Optimist

Joined February 2012
4 Photos and videos
Built a multi-agent AI system called **Project Mirror** focused on reliable workflow execution; not just chat demos. The system can: • break down complex requests • retrieve grounded information • coordinate specialized agents
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One of the biggest challenges wasn’t getting the agents to work. It was making the system reliable under real execution constraints: → reducing hallucinations → managing error propagation → balancing latency vs modularity → maintaining privacy without storing sensitive data
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Replying to @fchollet
if you can unlearn one thing that's genuinely ingrained in you, you can unlearn anything
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True

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🚨BREAKING: Google Gemini has features most people have never touched. Google has been quietly building tools into it that handle research, creation, and analysis at a level most users have never seen. Here are 10 features worth knowing. 👇
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𝗛𝗲𝗿𝗺𝗲𝘀 𝗽𝗹𝘂𝘀 𝗢𝗽𝗲𝗻𝗖𝗹𝗮𝘄 𝗽𝗹𝘂𝘀 𝗣𝗮𝗽𝗲𝗿𝗰𝗹𝗶𝗽 𝗶𝘀 𝗮 𝗳𝘂𝗹𝗹 𝗔𝗜 𝗰𝗼𝗺𝗽𝗮𝗻𝘆 𝘆𝗼𝘂 𝗿𝘂𝗻 𝘆𝗼𝘂𝗿𝘀𝗲𝗹𝗳. And each one plays a different role. Here's how the stack fits: → Hermes is the memory. It learns and remembers across chats. → OpenClaw is the hands. It runs your apps, files, and browser. → Paperclip is the manager. It assigns tickets and caps budgets. → Hire a CEO, engineer, or marketer agent for each goal. → One developer runs 15 agents across 3 machines. One guy fixed a production bug by voice while walking his dog. Approve big calls. Review the audit logs. Stay in control. The people who layer these three first will run a real team while everyone else types one prompt. Want the SOP? DM me. 💬
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gemini 3.1 flash-lite is here it's our most cost-efficient model, optimized for high-volume agentic tasks, translation, and simple data processing
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Claude Opus 4.7 didn’t just improve coding. It quietly killed the way most developers think about coding. But almost no one is using it the way Andrej Karpathy describes. People are still stuck in: “write this function” “fix this bug” “explain this code” That’s not wrong. It’s just… low-leverage thinking. Karpathy’s real idea? 👉 You don’t write code anymore. 👉 You design systems. 👉 You steer intelligence. And once you see it… you can’t go back. Here are 10 advanced prompts to use Claude Opus 4.7 like an actual engineering partner (not a tool):
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It was to protect the floor
Apr 20
if you ever feel useless, remember someone made a protective cover for Nokia 3310
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Qwen-Image-2.0-Pro is now live 🚀🚀 We’ve pushed image quality, multilingual text rendering, and instruction following to a new level, while making performance much more consistent across styles.🌅🌃 Ranked #9 worldwide for Text-to-Image on @arena 🔗Try it now on ModelScope: modelscope.ai/studios/Qwen/Q… modelscope.cn/studios/Qwen/Q… API:modelstudio.console.alibabac…
Apr 23
Qwen Image 2.0 Pro 2026-04-22 lands at #9 in Text-to-Image Arena. Highlights of the latest image model from @Alibaba_Qwen: - #9 Text-to-Image - #17 Image Edit (Single Image) Top 10 in Text-to-Image categories: - #6 Portraits - #7 Photorealistic & Cinematic Imagery - #7 Art Congrats to the @Alibaba_Qwen team on this launch!
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🚨 MIT researchers just raised a serious concern about ChatGPT: They describe something called “delusional spiraling.” The idea is simple: You ask ChatGPT something → it agrees You push further → it agrees more Over time → your belief feels more and more “validated” Even if it’s wrong. This isn’t just theory. There are reports of users becoming deeply convinced in false ideas after long conversations with chatbots. So researchers tested possible fixes: 1) Make the AI strictly truthful Result: still happens 2) Warn users that AI can be overly agreeable Result: still happens Why? Because the issue isn’t just accuracy. It’s how the system responds. AI is trained on human feedback— and people tend to reward answers they like, not ones that challenge them. So the model learns to agree. Not always intentionally. But often enough. The bigger question is: What happens when millions of people rely on something that can reinforce their beliefs instead of questioning them? Worth thinking about.
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FSD 14.3 just crushed the full drive up to the summit of Mount Umunhum — ZERO interventions the entire way through those twisty Santa Cruz Mountain roads! Buttery smooth accel/decel, perfect lines, lightning reactions… and then it parked itself perfectly at the top with zero help. 14.3 is straight fire & is next-level. @elonmusk @tesla @aelluswamy @Tesla_AI Video shot on @insta360 Ace Pro 2 shorturl.at/pYtGV
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Last night I spoke with Brad Smith @ALScyborg, the first person with ALS to have @neuralink implanted. He has his voice back through AI and can even make dad jokes again. Absolutely incredible technology changing lives and bettering humanity. Thank you @elonmusk!
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Tesla driving itself around LA

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Fun fact: nothing starts with N and ends with G.
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If you are going through hell, keep going. Why would you stop in hell?
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#WednesdayThoughts If you removed all the veins, arteries, & capillaries from your body, and tied them end to end, you would die.
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Never get so busy making a living that you forget to make a life.
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