Specific (YC F25)’s Post

Let’s cut the nonsense: Owning a computer and not monetizing it is financial negligence. You’re literally sitting on an ATM and pretending it’s a paperweight. Here’s the principle most ignore: Your tools are only as valuable as the action you take with them. Reality check: That laptop could be earning you $500 this month. Or $5,000 if you get serious. Instead, it’s earning… nothing. Most people fail because they chase perfection: “I need the perfect course.” “I need the perfect setup.” “I’ll start next week.” Meanwhile, the market doesn’t wait. Clients pay those who act, not those who plan. Your move: Pick one skill that solves a problem. Offer it to a paying client today. Deliver, get paid, repeat. No overthinking. No excuses. The clock is ticking. Takeaway: Every idle computer is a missed paycheck. Every day you delay is compounding loss. Identity trigger: Are you a producer, or just someone who “owns potential”? Because there’s a clear difference. And the market can tell. Your laptop isn’t just a tool. It’s a business. Start acting like it.

Jim Collins said the great ones don’t tell time. They build clocks. We’re building the opposite. Agents that can tell you exactly what time it is right now. But right now doesn’t stay right for long. Markets move. Buyers change. Models break. And suddenly you’ve got a stack full of agents telling you yesterday’s time at tomorrow’s cost. Stop telling time. Build the clock. 🕰️

Before #ChatGPT, #OpenAI was working on some other fascinating AI problems. My last post about #ReinforcementLearning got me excited to share this old classic by them testing agents learning to play hide and seek. What is most fascinating to me is the emergent behavior of agents. When given an incentive, agents will do everything they can, including breaking physics engines, to optimize for their incentive. They show ramp surfing in this, but in longer versions of this project the agents found other exploits to launch themselves as projectiles over walls🤯 Mostly a fun post, but if you are ever working with agents, keep this in mind: They have a relentless ability to optimize for whatever you reward - design your incentives carefully! https://lnkd.in/eAgKqKNJ ** The views in this post are mine alone and do not represent or imply endorsement by my employer **

"I’ll deal with my tech when business slows down." That’s what a lot of agents tell themselves. But business doesn’t slow down. The chaos just compounds. More leads. More emails. More files. More missed follow-ups. More time wasted doing the same tasks over and over. At some point, it becomes obvious: You don’t have a time problem. You have a systems problem. Better tech. Better workflow. Better follow-up. Better business. You don’t need fancy. You need simple systems that actually work. Because the sooner you fix the backend of your business, the sooner you save time, reduce stress, and close more deals. Don’t wait for “later.” Later is expensive. Start now. — Darci

The 15-Year Trap Most professionals don’t realise this. The longer you stay in a career… the harder it becomes to leave. 15 years turns into 20. 20 turns into 30. Because responsibilities grow: Mortgage Children’s education Family expectations Your income increases… But so does your dependency on that salary. I’ve spoken to professionals earning very good money who quietly say the same thing: “I feel stuck.” Not because they hate their job. But because they don’t see another option. AI has changed that, its a leverage that accelerates your output. Today you can build skills, systems, and digital income streams without leaving your job. But most people don’t start because they wait for the “perfect time.” The truth? The perfect time was 5 years ago. The second best time is today. If you’ve been working for over 10 years… This might be the most important skill you learn this decade. Comment AI if you want to start learning how professionals are building income online.

Most people have a strong opinion about MLMs before they ever look at the facts. The reality is more complicated than "scam" or "success story." Some MLM businesses are genuinely structured well: clear compensation, real products, transparent operations. Others collapse under the weight of recruitment dependency and manual chaos. The difference usually isn't the industry. It's the infrastructure behind it. Our latest blog breaks down exactly how MLM works, what legally separates it from a pyramid scheme, and why the technology running a network matters more than most people realize. If you're researching MLM, whether to join one, build one, or just understand one, this is worth a read. 🔗 https://lnkd.in/g6fHUzy2

Before #ChatGPT revolution, #OpenAI was already (about 6 yeras back) exploring some wild AI behaviors. Multi‑Agent Hide & Seek game: Cooperative multi-agent game based on reinforcement learning. It’s old, but always worth revisiting — a perfect reminder of how surprising AI behavior can be. What fascinates me most is the emergent behavior — agents discovering strategies no one programmed!!! Give an agent an incentive, and it will push the environment to its limits to optimize for it. In this experiment, they even broke the physics engine. Ramp surfing was just the start (minute1:50 in the video); in extended runs, agents found exploits to launch themselves over walls like missiles 🤯 Fun experiment, but also a serious (and scary) reminder that agents will relentlessly optimize whatever you reward. #AI #MachineLearning #MultiAgentSystems #ReinforcementLearning #EmergentBehavior https://lnkd.in/dXtAj37x

