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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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Day: November 22, 2025

Spotify now lets you import playlists directly from YouTube Music and Apple Music

Spotify now lets you import playlists directly from YouTube Music and Apple Music

[ad_1] Spotify has begun rolling out a new “Import your music” feature inside the Your Library tab, making it significantly...

November 22, 2025
Early sales on Apple TV+, MasterClass, Fubo, Rosetta Stone and more

Early sales on Apple TV+, MasterClass, Fubo, Rosetta Stone and more

[ad_1] This page is your go-to resource for Black Friday subscription deals. From now through the end of November and...

November 22, 2025
LG Smart TVs bring Xbox Cloud Gaming support in India with new Gaming Portal

LG Smart TVs bring Xbox Cloud Gaming support in India with new Gaming Portal

[ad_1] LG Electronics India has officially launched its LG Gaming Portal, bringing console-free cloud gaming to millions of LG Smart...

November 22, 2025
Get up to 23 percent off speakers right now

Get up to 23 percent off speakers right now

[ad_1] Black Friday is as good a time as any to upgrade your home audio setup. You can get the...

November 22, 2025
Google DeepMind Introduces Nano Banana Pro: the Gemini 3 Pro Image Model for Text Accurate and Studio Grade Visuals

Google DeepMind Introduces Nano Banana Pro: the Gemini 3 Pro Image Model for Text Accurate and Studio Grade Visuals

[ad_1] Nano Banana Pro, also called Gemini 3 Pro Image, is Google DeepMind’s new image generation and editing model built...

November 22, 2025
Ray-Ban Meta Gen 1 smart glasses goes on sale in India at ₹22,920 with offers

Ray-Ban Meta Gen 1 smart glasses goes on sale in India at ₹22,920 with offers

[ad_1] Meta has expanded the availability of its Ray-Ban Meta Gen 1 smart glasses in India, with sales now live...

November 22, 2025
Meta is bringing usernames to Facebook Groups

Meta is bringing usernames to Facebook Groups

[ad_1] Meta has long required Facebook users to post under their real names (with some exceptions), but at least for...

November 22, 2025
Meta AI Releases Segment Anything Model 3 (SAM 3) for Promptable Concept Segmentation in Images and Videos

Meta AI Releases Segment Anything Model 3 (SAM 3) for Promptable Concept Segmentation in Images and Videos

[ad_1] How do you reliably find, segment and track every instance of any concept across large image and video collections...

November 22, 2025
WhatsApp revamps ‘About’ with emojis, phrases, and auto-expiring timers

WhatsApp revamps ‘About’ with emojis, phrases, and auto-expiring timers

[ad_1] WhatsApp has rolled out a major update to its classic ‘About’ section, making it more dynamic and expressive. One...

November 22, 2025
X’s handle marketplace is open and there are some… interesting names if you’re willing to pay

X’s handle marketplace is open and there are some… interesting names if you’re willing to pay

[ad_1] After previewing its plans to open a marketplace to "redistribute" dormant handles last month, X has made the feature...

November 22, 2025

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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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