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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.

‍

Chief Evangelist
Kore.Ai

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Published Aug 05, 2026
4 Min Read
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What is Hill Climbing?

What is Hill Climbing?
Published Jun 12, 2025
4 Min Read
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AI agents, RAG, and agentic retrieval for enterprises

AI agents, RAG, and agentic retrieval for enterprises
Published Jun 25, 2025
4 Min Read
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How MCP enables smarter, adaptive AI agent integration

How MCP enables smarter, adaptive AI agent integration
Published Jun 17, 2025
4 Min Read
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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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LLM agents vs. chains: Differences & when to use each

LLM agents vs. chains: Differences & when to use each
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
Read

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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AI-Assisted UI design with AI for service

AI-Assisted UI design with AI for service
Published Jul 12, 2024
4 Min Read
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Automate your contact center faster with AI for service

Automate your contact center faster with AI for service
Published Jul 12, 2024
4 Min Read
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Automation and orchestration with AI for service

Automation and orchestration with AI for service
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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Helping SMBs build conversational AI

Helping SMBs build conversational AI
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: Boosting response quality

Corrective RAG: Boosting response quality
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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Beyond LLMs: The shift to smaller, smarter AI models

Beyond LLMs: The shift to smaller, smarter AI models
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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Small language models: Purpose & potential

Small language models: Purpose & potential
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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Evaluating LLM voting under scaling laws

Evaluating LLM voting under 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 RAG solutions

Challenges in adopting RAG 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 small errors disrupt RAG pipelines?

Can small errors disrupt RAG pipelines?
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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OPRO explained: Smarter prompt design

OPRO explained: Smarter prompt design
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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Evaluating LLMs: What, where, and how

Evaluating LLMs: 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 LLMs

Data delivery to LLMs
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 (MMLU)

What is multi-task language understanding (MMLU)
Published Feb 20, 2025
4 Min Read
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Random CoT for better LLM reasoning

Random CoT for better LLM reasoning
Published Feb 25, 2025
4 Min Read
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Large language model hallucination mitigation techniques

Large language model hallucination mitigation techniques
Published Mar 03, 2025
4 Min Read
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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 LLMs

Chain-of-Symbol prompting (CoS) for LLMs
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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Designing conversational UIs that match user intent

Designing conversational UIs that match user 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