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Insights from the field

Practical notes on AI agents, systems engineering, and production delivery.

40 results

LatestApril 13, 202611 min read

Lessons from Building AI Agents: Context Management

Context management is the hidden bottleneck in production AI agents. Learn practical approaches to file-based context, structured memory, and RAG, and how to combine them into a reliable context layer.

AI + Data

December 15, 20255 min read

Building AI Agents: Frameworks vs Raw APIs

Explore the essentials of building AI agents with 'Agent' frameworks vs raw APIs. Discover why frameworks often win for production-ready Agent solutions.

AI + Data

September 24, 20259 min read

Which Vector Search Should I Use? A Practical Guide

Developer’s guide to vector search indexes HNSW, IVF, and PQ indexes in FAISS. Use cases, key parameters, trade-offs, and a handy cheat-sheet for choosing the right search.

AI + Data

August 11, 202517 min read

5 Learnings from developing AI agents in production

Discover the 5 key learnings from developing AI Agents in production. Learn how AI Agents can be deployed and improved over a period of time

AI + Data

July 23, 20255 min read

AI Agents: Bridging the Gap Between Hype and Reality

Uncover the truth behind AI agents - hype vs. real-world applications. Explore challenges, practical use cases, and how Dialogtuple delivers reliable AI.

AI + Data

July 7, 20253 min read

The Hidden Cost of Bad Prompts: Why Typos and Sloppy Formatting Sabotage Your Business AI

Think typos don't affect your AI system? Think again!

AI + Data

June 17, 20257 min read

Finance-Friendly OCR Tools: Docling vs Dolphin for PDF Processing

Compare OCR solutions: Docling, Dolphin and more for accurate, finance-grade PDF extraction. See benchmarks, speed & accuracy.

AI + Data

May 22, 20252 min read

Host LLMs Locally: Ollama Installation & Setup Guide

Step-by-step Ollama install to host large-language models on your machine. Get up and running in minutes with examples.

5 minute setupAI + Data

May 22, 20251 min read

Run Deepseek R1 on your laptop in 5 minutes or less

Learn how to run Deepseek on your laptop in 5 minutes! Discover the power of Deepseek with easy steps and explore limitless possibilities.

5 minute setupAI + Data

April 25, 20253 min read

Introducing our Generative AI Accelerators

Newtuple's Proprietary Gen AI accelerators help you develop custom AI applications faster and better!

AI + Data

April 22, 20257 min read

Rethinking AI Agents: How OpenAI Agents SDK and Google ADK compare with LangGraph

Here's a comparison of the different agent frameworks that are out there, and which one you should choose!

April 14, 202513 min read

From Prototype to Production: Best Practices for Building Production‑Ready AI Systems

Learn best practices for building production ready AI systems - from structuring inputs and enforcing JSON schemas to handling scale, latency, and observability. This guide shares real-world lessons from deploying a large-scale financial AI platform using LLMs, Azure, and open-source tools.

AI + Data

March 31, 202510 min read

How to Tackle Model Interoperability

Discover why true model interoperability involves more than just unified APIs - learn how rigorous testing, careful planning, and clear criteria ensure LLM success.

AI + Data

March 11, 20254 min read

Lost in Translation? Boosting Accuracy in PDF-based data extraction using LLMs

Discover how structured PDF-to-Markdown conversion boosts PDF-based data extraction using LLMs, enhancing accuracy and efficiency in processing complex documents.

AI + Data

March 2, 20255 min read

How AI-Driven Software Development is Transforming the Coding and IT Industries

Discover how AI-driven software development is revolutionizing coding, debugging, and project management. Learn real-world applications, benefits, and challenges of integrating Large Language Models (LLMs) into development workflows.

AI + Data

February 16, 20258 min read

Bridging the Gap: How Hybrid Chatbots are Redefining Intelligent Conversations

Discover how hybrid chatbots are redefining intelligent conversations by combining structured frameworks with AI-powered agents for smarter, scalable interactions.

AI + Data

January 29, 20256 min read

Comparing Reasoning models: DeepSeek vs Gemini vs OAI

Comparing reasoning models: DeepSeek vs Gemini vs OAI - through real coding challenges. Discover which model excels in problem-solving, optimization, and code efficiency in C++. Find out the ultimate results.

AI + Data

December 23, 20245 min read

AI Meets Sales: Analyzing B2B Sales Calls with AI

Discover how AI transforms B2B sales with actionable insights from sales call analysis. Learn about call metrics, sentiment analysis, feature effectiveness, and success factors powered by Gemini AI and AWS Transcribe. Enhance your sales strategies with data-driven recommendations.

