Founder | Agentic AI...ย โขย 1m
How do Voice, Coding & Computer Agents work? I've explained each one in a very simple way below. 1. ๐ฉ๐ผ๐ถ๐ฐ๐ฒ ๐๐ด๐ฒ๐ป๐๐ AI systems that talk with people using speech. Examples: Vapi, Retell AI, OpenAI TTS etc. ๐ฆ๐๐ฒ๐ฝ๐: 1. ๐จ๐๐ฒ๐ฟ ๐๐ฝ๐ฒ๐ฎ๐ธ๐ ๐ฎ ๐พ๐๐ฒ๐ฟ๐ โ Example: โWhatโs the stock price of nvidia today?โ 2. ๐ง๐ฒ๐น๐ฒ๐ฝ๐ต๐ผ๐ป๐ ๐๐๐๐๐ฒ๐บ captures the voice. 3. ๐ฆ๐ง๐ง (๐ฆ๐ฝ๐ฒ๐ฒ๐ฐ๐ต-๐๐ผ-๐ง๐ฒ๐ ๐) converts the spoken words into text. 4. ๐๐ด๐ฒ๐ป๐ ๐ฝ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ฒ๐ ๐ถ๐ using: โข ๐๐บ๐ฏ๐ฒ๐ฑ๐ฑ๐ถ๐ป๐ด ๐ ๐ผ๐ฑ๐ฒ๐น & ๐ฅ๐ฒ๐๐ฟ๐ถ๐ฒ๐๐ฎ๐น ๐๐ฃ๐ (finds relevant knowledge). โข ๐ฉ๐ฒ๐ฐ๐๐ผ๐ฟ ๐๐ (stores knowledge for quick search). 5. ๐๐ด๐ฒ๐ป๐ ๐ฑ๐ฒ๐ฐ๐ถ๐ฑ๐ฒ๐ ๐ฎ๐ป ๐ฎ๐ป๐๐๐ฒ๐ฟ using tools. 6. ๐ง๐ง๐ฆ (๐ง๐ฒ๐ ๐-๐๐ผ-๐ฆ๐ฝ๐ฒ๐ฒ๐ฐ๐ต) converts text back into speech. 7. ๐ข๐๐๐ฝ๐๐ is spoken back to the user. ๐๐ป ๐๐ต๐ผ๐ฟ๐: Voice โ Text โ Keywords โ Search โ Answer โ Voice Back. _____________________________________________ 2. ๐๐ผ๐ฑ๐ถ๐ป๐ด ๐๐ด๐ฒ๐ป๐๐ AI systems that help developers write, debug, and test code faster. Examples: GitHub Copilot, Cursor AI etc. ๐ฆ๐๐ฒ๐ฝ๐: 1. ๐๐ฒ๐๐ฒ๐น๐ผ๐ฝ๐ฒ๐ฟ ๐ด๐ถ๐๐ฒ๐ ๐ฎ ๐พ๐๐ฒ๐ฟ๐ โ Example: โWrite a function to sort numbers.โ 2. ๐๐ด๐ฒ๐ป๐ receives the request. 3. Agent uses: โข ๐๐ผ๐ฑ๐ฒ ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐๐ผ๐ฟ โ writes new code. โข ๐๐ผ๐ฑ๐ฒ ๐๐ฒ๐ฏ๐๐ด๐ด๐ฒ๐ฟ โ finds and fixes errors. โข ๐ง๐ฒ๐๐ ๐ฅ๐๐ป๐ป๐ฒ๐ฟ โ checks if code works. 4. ๐๐ป๐๐ถ๐ฟ๐ผ๐ป๐บ๐ฒ๐ป๐ provides a workspace where the code runs. 5. ๐ข๐๐๐ฝ๐๐ โ working code returned to the developer. ๐๐ป ๐๐ต๐ผ๐ฟ๐: Query โ Keywords โ AI writes code โ Debug + Test โ Final Code. _____________________________________________ 3. ๐๐จ๐ (๐๐ผ๐บ๐ฝ๐๐๐ฒ๐ฟ ๐จ๐๐ถ๐ป๐ด ๐๐ด๐ฒ๐ป๐๐) AI systems that ๐๐๐ฒ ๐ฎ ๐ฐ๐ผ๐บ๐ฝ๐๐๐ฒ๐ฟ ๐น๐ถ๐ธ๐ฒ ๐ฎ ๐ต๐๐บ๐ฎ๐ป ๐๐ผ๐๐น๐ฑ (e.g., clicking, typing, browsing). Examples: Manus AI, Saner AI etc. ๐ฆ๐๐ฒ๐ฝ๐: 1. ๐จ๐๐ฒ๐ฟ ๐ด๐ถ๐๐ฒ๐ ๐ฎ ๐พ๐๐ฒ๐ฟ๐ โ Example: โBook the cheapest flight from Hong Kong to Paris.