Archive - Ankur’s Newsletter

What Are AI Evals And Why Are They a Technical Moat

AI evals are the enterprise moat: systematic evaluation systems that transform probabilistic AI into reliable assets. Learn more about what they are and…

Jul 3 •

June 2025

How to Build Agentic AI for Enterprises

Building agentic AI systems for enterprises can be an engineering nightmare. Learn what techniques, principles, and methods help.

Jun 13 •

Key RAG Techniques: Benefits, Costs, Applications

Compare different Retrieval Augmented Generation (RAG) techniques including implementation methods, best practices, and challenges to overcome.

Jun 6 •

May 2025

Gemini Vs Claude: What’s Better at Coding?

Compare Google Gemini vs Anthropic’s Claude for coding, multimodal integration, agentic automation, benchmark results, and real-world use cases.

May 29 •

Visual vs. Code-Centric AI Agent Frameworks: A Comparison

Compare visual vs. code-centric AI agent frameworks to find the best fit for your workflow-exploring use cases, technical specs, pros, and cons.

May 8 •

April 2025

Open AI O3, O4-mini, GPT-4o and Alternatives: A Comparison

Compa the top AI models of 2025—OpenAI’s o3, o4-mini, GPT-4o, Google Gemini, Claude 3.7 Sonnet, and DeepSeek v3—compared for multimodal power…

Apr 24 •

The Real Price of AI: Pre-Training Vs. Inference Costs

AI inference costs far outweigh training. Learn why they're rising & how to optimize model deployment, hardware & techniques for sustainable AI value.

Apr 10 •

March 2025

CoreWeave vs Modal vs Anyscale For Distributed AI Workloads

Compare CoreWeave, Modal, and Anyscale for distributed AI workloads—exploring performance, scalability, cost efficiency, and best-suited applications.

Mar 27 •

Reasoning Vs Non-Reasoning LLMs: Architectural Tradeoffs

Explore the architectural divide in modern AI: specialized reasoning engines vs. general-purpose models, and the emerging standards shaping their…

Mar 20 •

Pinecone vs. Weaviate vs. Milvus for Vector Search

Compare Pinecone, Weaviate, and Milvus—leading vector databases for AI applications. Explore their strengths in vector search, scalability, and…

Mar 6 •

February 2025

AgentFlow vs Crew AI vs Autogen vs LangChain for Building AI Agents

Explore the top AI agent platforms of 2025: AgentFlow, AutoGen, LangChain, and CrewAI. Compare features, use cases, and implementation considerations…

Feb 27 •

Azure ML vs Vertex AI vs SageMaker: A Comparison

Compare Azure ML, Vertex AI, and SageMaker across key features, use cases, and pricing.

Feb 13 •

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