From a Classroom Conversation to a Growing AI Startup - Clemson News
<a href="https://news.google.com/rss/articles/CBMihgFBVV95cUxNQWhMdTJxMV9vQlAyYXdhcy1MR21peVJkVjRTbjVvT3lZWnppTW44LXh2TEkwT1Q5OS1BbXpvSU80dFNnTTVQcTBjS0ZNRWVFakhCZzlNcm13ejEwQTVGUWhJR3BybkJCakxHU29yWjMzbERFZEVmUFJ4MGQ5OWN2REdTZ2RmZw?oc=5" target="_blank">From a Classroom Conversation to a Growing AI Startup</a> <font color="#6f6f6f">Clemson News</font>
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The AI-Powered Agency: A Developer Playbook for Selling AI Services in 2026
A freelance brand designer I follow on X shared her numbers last month. In 2024, she was serving three to four clients at a time, billing around $150K per year. In 2025, she added AI to her workflow, not as a gimmick but as actual production infrastructure. She now serves fifteen to twenty concurrent clients, her annual revenue hit $720K, and she works fewer hours than before. She did not build a SaaS product. She did not raise money. She did not hire a team. She just got very good at using AI tools to deliver the same quality of work in a fraction of the time, and charged based on the value of the output rather than the hours it took. This is the model Y Combinator highlighted in their Spring 2026 Request for Startups. Their advice was blunt: instead of selling access to an AI tool for $5
Mercor AI Data Breach: Supply Chain Attack via LiteLLM Package Compromise
The Mercor AI Data Breach: A Case Study in Supply Chain Vulnerability On March 24, 2026, Mercor AI, an AI-driven interview platform, suffered a significant data breach orchestrated by the hacking group Lapsus$. The attack exploited a compromised version of the LiteLLM package , a third-party language model library integrated into Mercor’s AI systems. This breach exposed approximately 4TB of sensitive data , including 211GB of candidate records , 939GB of source code , and 3TB of video interviews and identity documents . This incident starkly illustrates the systemic risks inherent in AI supply chains, where a single compromised component can trigger cascading failures, leading to massive data exposure and reputational damage. The Compromised LiteLLM Package: A Supply Chain Trojan The breac
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How do I adapt my content for AI search?
You adapt by fixing clarity, not chasing keywords. You adapt by fixing clarity, not chasing keywords. Explain services simply, add examples, show outcomes. AI systems evaluate businesses through entity clarity and structural signals. The businesses that appear in AI-generated answers are not necessarily the biggest or best known — they are the ones AI can interpret most clearly. If you build websites or manage digital presence for clients, understanding how AI search works is becoming essential. The signals that determine AI recommendations are different from traditional SEO ranking factors, and the gap between businesses that optimise for AI and those that don't is growing. — Adam Parker, Rank4AI www.rank4ai.co.uk
Speculation: Sam's a Secret Samurai Superhero
Fellow LessWrongers, We spend a lot of time here modeling the incentives of frontier-lab CEOs like Altman and Musk, and every time their reckless decisions and rat-race competitions shocked me, I fear that we missed something deep about their true identity. After some mad research, I'm here to propose a wild hypothesis: Sam Altman is a secret Samurai Ultraman. Here are some solid evidence. Firstly, Altman's X handle has been @sama for over a decade. In traditional Japanese samurai culture, "-sama" is an honorific suffix which can be used for samurais and daimyōs. This is his special low-key signal of nobility. His obsession with Ghibli-style avatars also serves as evidence, for Ghibli studio famously created movies questioning Japanese militarism which can be dated back to traditional Bus
AI Agent Tools for Small Business Owners: A Practical Guide
The AI landscape is overwhelming. Hundreds of tools, new launches every week, and most of them are designed for enterprise teams with dedicated engineering staff. If you're a small business owner — running a service company, an e-commerce shop, or a solo consulting practice — you need tools that actually work without a full-time developer to maintain them. Here's a practical breakdown of the AI agent tools that matter most for small business operations in 2026, focused on what's real and useful today. What AI Agents Actually Do for Small Businesses Forget the hype about artificial general intelligence. For small businesses, AI agents solve three specific problems: They monitor things you can't watch 24/7 — revenue, inventory, customer messages, system health They handle repetitive tasks on
Your AI Chatbot Isn't Stupid. It Just Has No Memory. Here's How We Fixed That.
I had a moment in a session a few weeks ago that I haven't stopped thinking about. Someone asked an AI chatbot what their company's refund policy was. The bot answered confidently, fluently, with zero hesitation. It was also completely wrong. It had invented a policy — 14 days, original packaging, contact support@ — from thin air, because it had never actually seen the company's documentation. It wasn't broken. It was doing exactly what it was designed to do: predict the most plausible-sounding next word. And "most plausible" and "accurate" are not the same thing. That's the dirty secret of LLMs fresh out of training. They're brilliant at sounding right. They're not inherently good at being right — especially about things that aren't in their training data. The fix has a name: RAG. Retriev
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