โ 2. ๐ฉ๐ถ๐๐ถ๐ผ๐ป ๐๐ฎ๐ป๐ด๐๐ฎ๐ด๐ฒ ๐ ๐ผ๐ฑ๐ฒ๐น (๐ฉ๐๐ ) โ understands whatโs on the screen. 3. ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐น ๐ฃ๐๐ฟ๐ฝ๐ผ๐๐ฒ ๐๐๐ โ decides actions (click, type, drag, etc.). 4. Uses: โข ๐ฉ๐ฒ๐ฐ๐๐ผ๐ฟ ๐๐ โ recall past actions or data. โข ๐ ๐ฒ๐บ๐ผ๐ฟ๐ โ remember ongoing tasks. โข ๐ง๐ต๐ถ๐ฟ๐ฑ-๐ฃ๐ฎ๐ฟ๐๐ ๐ง๐ผ๐ผ๐น๐ โ connect with apps (email, Excel, etc.). โข ๐๐ฒ๐๐ธ๐๐ผ๐ฝ ๐ฆ๐ฎ๐ป๐ฑ๐ฏ๐ผ๐ โ safe test environment to interact with the computer. 5. ๐ข๐๐๐ฝ๐๐ โ task completed automatically (like a digital assistant doing your computer work). ๐๐ป ๐๐ต๐ผ๐ฟ๐: You instruct โ AI sees screen + plans โ clicks/types โ finishes the task like a human would. All these different agents are shaping the future of AI. Whatโs your take? โ Repost for others who want to understand how they work.

Founder | Agentic AI...ย โขย 1m
How Multi-Agent AI systems actually work? Explained in a very simple way. Read below: -> ๐ง๐ต๐ฒ ๐ ๐ฎ๐ถ๐ป ๐๐ ๐๐ด๐ฒ๐ป๐ The main ๐๐ ๐๐ด๐ฒ๐ป๐ is the ๐ผ๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ผ๐ฟ. It has several capabilities: โข ๐๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ โ Stores knowledge o
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๐ฌ๐ผ๐ ๐ฑ๐ผ๐ปโ๐ ๐ป๐ฒ๐ฒ๐ฑ ๐ฎ ๐๐ฒ๐ฎ๐บ, ๐ฉ๐ ๐ฐ๐ฎ๐๐ต, ๐ผ๐ฟ ๐ฎ ๐๐ฒ๐ฎ๐ฟ ๐ผ๐ณ ๐ฐ๐ผ๐ฑ๐ถ๐ป๐ด ๐๐ผ ๐น๐ฎ๐๐ป๐ฐ๐ต ๐ฎ ๐๐๐ฎ๐ฟ๐๐๐ฝ ๐ฎ๐ป๐๐บ๐ผ๐ฟ๐ฒ. Now? One person + a weekend + no-code tools = real money while you sleep. Someone just built an AI tool us
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๐๐ ๐ถ๐ ๐๐๐ฟ๐ป๐ถ๐ป๐ด ๐ฒ๐๐ฒ๐ฟ๐ ๐ฐ๐๐ฟ๐ถ๐ผ๐๐ ๐ฝ๐ฒ๐ฟ๐๐ผ๐ป ๐ถ๐ป๐๐ผ ๐ฎ ๐บ๐ผ๐ฑ๐ฒ๐ฟ๐ป-๐ฑ๐ฎ๐ ๐ฝ๐ผ๐น๐๐บ๐ฎ๐๐ต. Want to code? AI walks you through it. Trying to grasp finance? AI explains it step by step. Curious about history? AI becomes your p
See MoreFounder | Agentic AI...ย โขย 11d
3 core protocols behind AI agents. Iโve explained each one in simple steps. 1. ๐ ๐๐ฃ (๐ ๐ผ๐ฑ๐ฒ๐น ๐๐ผ๐ป๐๐ฒ๐ ๐ ๐ฃ๐ฟ๐ผ๐๐ผ๐ฐ๐ผ๐น) โข ๐ ๐ฎ๐ถ๐ป ๐ฃ๐๐ฟ๐ฝ๐ผ๐๐ฒ: It helps AI models (LLMs) use extra information by connecting them to tools or databases.
