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Blogs


From Prototype to Production: Best Practices for Building Production‑Ready AI Systems
From Markdown inputs to load-balanced LLM endpoints, this guide walks through key lessons learned while taking a financial AI prototype into production. Learn how structured prompts, JSON validation, exponential backoff, batching, observability tools, and smart frameworks like LiteLLM can transform your system into a scalable, resilient AI service.
Rahul Kumar
11 min read
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How AI-Driven Software Development is Transforming the Coding and IT Industries
LLMs revolutionize coding & IT projects—faster dev, better debugging, smarter docs. Harness AI while mitigating risks!
Sameer Kankute
4 min read
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Bridging the Gap: How Hybrid Chatbots are Redefining Intelligent Conversations
Hybrid chatbots blend structured workflows with AI-powered agents, delivering intelligent and scalable conversations for businesses.
Shivkumar Salunkhe
7 min read
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Comparing Reasoning models: DeepSeek vs Gemini vs OAI
Comparing DeepSeek R1, Gemini 2.0 Flash, Gemini 1.5 Pro, o1, and o1-mini on coding challenges—who excels in reasoning and optimization?
Praharshita Kulkarni
5 min read
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Unleashing Efficiency: Batch Processing with Large Language Models
We at Newtuple build applications which leverage LLMs (Large language models) like OpenAI, Gemini etc which has become an exciting...
Rahul Kumar
4 min read
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Is AI going to replace Software Engineers?
Will AI replace all software engineers? How should technology teams navigate this new normal?
Dhiraj Nambiar
4 min read
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Beyond Plain Text: Mastering OpenAI LLM Output for Specific Needs
A guide to enforcing or excluding words for better control for OpenAI LLMs output Large Language Models (LLMs) are remarkably adept at generating human-quality text, but there are times when you need more nuanced control over their output. This could be ensuring technical accuracy, adhering to brand guidelines, or filtering out undesirable content. OpenAI's API offers a powerful tool to fine-tune OpenAI LLMs' vocabulary: the logit_bias argument (read more about it here ). The

Aniket Kulkarni
3 min read
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