SanCommunique

Find me on slack, twitter and Medium Anoma Gnoma (🧙‍♂️,🧙‍♂️)

[ANC SECRETARY GENERAL | Fikile Mbalula @MbalulaFikile]

Over 40 nations and organisations are rolling into Johannesburg for the #G20 Leaders’ Summit. 🇿🇦

Hosting the G20 carries substantial economic benefits for our country and the continent.

In the immediate term, it will stimulate tourism, hospitality, aviation and business services, generating thousands of jobs and injecting millions of rand into the local economy. Infrastructure upgrades, city revitalisation, and improvements in transport logistics; driven by the demands of the summit; will remain long after the delegates have departed. More importantly, the long-term advantages are even greater.

As chair and host of the G20, South Africa will shape global economic discussions on investment flows, industrialisation, climate finance, debt relief and trade reforms in ways that directly benefit the African continent.

This is an opportunity to advance an African growth agenda; to push for fairer global financial governance, to expand market access for African goods, to strengthen continental manufacturing value chains, and to secure greater development finance for energy, transport, water, and digital infrastructure.

We wish our government the best as they host this monumental event.

[Dhanian 🗯️ @e_opore]

AI Agent Architectures

1. Introduction

→ AI agents are autonomous systems designed to perceive their environment, reason about it, and take actions to achieve specific goals.
→ The architecture defines how these agents sense, think, and act.

2. Core Components of an AI Agent

→ Perception Module → collects data from the environment through sensors or APIs.
→ Knowledge Base → stores learned facts, rules, and representations.
→ Reasoning Engine → interprets data, makes decisions, and predicts outcomes.
→ Action Module → executes decisions or communicates with external systems.
→ Learning Module → updates the agent’s knowledge through feedback or new experiences.

3. Types of AI Agent Architectures

a) Reactive Architectures

→ Based on direct stimulus-response mechanisms.
→ No internal memory or model of the world.
→ Fast and efficient but limited in reasoning capability.
→ Example → Behavior-based robotics or simple chatbots.

b) Deliberative Architectures

→ Build and maintain an internal model of the environment.
→ Use symbolic reasoning and planning.
→ Example → Knowledge-driven expert systems.

c) Hybrid Architectures

→ Combine reactive speed with deliberative reasoning.
→ Use layered structures → reactive at the bottom, deliberative at the top.
→ Example → Autonomous vehicles or intelligent assistants.

d) Learning Architectures

→ Use machine learning to adapt behaviors.
→ Capable of improving over time with new data.
→ Example → Reinforcement learning agents in gaming or trading.

4. Common Models in AI Agent Design

→ BDI Model (Belief-Desire-Intention) → simulates human-like reasoning with goals and plans.
→ Layered Model → separates perception, reasoning, and action into distinct layers.
→ Blackboard Architecture → multiple components share knowledge through a common data space.
→ Subsumption Architecture → higher layers control or suppress lower-level actions for priority management.

5. Communication and Coordination

→ Agents often interact in multi-agent systems (MAS).
→ They use protocols to cooperate, compete, or negotiate.
→ Example → Distributed AI in swarm robotics and smart grids.

6. Key Design Considerations

→ Scalability → how the agent performs under large workloads.
→ Robustness → ability to handle unexpected input.
→ Adaptability → learning and modifying strategies dynamically.
→ Transparency → explainable reasoning for trust and accountability.

7. Real-World Applications

→ Intelligent personal assistants → Alexa, Siri, Google Assistant.
→ Autonomous systems → drones, self-driving cars.
→ Financial trading bots → adaptive decision-making systems.
→ Smart healthcare → AI agents for diagnosis and treatment recommendations.

8. Future Directions

→ Integration with Large Language Models (LLMs) for reasoning and communication.
→ Multi-agent collaboration for complex environments.
→ Ethical frameworks for responsible decision-making.
→ Edge-deployed agents for real-time intelligence.

Grab this AI Agent Handbook to become a pro:
https://t.co/sv0fSvM3JV

[ESPN UK @ESPNUK]

Are you picking a 22-year-old Wayne Rooney, or a 22-year-old Michael Owen? 🔥

[Julian Adrat @JulianAdrat]

Der Polizistenmörder heißt Ahmet, er ist trägt einen Spuckschutz und spricht kaum Deutsch. Er ging auf dem Sonnenhügel in #Völklingen zur Schule. Anbei die Leitsätze dieser.

https://t.co/rVnWqxe3sr

[coolcoolcat @LUOROSA1]

Meet ZK Coin ($ZKC) @boundless_xyz! 🚀
Here’s the cool part: The more protocols use Boundless to generate ZK proofs, the more $ZKC gets locked up as collateral.
Think about it: More usage → Less circulating supply.
Now that's what you call utility!