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Founder | Agentic AI...ย โขย 1m
Well, Lovable is great for building apps. But how does Lovable actually produce full apps? I'll break down the entire process of how lovable works step by step. 1. ๐จ๐๐ฒ๐ฟ ๐๐ป๐ฝ๐๐ (๐ฃ๐ฟ๐ผ๐บ๐ฝ๐ ๐ฆ๐๐ฎ๐ด๐ฒ) โข You type your idea in Lovable (e.g.
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Medialย โขย 3m
๐๐ผ๐๐ฎ๐ฏ๐น๐ฒ ๐ท๐๐๐ ๐ต๐ถ๐ $๐ญ๐ฌ๐ฌ๐ ๐๐ฅ๐ฅ ๐ถ๐ป ๐ด ๐บ๐ผ๐ป๐๐ต๐. Faster than Shopify, OpenAI, Slack, Cursor โ all of them. And now, they launched their boldest bet yet: ๐๐ผ๐๐ฎ๐ฏ๐น๐ฒ ๐๐ด๐ฒ๐ป๐ โ an AI that doesnโt feel like a tool. It feels
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โ๐๐ฒ๐ฎ๐ฟ๐ป ๐๐ผ ๐ฐ๐ผ๐ฑ๐ฒ ๐ฎ๐ป๐ฑ ๐๐ผ๐โ๐น๐น ๐ฎ๐น๐๐ฎ๐๐ ๐ต๐ฎ๐๐ฒ ๐ฎ ๐ท๐ผ๐ฏ.โ That advice used to be gold. But times changed. Software dev job postings in the US are down ๐๐% since 2022. ๐๐ฒ๐ฟ๐ฒโ๐ ๐๐ต๐: โขAI is quietly replacing junior rol
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Founder | Agentic AI...ย โขย 1m
6 design patterns used in AI agents. I've broken down each in simple steps. 1. ๐ฆ๐ฒ๐พ๐๐ฒ๐ป๐๐ถ๐ฎ๐น (๐๐น๐๐ฒ) โข ๐๐ผ๐ ๐ถ๐ ๐๐ผ๐ฟ๐ธ๐: The query moves through agents one after the other. โข ๐๐ ๐ฎ๐บ๐ฝ๐น๐ฒ: You ask a question โ First agent processe
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Medialย โขย 6m
๐ข๐ฝ๐ฒ๐ป๐๐ ๐ท๐๐๐ ๐น๐ฎ๐๐ป๐ฐ๐ต๐ฒ๐ฑ ๐๐ผ๐บ๐ฒ๐๐ต๐ถ๐ป๐ด ๐๐ถ๐น๐ฑ โ ๐๐ผ๐ฑ๐ฒ๐ . And itโs not your average code-suggestion tool anymore. Itโs a full-blown ๐๐ ๐ญ๐๐๐ฆ๐ฆ๐๐ญ๐ for anyone who builds software โ even if you donโt write much code. ๏ฟฝ
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Founder | Agentic AI...ย โขย 1m
Fine-tune vs Prompt vs Context Engineering. Simple step-by-step breakdown for each approach. ๐๐ถ๐ป๐ฒ-๐ง๐๐ป๐ถ๐ป๐ด (๐ ๐ผ๐ฑ๐ฒ๐น-๐๐ฒ๐๐ฒ๐น ๐๐๐๐๐ผ๐บ๐ถ๐๐ฎ๐๐ถ๐ผ๐ป) ๐๐น๐ผ๐: 1. Collect Data โ Gather domain-specific info (e.g., legal docs). 2. Sta
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