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MCP/Tools Are Not REST API: Here’s a Better Design
MCP/Tools Are Not REST API: Here’s a Better Design Peter Mbanugo ・ Aug 16 #ai #llm #systemdesign #node 🎬 Watch the Video

MCP/Tools Are Not REST API: Here’s a Better Design
Large language models (LLM) without access to current data are almost useless. They need enough data and context to do the right thing, and that’s where tool calling becomes leverage. The rise of MCP has unlocked more possibilities for AI agents to access current information and therefore provide useful results. Tools are functions or APIs…

Note API: Authentication, Authorization & CRUD
Just finished building my Note API where I combined authentication, authorization with JWT and full CRUD functionality to manage user-specific notes. Really happy with how this small project helped me understand securing APIs and structuring backend logic. Repo: https://github.com/imrancodes/Note-API 🎬 Watch the Video

This is the most exciting printer design I’ve seen in years – and it reminds me of an obscure vertical Panasonic printer
SMÅ Printer simplifies printing with only three buttons and a single LED for status updates The top-feeding paper design saves desk space while holding up to 120 sheets reliably Maintenance is intuitive, allowing one-handed ink replacement without spills or awkward handling Our printers have long been seen as bulky, frustrating gadgets that occupy too much…

OpenAI rival gets free publicity by offering to buy Google Chrome for just under $35 billion – so does that mean it will kill Comet?
Perplexity AI stunned the industry with an unsolicited $34.5 billion cash offer for Google Chrome Chrome browser remains a key part of Google’s AI tools and long-term LLM development strategy Perplexity’s own valuation is less than half of the amount it offered to acquire Chrome Perplexity AI has attracted attention with an unsolicited $34.5 billion…

Can a robot vacuum effectively mop your floors, too? I’ve tested all kinds of hybrid robovacs, and here’s what I’ve found
Most modern robot vacuums don’t just vacuum your floors – they can also mop them for you. This type of robovac is sometimes referred to as a ‘hybrid robot vacuum’, and it’s increasingly difficult to find bots that don’t offer mopping these days. But how much should you focus on the mopping part? How does…