ContentPosts from @ambertalavera..
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@faun shared a link, 3 months, 1 week ago

Supabase MCP can leak your entire SQL database

Supabase MCP'saccess can barge right past RLS,spilling SQL databaseswhen faced with sneaky inputs. It's a cautionary tale from the world ofLLM system trifecta attacks...

Supabase MCP can leak your entire SQL database
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@faun shared a link, 3 months, 1 week ago

My Honest Advice for Aspiring Machine Learning Engineers

Becoming a machine learning engineer requires dedicatingat least 10 hours per weekto studying outside of everyday responsibilities. This can take a minimum of two years, even with an ideal background, due to the complexity of the required skills. Understanding core algorithms and mastering the funda..

My Honest Advice for Aspiring Machine Learning Engineers
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@faun shared a link, 3 months, 1 week ago

The Portable Memory Wallet Fallacy: 4 Fundamental Problems

Portable AI memory pods hit a brick wall—vendors cling to data control, users resist micromanagement, and technical snarls persist.So, steer regulation towards automating privacy and clarifying transparency. Make AI interaction sync with how people actually live...

The Portable Memory Wallet Fallacy: 4 Fundamental Problems
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@faun shared a link, 3 months, 1 week ago

Context Engineering for Agents

Context engineeringcranks an AI agent up to 11 by juggling memory like a slick OS. It writes, selects, compresses, and isolates—never missing a beat despite those pesky token limits. Nail the context, and you've got a dream team. Slip up, though, and you might trigger chaos, like when ChatGPT went r..

Context Engineering for Agents
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@faun shared a link, 3 months, 1 week ago

From Big Data to Heavy Data: Rethinking the AI Stack

Savvy teams morph dense data into AI’s favorite meal: bite-sized chunks primed for action, indexed and ready to go. This trick spares everyone from slogging through the same info over and over. AI craves structured, context-filled data to keep it grounded and hallucination-free. Without structured p..

From Big Data to Heavy Data: Rethinking the AI Stack
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@faun shared a link, 3 months, 1 week ago

MCP — The Missing Link Between AI Models and Your Applications

Model Context Protocol (MCP)tackles the "MxN problem" in AI by creating a universal handshake for tool interactions. It simplifies howLLMstap into external resources. MCP leans onJSON-RPC 2.0for streamlined dialogues, building modular, maintainable, and secure ecosystems that boast reusable and inte..

MCP — The Missing Link Between AI Models and Your Applications
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@faun shared a link, 3 months, 1 week ago

Document Search with NLP: What Actually Works (and Why)

NLP document search trounces old-school keyword hunting. It taps into scalable*vector databasesandsemantic vectorsto grasp meaning, not just parrot words.* Pictureword vector arithmetic: "King - Man + Woman = Queen." It's magic. Searches become lightning-fast and drenched in context...

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@faun shared a link, 3 months, 1 week ago

Google Cloud donates A2A to Linux Foundation- Google Developers Blog

IntroducingAgent2Agentand brace yourself for the heavyweights—AWS, Cisco, Google, and a few more, are in on it. Their mission? Crafting the universal lingo for AI agents. It's called theA2A protocol. Finally, they're smashing the silos holding AI back...

Google Cloud donates A2A to Linux Foundation- Google Developers Blog
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@faun shared a link, 3 months, 1 week ago

‘Shit in, shit out’: AI is coming for agriculture, but farmers aren’t convinced

Aussie farmers want "more automation, fewer bells and whistles"—technology should work like a tractor, not act like an app:straightforward, adaptable, and rock-solid...

‘Shit in, shit out’: AI is coming for agriculture, but farmers aren’t convinced
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@faun shared a link, 3 months, 1 week ago

A non-anthropomorphized view of LLMs

CallingLLMssentient or ethical? That's a stretch. Behind the curtain, they're just fancy algorithms dressed up as text wizards. Humans? They're a whole mess of complexity...