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How to Build a Stateless, Secure, and Asynchronous MCP-Style Protocol for Scalable Agent Workflows

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Top 25 Selling Cars In December 2025

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Google AI Releases MedGemma-1.5: The Latest Update to their Open Medical AI Models for Developers

Understanding the Layers of AI Observability in the Age of LLMs

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How to Build a Multi-Turn Crescendo Red-Teaming Pipeline to Evaluate and Stress-Test LLM Safety Using Garak

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How to Build a Stateless, Secure, and Asynchronous MCP-Style Protocol for Scalable Agent Workflows

In this tutorial, we build a clean, advanced demonstration of modern MCP design by focusing on three core ideas: stateless communication, strict SDK-level validation, and asynchronous, long-running operations. We implement a minimal MCP-like protocol using structured envelopes, signed requests, and Pydantic-validated tools to show how agents and services can interact safely without relying on persistent […]

Maruti Suzuki To Acquire Land In Gujarat For Major Capacity Expansion

Maruti Suzuki approves Gujarat land purchase for planned 1-million-unit capacity expansion Maruti Suzuki India has taken a step toward expanding its manufacturing footprint by approving the purchase of land at the Khoraj Industrial Estate in Gujarat. The acquisition is intended to support rising demand in both domestic and export markets as the company’s current manufacturing […]

Top 25 Selling Cars In December 2025

Rank OEM Model December ’25 Sales December ’24 Sales YoY Growth 1 Maruti Baleno 22,108 9112 143% 2 Maruti Fronx 20,706 10,752 93% 3 Tata Nexon 19,375 13,536 43% 4 Maruti Dzire 19,072 16,573 15% 5 Maruti Swift 18,767 10,421 80% 6 Maruti Brezza 17,704 17,336 2% 7 Maruti Ertiga 16,586 16,056 3% 8 Tata […]

Kia EV2 Compact Electric Crossover Revealed

Kia reveals EV2 compact crossover with two battery options and Level 2 ADAS Kia has expanded its electric vehicle portfolio with the global debut of the EV2 at the Brussels Motor Show. The new model becomes the smallest EV in the brand’s line-up of dedicated electric vehicles developed on the E-GMP architecture. Positioned in the […]

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How to Build a Stateless, Secure, and Asynchronous MCP-Style Protocol for Scalable Agent Workflows

In this tutorial, we build a clean, advanced demonstration of modern MCP design by focusing on three core ideas: stateless communication, strict SDK-level validation, and asynchronous, long-running operations. We implement a minimal MCP-like protocol using structured envelopes, signed requests, and Pydantic-validated tools to show how agents and services can interact safely without relying on persistent […]

Google AI Releases MedGemma-1.5: The Latest Update to their Open Medical AI Models for Developers

Google Research has expanded its Health AI Developer Foundations program (HAI-DEF) with the release of MedGemma-1.5. The model is released as open starting points for developers who want to build medical imaging, text and speech systems and then adapt them to local workflows and regulations. https://research.google/blog/next-generation-medical-image-interpretation-with-medgemma-15-and-medical-speech-to-text-with-medasr/ MedGemma 1.5, small multimodal model for real clinical data […]

Understanding the Layers of AI Observability in the Age of LLMs

Artificial intelligence (AI) observability refers to the ability to understand, monitor, and evaluate AI systems by tracking their unique metrics—such as token usage, response quality, latency, and model drift. Unlike traditional software, large language models (LLMs) and other generative AI applications are probabilistic in nature. They do not follow fixed, transparent execution paths, which makes […]

How to Build a Multi-Turn Crescendo Red-Teaming Pipeline to Evaluate and Stress-Test LLM Safety Using Garak

In this tutorial, we build an advanced, multi-turn crescendo-style red-teaming harness using Garak to evaluate how large language models behave under gradual conversational pressure. We implement a custom iterative probe and a lightweight detector to simulate realistic escalation patterns in which benign prompts slowly pivot toward sensitive requests, and we assess whether the model maintains […]

Top 25 Selling Cars In December 2025

[ad_1] RankOEMModelDecember ’25 SalesDecember ’24 SalesYoY Growth1MarutiBaleno22,1089112143%2MarutiFronx20,70610,75293%3TataNexon19,37513,53643%4MarutiDzire19,07216,57315%5MarutiSwift18,76710,42180%6MarutiBrezza17,70417,3362%7MarutiErtiga16,58616,0563%8TataPunch15,98015,0736%9MahindraScorpio N + Classic15,88512,19530%10MarutiWagon R14,57517,303-16%11HyundaiCreta13,15412,6084%12MarutiEeco11,89911,6782%13MarutiAlto10,829741046%14MahindraBolero + Neo10,611592179%15HyundaiVenue10,32210,2651%16ToyotaInnova Crysta + HyCross990197002%17MahindraXUV 3XO9422700035%18KiaSonet94183337182%19MahindraThar9339765922%20MarutiGrand Vitara8597709321%21ToyotaHyryder7022477047%22ToyotaGlanza6451348785%23MarutiVictoris6210–0%24TataTiago5826500616%25HyundaiExter561252706%Top 25 selling...