Armando Juarez

XRP lover and XPR network fan

[Armando Juarez @Armando_Aether]

@itsacapy $Capy's launch is approaching

[Armando Juarez @Armando_Aether]

@budapp intereseting. i want to try it

[Bitcoin VM @BitcoinVM_]

█████████▒ Loading complete.

[Avi Chawla @_avichawla]

The open-source RAG stack (2025):

[Python Developer @PythonDvz]

Agentic RAG Tech Stack

[Akshay 🚀 @akshay_pachaar]

Traditional RAG vs. Graph RAG, clearly explained:

[Daily Dose of Data Science @DailyDoseOfDS_]

A graph-powered all-in-one RAG system!

RAG-Anything is a graph-driven, all-in-one multimodal document processing RAG system built on LightRAG.

It supports all content modalities within a single integrated framework.

100% open-source.

[Python Developer @PythonDvz]

Layers of AI

[Mustafa. @oprydai]

writing code for hardware isn’t the same as writing code for the web.

> this book teaches how to think like a systems engineer; tight loops, real-time constraints, and design patterns that make firmware rock-solid.
> a must-read for anyone building products that live in the physical world

[Akshay 🚀 @akshay_pachaar]

RAG 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 irrelevant context

Agentic RAG:

- Agent decides *if* retrieval is needed
- Agent picks *which* source to query
- Agent validates *if* results are useful
- Problem: Still read-only, can't learn from interactions

AI Memory:

- Read AND write to external knowledge
- Learns from past conversations
- Remembers user preferences, past context
- Enables true personalization

The mental model is simple:

↳ RAG: read-only, one-shot
↳ Agentic RAG: read-only via tool calls
↳ Agent Memory: read-write via tool calls

Here's what makes agent memory powerful:

The agent can now "remember" things - user preferences, past conversations, important dates. All stored and retrievable for future interactions.

This unlocks something bigger: continual learning.

Instead of being frozen at training time, agents can now accumulate knowledge from every interaction. They improve over time without retraining.

Memory is the bridge between static models and truly adaptive AI systems.

But it's not all smooth sailing.

Memory introduces new challenges RAG never had: memory corruption, deciding what to forget, and managing multiple memory types (procedural, episodic, and semantic).

Solving these problems from scratch is hard. If you want to give your agents human-like memory, check out Graphiti - an open-source framework for building real-time knowledge graphs.

You can find the link in the next tweet!

[Cevicas Group Inter. @cevicas]

A pedido de cientos, acabo de crear la:

PLAYLIST "MÚSICA DE BIOHACKERS"

https://t.co/G6XbGbTHlW

Iré agregando el resto de los demás temas, a medida que me sea posible (seguraMENTE este fin de semana)...

¡BUENA VIDA A LAS MENTES INQUIETAS, ETERNA VIDA AL BIEN!,

333

[WebAuth Wallet @webauthwallet]

Our next integration could send a ______ through the industry.

[Armando Juarez @Armando_Aether]

@Metal_L2 XXRP

[Armando Juarez @Armando_Aether]

🧐

[Cevicas Group Inter. @cevicas]

[RESUMEN] BioHacking 220 [Atacando a SKYNET #4] - Encegueciendo el panóptico de la IA

https://t.co/xgq5Uabq64

ENLACE AL VIDEO COMPLETO:

BioHacking 220 [Atacando a SKYNET #4] - Encegueciendo el panóptico de la IA

#cybersecurity #ethicalhacking #Biohacking

[CyberRobo @CyberRobooo]

Humanoid robots escape the high risks and hazards of special missions.

Developed by China Southern Power Grid, China Mobile, Beijing Research Institute, and Leju Robotics, the humanoid robot “Kuavo” acts as a “steel avatar” for remote engineers—
executing high-voltage inspections in hazardous zones with precision.

»Powered by 5G-A, enabling ultra-low latency remote control and real-time 20Mbps HD vision streaming.
»Achieved a 1,200 km ultra-distance test from Beijing to Shanghai with seamless operation.
»Boosted inspection efficiency by 84%, enabling fully unmanned patrols in 10kV–110kV areas.

This marks a milestone for 5G-A + embodied intelligence in power and industrial sectors,paving the way for applications in emergency rescue, chemical, and energy operations.

[Armando Juarez @Armando_Aether]

@doganuraldesign @cevicas

[Armando Juarez @Armando_Aether]

😶

[Ricardo De Spirito Balbuena. @elzorrotacneno]

Se viene

[Armando Juarez @Armando_Aether]

@Drummer_HC recien actualizaron el bitcoin core a su version 30 ANTES DEL 10 DE OCTUBRE, no vas a escuchar a los bitcoin maxis hablar del mismisimo software de BTC

[danise @danise_palmers]

3rd US bomber mission in less than TWO WEEKS

USAF has sent two B-1B Lancer bombers, flying from South Dakota’s Ellsworth Air Force Base to the Caribbean

The aircraft were detected about 20 miles off Venezuela's coast, closest approach to the mainland so far

[Lumexo | Stellar Wallet @lumexodapp]

Stellar $XLM has joined the ERC-3643 Association

Major step toward regulated real-world asset (RWA) tokenization.

This partnership also enhances cross-chain interoperability, allowing ERC-3643 standard assets to operate on the Stellar Network.

[Armando Juarez @Armando_Aether]

@Drummer_HC Bitcoin tiene varios CVEs (common vulnerabilities and exposures )
y nadie dice nadaa