

Craft successful conversational user interfaces: align user intent with developed intent
Published Apr 09, 2025
4 Min Read
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Comparing Human, LLM & LLM-RAG Responses

Comparing Human, LLM & LLM-RAG Responses
Published Apr 10, 2025
4 Min Read
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Beyond Chain-of-Thought LLM Reasoning

Beyond Chain-of-Thought LLM Reasoning
Published Apr 14, 2025
4 Min Read
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T-RAG = RAG + Fine-Tuning + Entity Detection

T-RAG = RAG + Fine-Tuning + Entity Detection
Published Apr 17, 2025
4 Min Read
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Demonstrate, search, predict (DSP) for LLMs

Demonstrate, search, predict (DSP) for LLMs