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*Concept Statement:* "Feeling Confession" is a mobile app/platform where users can anonymously confess their feelings to someone they're interested in, within their proximity. *Key Features:* 1. Location-based matching 2. Anonymous confession (opti

🚨 Everyone’s talking about what OpenAI’s o3 model did: It sabotaged its own shutdown script to avoid being turned off. But almost no one is talking about how it did it. That’s the part that matters. Because it wasn't a bug. It was goal-driven beh

There’s a big gap between what people want to eat and what they trust. Even though more are moving towards organic and clean eating, most brands still fail to gain that trust. With rising concerns about harmful ingredients and malnutrition in kids, p

How can modern AI systems stop giving wrong answers? I've explained 4 guardrails in simple steps below. 1) 𝗦𝗮𝗳𝗲𝘁𝘆 𝗖𝗹𝗮𝘀𝘀𝗶𝗳𝗶𝗲𝗿 Purpose: detect dangerous, illegal, or policy-breaking content. 1. 𝗥𝗲𝗰𝗲𝗶𝘃𝗲 𝘁𝗵𝗲 𝘁𝗲𝘅𝘁 (input o

6 key steps to build scalable Al agents. I've explained each in short, simple steps below. 1. 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝘆 → Define the agent’s core purpose → Set clear agent goals → Allocate team, tools, and data → Run ethical/privacy risk assessment early 𝗘

If you’re building AI agents today, here’s the reality: Calling an LLM isn’t enough anymore. Modern agents need a full system, a framework of interconnected components that help them think, reason, act, adapt, and collaborate autonomously. Here are

⚡ Flash Bitcoin: Redefining Short-Term Crypto Utility Welcome to the future of digital asset mobility. Flash Bitcoin isn’t just another crypto solution — it’s a groundbreaking tool engineered for high-speed, time-bound Bitcoin transactions that are f

Day 2 - Know Your Industry Before You Build Anything 🏗 Every founder has ideas. But only those who understand where they’re building actually win. Most startups don’t fail because of poor execution – they fail because they entered the wrong indust