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Understanding the Layers of AI Observability in the Age of LLMs

Understanding the Layers of AI Observability in the Age of LLMs

Anthropic Releases Cowork As Claude’s Local File System Agent For Everyday Work

Anthropic Releases Cowork As Claude’s Local File System Agent For Everyday Work

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

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

Hatchback Sales In India Rebound As GST-Led Price Cuts Revive Demand

Hatchback Sales In India Rebound As GST-Led Price Cuts Revive Demand

Tata Sierra Diesel Variants Draw Majority Of Early Bookings

Tata Sierra Diesel Variants Draw Majority Of Early Bookings

BMW Aims To Double MINI Sales In India With 10 New Models By 2026

BMW Aims To Double MINI Sales In India With 10 New Models By 2026

REDMI Pad 2 Pro 5G Review

REDMI Pad 2 Pro 5G Review

Framework increases Desktop prices by up to $460 due to RAM crisis

Framework increases Desktop prices by up to $460 due to RAM crisis

OPPO Pad 5 launched in India at ₹26,999 featuring 12.1-inch 2.8K display, Dimensity 7300-Ultra, 10050mAh battery, 5G support, and more

OPPO Pad 5 launched in India at ₹26,999 featuring 12.1-inch 2.8K display, Dimensity 7300-Ultra, 10050mAh battery, 5G support, and more

Tesla brings Model Y pop-up experience to Bengaluru with test drives from 15th January

Tesla brings Model Y pop-up experience to Bengaluru with test drives from 15th January

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  • 21

Day: December 21, 2025

You can now tweak how warm and enthusiastic ChatGPT’s responses are

You can now tweak how warm and enthusiastic ChatGPT’s responses are

[ad_1] OpenAI gave its AI chatbot a professional makeover with the latest GPT-5.2 release, and some users are already complaining...

December 21, 2025
GuliKit’s $20 mod makes the ROG Xbox Ally’s joysticks drift-free

GuliKit’s $20 mod makes the ROG Xbox Ally’s joysticks drift-free

[ad_1] There may not be any reports of stick drift with the ROG Xbox Ally yet, but that doesn't mean...

December 21, 2025
A San Francisco power outage left Waymo’s self-driving cars stranded at intersections

A San Francisco power outage left Waymo’s self-driving cars stranded at intersections

[ad_1] Several of Waymo's autonomous vehicles were seen stuck in the middle of San Francisco streets following a significant power...

December 21, 2025
Anthropic AI Releases Bloom: An Open-Source Agentic Framework for Automated Behavioral Evaluations of Frontier AI Models

Anthropic AI Releases Bloom: An Open-Source Agentic Framework for Automated Behavioral Evaluations of Frontier AI Models

[ad_1] Anthropic has released Bloom, an open source agentic framework that automates behavioral evaluations for frontier AI models. The system...

December 21, 2025
AI Interview Series #4: Explain KV Caching

AI Interview Series #4: Explain KV Caching

[ad_1] Question: You’re deploying an LLM in production. Generating the first few tokens is fast, but as the sequence grows,...

December 21, 2025
Supreme Court Withdraws Protection For BS3 & Older Vehicles In Delhi-NCR

Supreme Court Withdraws Protection For BS3 & Older Vehicles In Delhi-NCR

[ad_1] Supreme Court reinstates ban on BS3 and older vehicles in Delhi-NCR The Supreme Court has ended the temporary protection...

December 21, 2025

Latest Posts

  • Understanding the Layers of AI Observability in the Age of LLMs
  • Anthropic Releases Cowork As Claude’s Local File System Agent For Everyday Work
  • How to Build a Multi-Turn Crescendo Red-Teaming Pipeline to Evaluate and Stress-Test LLM Safety Using Garak
  • Hatchback Sales In India Rebound As GST-Led Price Cuts Revive Demand
  • Tata Sierra Diesel Variants Draw Majority Of Early Bookings
Understanding the Layers of AI Observability in the Age of LLMs
AI

Understanding the Layers of AI Observability in the Age of LLMs

Posted on January 13, 2026 by prakhar@affmantra.com

Artificial intelligence (AI) observability refers to the ability to understand, monitor, and evaluat…

Anthropic Releases Cowork As Claude’s Local File System Agent For Everyday Work
AI

Anthropic Releases Cowork As Claude’s Local File System Agent For Everyday Work

Posted on January 13, 2026 by prakhar@affmantra.com

Anthropic has released Cowork, a new feature that runs agentic workflows on local files for non codi…

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

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

Posted on January 13, 2026 by prakhar@affmantra.com

In this tutorial, we build an advanced, multi-turn crescendo-style red-teaming harness using Garak t…

Hatchback Sales In India Rebound As GST-Led Price Cuts Revive Demand
Automobile

Hatchback Sales In India Rebound As GST-Led Price Cuts Revive Demand

Posted on January 13, 2026 by prakhar@affmantra.com

GST cuts lift hatchback demand, but long-term segment revival remains uncertain Hatchback sales in I…

Tata Sierra Diesel Variants Draw Majority Of Early Bookings
Automobile

Tata Sierra Diesel Variants Draw Majority Of Early Bookings

Posted on January 13, 2026 by prakhar@affmantra.com

Diesel trims lead Sierra bookings, driven by wider variant spread and pricing About one month after …

BMW Aims To Double MINI Sales In India With 10 New Models By 2026
Automobile

BMW Aims To Double MINI Sales In India With 10 New Models By 2026

Posted on January 13, 2026 by prakhar@affmantra.com

BMW plans to double MINI India sales with 10-model offensive in 2026 BMW Group India is preparing fo…

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