Cognee GitHub repo: (don't forget to star )
AGENTS
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The Evolution of AI Agents: From RAG to Memory-Based Systems
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RAG was never the end goal.
— Akshay 🚀 (@akshay_pachaar) 1 mars 2026
Memory in AI agents is where everything is heading. Let me break down this evolution in the simplest way possible.
RAG (2020-2023):
– Retrieve info once, generate response
– No decision-making, just fetch and answer
– Problem: Often retrieves… pic.twitter.com/nU36jH3yVMRAG was never the end goal. Memory in AI agents is where everything is heading. Let me break down this evolution in the simplest way possible. RAG (2020-2023): – Retrieve info once, generate response
– No decision-making, just fetch and answer
– Problem: Often retrieves -
Modular Agentic RAG system with LangGraph and HITL
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Build a modular Agentic RAG system with LangGraph, conversation memory, and human-in-the-loop query clarification using this GitHub repo:
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Insights and Tutorials on LLMs, AI Agents, and Machine Learning
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If you found it insightful, reshare with your network.
— Akshay 🚀 (@akshay_pachaar) 28 février 2026
Find me → @akshay_pachaar ✔️
For more insights and tutorials on LLMs, AI Agents, and Machine Learning!https://t.co/zXfH6v9gfyIf you found it insightful, reshare with your network. Find me → @akshay_pachaar For more insights and tutorials on LLMs, AI Agents, and Machine Learning!
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Curiosity about experiment and feedback on verbose documentation
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interesting, would be curious how your experiment goes. looked through your agents md and I wonder if it’s a bit too verbose..
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KiloClaw Deploys Production-Ready AI Agents in 60 Seconds
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KiloClaw
Deploying agents used to take hours of dev work. KiloClaw changes that—go from zero to production-ready OpenClaw agents in under 60 seconds. No servers, no Docker, just instant autonomous agents ready to work for you. -

Siteline: Real-Time AI Bot and Agent Tracking for Websites
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Siteline
The "agentic web" is here, and you need to know who's visiting your site. Siteline tracks AI bots and agents crawling your pages in real-time. Turn bot traffic into actionable data and optimize your content for both humans and AI search engines. -

PenguinBot: AI Agent for Email, Scheduling, Document Automation
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PenguinBot
The "action-first" AI. PenguinBot isn't just a chatbot; it's a digital employee that handles your inbox, scheduling, and document execution in the background. It’s designed to bridge the gap between "planning" and "done." -
Fixing a Major Blind Spot in HuggingFace’s LLM Fine-Tuning Skill
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I just fixed a major blind spot in HuggingFace's fine-tuning skill!
— Akshay 🚀 (@akshay_pachaar) 28 février 2026
HuggingFace released a skill you can plug into Claude or any coding agent that lets you fine-tune open-source LLMs with plain English.
The agent handles GPU selection, job submission, monitoring, and pushes the… pic.twitter.com/vjNydrkap4I just fixed a major blind spot in HuggingFace's fine-tuning skill! HuggingFace released a skill you can plug into Claude or any coding agent that lets you fine-tune open-source LLMs with plain English. The agent handles GPU selection, job submission, monitoring, and pushes the
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Customizing AI Personality with Instructions
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re: personality – how was your experience with /personality? you can set it to friendly and even put custom instructions too