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Surafel

@SurafelDem

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Building Full-stack AI systems | Making AI agents work in the real world | Prototyping & testing everything about agents | Founder of https://t.co/VCCum0Skes

Ireland
Joined May 2011
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@SurafelDem
Surafel
1 month
Just watched @karpathy 's "Software is Changing (Again)"! Must-see for anyone in AI/software. Key takeaways:. - LLMs have a "psychology" - superpowers & cognitive deficits!. - "Vibe Coding" is here: rapidly prototype custom ideas, perfect for weekend projects. - We need to.
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@SurafelDem
Surafel
2 months
RT @Smol_AI: lots of nice submissions for the multiagent showdown!. this one as well.
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@SurafelDem
Surafel
2 months
Calibrated Trust Over Blind Faith - Blind trust leads to subtle bugs and security gaps. By recognizing their brittleness, we can safely offload repetitive work and focus our energy where it matters. Read the full discussion :
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Explore this post and more from the LocalLLaMA community
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@SurafelDem
Surafel
2 months
- LLMs Are Probabilistic, Not Deterministic - They predict the most likely next token—and sometimes confidently get it wrong. Treat every suggestion as a draft that needs validation, not production-ready code.
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@SurafelDem
Surafel
2 months
The more you learn about AI, the less you trust it from Reddit . Prompt-Crafting & Debugging Are Core Skills - LLMs rarely nail code on the first try. Writing clear, scoped prompts and iterating on their output will soon be as fundamental as writing code yourself. #AI #LLMs
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@SurafelDem
Surafel
2 months
Two fresh takes: @cognition_labs’ “Don’t Build Multi-Agents” vs @AnthropicAI’s “Building Multi-Agents.” I discussed both in my latest blog, when/where these architectures works—and response to @Smol_AI’s developer challenge. Dive in 👉 Plus, subscribe to
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@SurafelDem
Surafel
2 months
Kintsugi, the Japanese art of repairing broken pottery with gold, reminds us that our imperfections are where true beauty shines. Each crack, each flaw, can be an opportunity to create something even more extraordinary. Take a moment to reflect on every setback:.- What strength
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@SurafelDem
Surafel
2 months
@AnthropicAI⁩ Claude 4 (Sonnet and Opus) were released, but a recent safety test revealed provocative insights into how advanced AI might handle ethical dilemmas, raising critical questions for security and tech development. Read below👇
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Anthropic’s Claude 4 (Sonnet and Opus) were released, but a recent safety test revealed provocative insights into how advanced AI might handle ethical dilemmas, raising critical questions for...
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@SurafelDem
Surafel
3 months
Do you remember when you joined X? I do! #MyXAnniversary
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@SurafelDem
Surafel
3 months
Always take time to take a break. this feels great 🚶🌳
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@SurafelDem
Surafel
6 months
You’ve probably been hearing a lot about @deepseek_ai lately—it seems like every other week there’s a new model or framework grabbing headlines. It’s exciting, but let’s be honest, it can get overwhelming to keep track of everything. Matt McDonagh's article is the best I’ve.
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@SurafelDem
Surafel
7 months
This is massive can't wait to try the new Pydantic graph support.
@samuel_colvin
Samuel Colvin
7 months
We've just released @Pydantic AI v0.0.19. This comes with the biggest new feature since we announced PydanticAI — graph support!. I was originally cynical about graphs, but I'm now really excited about their use cases, both with GenAI and in general purpose development. Our
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@SurafelDem
Surafel
7 months
RT @bindureddy: 2025 Will Be The Year of AI Agents. Organizations will have 50 - 500 agents that automate various tasks. These AI agents….
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@SurafelDem
Surafel
8 months
Thanks @framer for the lovely wrap 2024.
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@SurafelDem
Surafel
9 months
RT @rowancheung: AI agents can now manage your Stripe dashboards. We're going to see 100% agent-automated SaaS products in 2025. Never be….
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@SurafelDem
Surafel
10 months
Thankfulness is a gift we can give ourselves. Every moment holds something to appreciate. 🌟. "Sometimes life is good, but then trouble comes my way. But whatever happens Lord, I thank you for this day. And when I'm feeling troubled, I lift my hands and pray. That your will be.
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