Blogs

You approved the AI agent project. The demo looked great. Then the first invoice arrived. This is one of the most common moments in enterprise AI adoption right now. Teams build a working agent, ship it to production, and within 30 days they are looking at a cloud bill that is three to ten times higher than anyone projected. The agent is not broken. It is just expensive in ways that were never visible during testing. The problem is not the model. The problem is architecture.

AI systems have long been divided into those that reason and those that act. The ReAct framework collapses that divide — enabling LLMs to plan, retrieve information, and course-correct in real time using a structured Thought-Action-Observation loop.

As organizations explore more advanced uses of artificial intelligence, a critical distinction is becoming clear: not all AI systems function the same way. Two common categories—AI agents and agentic AI—reflect very different approaches to how machines assist with work. Understanding how they differ is necessary for developing long-term AI strategies that scale with the demands of modern enterprises. AI Agents: Capable Responders with Defined Boundaries An AI agent is an inte

What is Agentic AI Architecture? Agentic AI is an advanced framework designed to create intelligent systems that operate autonomously, adapt dynamically, and make data-driven decisions with minimal human intervention. Unlike traditional AI, which follows predefined rules, Agentic AI evolves, continuously refining its strategies and responses based on real-time data and past experiences. At its core, Agentic AI architecture enables AI agents to: Plan & Strategize – Define obje

Google’s Agent Development Kit (ADK) is an open-source framework that empowers developers to create intelligent AI agents integrated with Gemini models and Google Cloud. ADK simplifies the development of autonomous agents that can process tasks, make decisions, and interact with external systems, all with minimal coding effort. What is ADK? The Agent Development Kit (ADK) is a Python-based framework that allows you to design and deploy intelligent agents. These agents can exe

DeepCoder is an open-source AI model designed for high-performance code generation, leveraging 14 billion parameters. Developed by UC Berkeley's Agentica team and Together AI, it is fine-tuned using Reinforcement Learning (RL) techniques and provides an innovative approach to training coding models. Training & Data Details DeepCoder was trained over 2.5 weeks on 32 Nvidia A100 GPUs, utilizing a curated dataset of 24,000 verified coding problems. This dataset includes: 7.5K pr

What if coding no longer meant writing lines of syntax but instead felt like having a conversation with AI? Vibe coding is an emerging concept introduced by Andrej Karpathy, former Tesla AI Director, where AI takes on most coding tasks, allowing developers to interact with software creation more intuitively. For example: 🗣 User: "Create a dashboard that tracks user activity and sends automated reports." 💻 AI: (Generates the necessary backend logic, UI components, and data h

AI in Healthcare: A Game Changer for Faster Diagnoses and Better Outcomes AI is reshaping the healthcare landscape, making it possible to achieve faster, more accurate diagnoses and significantly improve patient outcomes. By analyzing vast amounts of medical data, AI is uncovering hidden patterns, enabling earlier disease detection, and facilitating more effective treatment plans. Why AI Matters in Healthcare Early diagnosis is critical for better treatment outcomes. AI is pl

TriSeed Helps US Clients Improve Customer Experience and Efficiency with Vision AI One of our prominent US clients asked us to use Vision AI to analyze customer wait times at their will call counter. In the US, businesses prioritize service and efficiency to create positive customer experiences. Using TriSeed's Vision AI, businesses can manage foot traffic, serve more customers, and identify opportunities to expand services. Our technology helps businesses enhance customer sa