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About Thoughtful Thoughtful is redefining AI companionship with T, an AI-powered emotional support companion designed to help users navigate life’s challenges with clarity and confidence. Built with mental experts-informed guidance, T creates a safe, judgment-free space for users to reflect, set goals, and make progress—while feeling genuinely heard

Imagine asking an AI, “What’s the best route to work tomorrow morning?” and receiving a response that not only understands your intent but actually checks live traffic data via an external API and gives you the optimal route. This isn’t a future concept. It’s happening right now—

You: Hey AI, what did Prime last tweet about? AI: I don’t have access to Twitter / X. You: Okay, whatever—just tell me if Vercel has any incidents right now. AI: I can’t browse the internet. Bruh. At this point, you’re wondering why this “intelligent” model can

This is Part 2 of our Agent Evaluations series. Here are Part 1 and Part 3 in this series. As AI agents start to gain traction across industries, driving innovation in tasks ranging from customer support to automation of tasks like booking requires their real-world performance evaluation to go beyond

This is Part 1 of our Agent Evaluations series. Here are Part 2 and Part 3 in this series In today’s rapidly advancing world of artificial intelligence (AI), agentic systems are becoming an integral part of numerous industries, powering everything from customer support to robotics. But what exactly are

Introduction Unlike deterministic systems, GenAI introduces fundamental unpredictability to production environments. Traditional observability tools fail to capture the semantic drift, hallucination patterns, and prompt-dependent behaviors inherent to large language models. While conventional systems map cleanly from input to output, GenAI requires monitoring the unexplored territory between what we asked for