Mad Mining Ventures

“This is an independently owned and operated Virtual Mining and Construction Company. Member #MCL000029 of @vmccdao”

[Mad Mining Ventures @feliberti20]

@citrea_xyz HUGE!

[Mad Mining Ventures @feliberti20]

https://t.co/EA2fWbQ5Gp

[Mad Mining Ventures @feliberti20]

#NewProfilePic

[Dr. Khulood Almani | د.خلود المانع @Khulood_Almani]

🧠 Think You’re Building #AI Agents❓If You’re Not Thinking in Layers, You’re Already Behind❗️

🎯Modern #agents aren’t built with tools alone → they’re architected through 8️⃣ mission-critical layers. This cheatsheet maps it out⤵️

▌ 𝗟𝗟𝗠 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻
Core reasoning starts with models like GPT-4, Claude, Mistral, LLaMA.

▌ 𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗕𝗮𝘀𝗲
Context is power—feed agents data from Pinecone, Weaviate, Redis & PostgreSQL.

▌ 𝗥𝗔𝗚 (𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹-𝗔𝘂𝗴𝗺𝗲𝗻𝘁𝗲𝗱 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻)
Smarter output via LangChain RAG, LlamaIndex, Haystack & https://t.co/8qvvZd8tN0.

▌ 𝗦𝗮𝗳𝗲𝘁𝘆 & 𝗘𝘁𝗵𝗶𝗰𝘀
Guardrails via OpenAI Moderation API, GuardrailsAI, Rebuff & Azure Content Filter.

▌ 𝗜𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝗼𝗻 𝗜𝗻𝘁𝗲𝗿𝗳𝗮𝗰𝗲
Connect users via OpenAI Assistant API, Gradio, Streamlit & Function Calling.

▌ 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗟𝗼𝗴𝗶𝗰 & 𝗔𝘂𝘁𝗼𝗻𝗼𝗺𝘆
True agents act—use AutoGen, CrewAI, MetaGPT, LangGraph & Autogen Studio.

▌ 𝗚𝗼𝘃𝗲𝗿𝗻𝗮𝗻𝗰𝗲 & 𝗢𝗯𝘀𝗲𝗿𝘃𝗮𝗯𝗶𝗹𝗶𝘁𝘆
Track, log & monitor agents with LangSmith, PromptLayer, WandB & Helicone.

▌ 𝗘𝘅𝘁𝗲𝗿𝗻𝗮𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀
Real-world ops through Zapier, https://t.co/MY7uR12WTL, Serper API, Browserless & LangChain Agents.

💡 This is how you go from building chatbots → deploying #AgenticAI systems that think, act & scale.

📌 Save this blueprint. Your next-gen AI agent starts here.

by @VaibhavAggarwal

#AIagents #GPT #NoCode #LLM #AIethics

@enilev @Jagersbergknut @TysonLester @CurieuxExplorer @GlenGilmore @chidambara09 @jeancayeux @BetaMoroney @mvollmer1 @Nicochan33 @RLDI_Lamy @pierrepinna @pierrecappelli @pchamard @Analytics_699 @ALLavalette @JeromeMONANGE @Fabriziobustama @mikeflache @PawlowskiMario @theomitsa @drsharwood @kalydeoo @TAEVisionCEO @baski_LA @AnthonyRochand @smaksked @Eli_Krumova @andresvilarino @FrRonconi @fernandolofrano @gvalan @bimedotcom @dinisguarda @FmFrancoise @nafisalam @Mhcommunicate @AlAmadi1 @jblefevre60 @smoothsale @amalmerzouk @PVynckier @bbailey39 @Corix_JC @anand_narang @bamitav @jasuja @NewsNeus @KanezaDiane

[Mad Mining Ventures @feliberti20]

@BlockchainBoyy welcome to a great Solana team. Love it. Get some SIGN!! mCUoPbdqbs5uwmkiprP4T5xtAs91qRvdSMEhUAJAwsP
@SignedLLC

[Mad Mining Ventures @feliberti20]

@BlockchainBoyy thanks for joining the @SignedLLC moon is fud!! Lol

[Mad Mining Ventures @feliberti20]

@SignedLLC
Signed Token is a value accrual token collecting swap fees, royalties, and yield aggregator fees from the musician tokens launched from its ecosystem. Signed is a platform where musicians distribute their music to all platforms, and tokenize their royalties. Get sum!

[Mad Mining Ventures @feliberti20]

@SignedLLC

[Mad Mining Ventures @feliberti20]

CHART IS PIMPING

[Mad Mining Ventures @feliberti20]

@SignedLLC

[Mad Mining Ventures @feliberti20]

@SignedLLC https://t.co/0Yz0HOAAfq

[Mad Mining Ventures @feliberti20]

@PekassoC https://t.co/FYfRGHur4P

[Mad Mining Ventures @feliberti20]

@Pekassosol LFG

[Mad Mining Ventures @feliberti20]

@januszg_ @BitcoinLayers The BEST

[ian @januszg_]

Chains and bridges ⛓🌉

The latest @BitcoinLayers product update sees project reviews analyze all BTC-backed tokens on their respective networks:

[Botanix 🕷️ @botanix]

🕷 TESTNET UNLOCK: BITPERP 🔓

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https://t.co/c1uSj3igwS @bitperp

[Mad Mining Ventures @feliberti20]

@elonmuskADO Hope

[Mad Mining Ventures @feliberti20]

I’m going to @botanix’s upcoming Space. Will you join too?

https://t.co/d96kYLHTB9

[TON MemeRepublic @TONMemeRepublic]

Memecoin Mountain Minor League Top 10! 💎

Look's like theres a new number 1 & 5 today! 👀

[Mad Mining Ventures @feliberti20]

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