Technology changes every week. Your strategy shouldn’t. 🛡️ I used to feel guilty for not knowing every new AI tool or framework. New launch? I’d bookmark it. New trend? I’d try to catch up. It was exhausting. Then I realized something: 👉 Most tech knowledge expires fast. 👉 Chasing everything = mastering nothing. If you build your career on fading knowledge, you’re building on sand. So I created a simple system to filter the noise: The 3-Filter Test It helps me focus only on what actually scales long-term. No more overwhelm. No more shiny object syndrome. Just clarity. If you're in tech, this might change how you learn forever. 🔗 Read the full breakdown: https://lnkd.in/eBcwkXHe — Quick question: What’s one tech trend you feel pressured to keep up with right now?

Here’s the uncomfortable truth: Your computer doesn’t create wealth. You do. If you’re scrolling, watching, or “researching,” you’re literally throwing money away. Let’s break it down: Tool = potential. Skill = capability. Execution = income. Most professionals stop at potential. Few push to capability. Rarer still push to execution. Reality check: Someone with basic skills delivered consistently will outperform someone “perfecting their craft” indefinitely. The market pays results, not intentions. Your next steps: Choose a marketable skill today. Offer it to one client—even if it’s small. Deliver. Collect payment. Improve. Repeat. No fancy setup. No perfect strategy. Just action. Takeaway: Owning a laptop and doing nothing is opportunity theft from yourself. Every idle day compounds loss. Identity trigger: Do you want to be a producer who earns from effort… or a consumer stuck in potential? Your computer is silent. The market is loud. It’s time to listen.

𝗪𝗵𝗮𝘁 𝗳𝘂𝗻𝗱𝗮𝗺𝗲𝗻𝘁𝗮𝗹 𝘀𝗸𝗶𝗹𝗹𝘀 𝗮𝗻𝗱 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗱𝗼 𝘀𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝘀 𝗻𝗲𝗲𝗱 𝗶𝗻 𝟮𝟬𝟮𝟲? "How many of you actually can pull out a whiteboard and build me an agent? Can you show me the inferencing loop? 𝗜𝗳 𝘆𝗼𝘂 𝗱𝗼𝗻'𝘁 𝗸𝗻𝗼𝘄 𝘁𝗵𝗶𝘀, 𝘆𝗼𝘂𝗿 𝗰𝗮𝗿𝗲𝗲𝗿 𝗶𝘀 𝗶𝗻 𝗷𝗲𝗼𝗽𝗮𝗿𝗱𝘆. What is a tool call? If you don't know what that is, you need to learn what it is and all these basic fundamentals. I preference candidates if they know what a tool call is, how the inferencing loop works, pull out a whiteboard. The same way we used to like, show me a linked list, reverse me this data structure, that type of stuff. This is now baseline knowledge 𝗯𝗲𝗰𝗮𝘂𝘀𝗲 𝘄𝗲'𝗿𝗲 𝗴𝗲𝘁𝘁𝗶𝗻𝗴 𝗰𝗮𝗻𝗱𝗶𝗱𝗮𝘁𝗲𝘀 𝗶𝗻 𝘁𝗵𝗮𝘁 𝗰𝗮𝗻 𝗮𝗻𝘀𝘄𝗲𝗿 𝘁𝗵𝗶𝘀 𝘀𝘁𝘂𝗳𝗳.  That's what you're competing against: 𝗽𝗲𝗼𝗽𝗹𝗲 𝘄𝗵𝗼 𝗵𝗮𝘃𝗲 𝗯𝗲𝗲𝗻 𝗰𝘂𝗿𝗶𝗼𝘂𝘀." — 𝘎𝘦𝘰𝘧𝘧𝘳𝘦𝘺 𝘏𝘶𝘯𝘵𝘭𝘦𝘺, 𝘤𝘳𝘦𝘢𝘵𝘰𝘳 𝘰𝘧 𝘙𝘢𝘭𝘱𝘩 𝘞𝘪𝘨𝘨𝘶𝘮, https://lnkd.in/g4TE2qpv That’s one of the reasons we started 𝗔𝗴𝗲𝗻𝘁𝗶𝗰𝗟𝗼𝗼𝗽𝘀. We want to help software engineers learn 𝗮𝗴𝗲𝗻𝘁𝗶𝗰 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗳𝗿𝗼𝗺 𝗳𝗶𝗿𝘀𝘁 𝗽𝗿𝗶𝗻𝗰𝗶𝗽𝗹𝗲𝘀: not just frameworks, not just demos, but the fundamentals of how these systems really work. Because this is quickly becoming baseline knowledge. Links are in the comment below 👇. #AI #Agents #SoftwareEngineering #LLM #AgenticAI #Engineering