AI + Data

December 9, 20245 min read

AWS Expands Its AI Frontier: Introducing Amazon Nova and Enhanced Bedrock Guardrails

Discover AWS's cutting-edge AI models with Amazon Nova. Learn how Bedrock Guardrails ensures responsible AI usage and content moderation.

AI + Data

September 14, 20247 min read

Vector Search Performance: Speed & Scalability Benchmarks

Explore vector search benchmarks on speed and scalability. Learn how Newtuple optimizes latency and throughput for your data.

AI + Data

August 12, 20244 min read

How OpenAI implements Structured Outputs

Read this article to understand the technical details around structured outputs from OpenAI

AI + Data

June 25, 20245 min read

Temporal accuracy and LLMs

LLMs aren't great at temporal accuracy. Here's how you can remedy this in your AI powered data app

June 13, 20242 min read

Master the Art of Data Streamlining with Pub/Sub Pipelines

Data pipeline

June 12, 20245 min read

Unleashing Efficiency: Batch Processing with LLMs (Large Language Models)

How to leverage LLM or large language models with the help of batch processing.

May 19, 20245 min read

Building a MongoDB Agent - Query Your JSON Data Like a Pro

Unleash the power of MongoDB Agent JSON to effortlessly query complex data. From schema auto-discovery to powerful summaries, it's a game-changer!

April 28, 20247 min read

How to Build Efficient AI Agentic Frameworks

Discover how Newtuple Technologies is revolutionizing the use of AI agents with targeted, enterprise applications. Learn about our design principles that harness the power of large language models to perform complex tasks with high accuracy, scalability, and cost-effectiveness

March 13, 20244 min read

Is AI going to replace Software Engineers?

Will AI replace all software engineers? How should technology teams navigate this new normal?

March 8, 20243 min read

Beyond Plain Text: Mastering OpenAI LLM Output for Specific Needs

Controlling OpenAI LLMs output to get desired results

December 14, 202314 min read

LLMs vs. Cloud OCR: A New Chapter in Text Recognition

Compare LLM-powered OCR vs traditional cloud OCR. See accuracy tests, cost analysis & ready-to-use sample code.

December 11, 20233 min read

Exploring LLM Latencies while building your AI app

Compare the latency for different LLM models before building your AI application

November 29, 20235 min read

Amazon Q: Trying out the latest GenAI offering from AWS

Hands-on review of Amazon Q, the GenAI service announced at AWS re:Invent. We explore its capabilities and how it compares to other offerings.

November 8, 20233 min read

Deploying Containerized Applications quickly with Azure Container Apps and ACR

Learn how to deploy containerized applications quickly with Azure Container Apps and ACR. Step-by-step walkthrough for efficient app deployment on Azure.

November 7, 20233 min read

Key takeaways for AI developers from OpenAI DevDay

This is an overview of announcements from OpenAI for gen-AI developers.

October 20, 20235 min read

Improving Data Quality with dbt tests

This is a quick introduction into using dbt for improving data quality by means of dbt tests.

October 11, 20233 min read

Setup Dagster in 5 minutes

Learn how to get Dagster set up in 5 minutes or less. Follow our step-by-step guide and start developing and maintaining data assets effortlessly.

July 17, 20236 min read

Will AI replace your data team?

With the rise of AI tools for data analysis, do you really need a data team anymore?

May 19, 20233 min read

Modern Data Stack on your laptop!

A quick guide to setting up your own, local version of a modern data stack, built completely on open source!

May 19, 20233 min read

Setup dbt Core on your machine in 5 minutes or less!

dbt is a data transformation tool that enables data teams to implement robust analytics engineering practices to improve the quality of their data. dbt has been a pioneer in a number of areas around data transformation, and as such is widely adopted by the industry today. You can collaborate on data models, version them, and test and document your queries before safely deploying them to production. dbt comes with 2 versions - one is a cloud version, and the other is dbt-core, an open source vers

May 15, 20235 min read

LLM Pricing Cheat Sheet: Compare Costs & Usage Tiers

Quickly compare pricing models and tiers for top large-language models. Find the best cost-effective plan for your project

May 12, 20233 min read

Google vs OpenAI: Initial Impressions

Google made a bunch of announcements at its recent Google I/O event, including the release of its Vertex AI models for language generation - This is a direct competitor to OpenAI’s API which was released a few months ago, and has already taken the world by storm. I decided to take 2 APIs - OpenAIs “GPT3.5” and Vertex AIs “text-bison@001” for a test drive to compare its results, specifically for a combination of a vector database enabled semantic search + LLM prompt and response. I believe knowle

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