[Bishop Talbert Swan @TalbertSwan]

Click link to read (https://t.co/bwWUKqnYN9)

“Netanyahu, responsible for overseeing one of the most brutal and sustained military assaults in recent memory, has reduced Gaza to rubble. Nearly 60,000 Palestinians have died, most of them women and children. Hospitals have been bombed. Homes flattened. Humanitarian corridors violated. Food and medical supplies blockaded. Entire neighborhoods turned into graveyards. This is not peace. This is genocide. And yet, from this perch of moral bankruptcy, Netanyahu believes he has the authority to recommend someone else for a peace prize?

And who does he nominate? Donald J. Trump—a man whose presidency, and now his second term, is defined by hatred, authoritarianism, and cruelty. Trump is not a peacemaker. He is an instigator. His rise to power was fueled by racism, religious bigotry, misogyny, xenophobia, and the deliberate erosion of democracy. He separated families at the border, incited white supremacists, rolled back civil rights protections, and actively tried to overthrow a legitimate election. His goal has never been peace—it has always been control.”

[Rep. Vikki Goodwin @VikkiGoodwinTX]

Unbelievable… Governor Abbott vetoed the Summer EBT program, meant to feed kids from low-income households during the summer. Our Texas budget is below the threshold of spending, and yet this program might cost us too much? Surely Texans want to feed kids who otherwise may go hungry during the summer.

[Nat @NatRichonne]

I need #BeyondTheGates to understand Derek and Ashley are NOT working. They are literally the weakest link. Either recast or ship them out. It is time to cut the cord. Do not wait. Just do it!

[Kevin Cotedge @KevinCotedge]

Never buying regular Zyns again. 5lb bucket of fucking horse nicotine from tractor supply. Never underperforming or having a foggy mind ever again. I am the #boss . Lipping half of a horse dose and I feel great. My skin is fucking tingling.

[Prof. Shamika Ravi @ShamikaRavi]

People of Bhutan take their culture seriously. There’s an unwritten rule that if you’re doing anything (working, studying or even recreation eg weekend dart tournament👇) then you wear the national dress Gho & Kira. It is very impressive and elegant.

[Christopher Ho @Chr1stopherHo]

No one is talking about how Palantir bypasses military bureaucracy, embeds engineers inside agencies, and forces the government to depend on it.

Peter Thiel calls the CIA a front for Palantir.

How Palantir took over the Pentagon and why no politician can kill it today:🧵

[Anoma @anoma]

Applications are now open. Builders are encouraged to apply by March 6th to be considered for the first cohort of Intents Initiates.

Learn more and apply by demonstrating how intents your project idea is ⤵️
https://t.co/yU6LdT02Tb

[Holistic Health @SETexasND]

This is what panic in politics looks like. If you believe any of these people care about your health I have a bridge I want to sell you. #RFKJrConfirmation

https://t.co/4jKJN0PwgI

[Anoma @anoma]

https://t.co/j1FAPbxAhC

[Lee Harris @LeeHarris]

🎙️Did you break Covid rules?
🎙️Was your voice coach definitely a 'key worker'?

Hahaha! Thin-skinned Starmer looks furious as press hijack the end of his NATO conference with questions after being outed for breaking Covid rules.

Wonderful.
He set the standard. He should resign

[Anoma @anoma]

Introduction to Anoma for App Developers https://t.co/JFdp2vptjZ

[Teddy - PolyBackTest.com @Bitcoin_Teddy]

HOLY SHIT. This may be the most bullish video I’ve ever seen for #Bitcoin.

This woman manages a fund for people with a net worth of over $100M and she is convinced Trump will raise US bitcoin holdings to 1M coins and create a strategic reserve.

[Jessica Rojas 🇺🇸💪 @VoicesUnheard]

The FDA safe limit of Aluminum is 25mcg BUT, babies get 250mcg on the first day of life with the Hepatitis B vaccine alone.

Remember, ingested and injected are 2 different biological processes.

Does Injecting 10 times the amount of Aluminum deemed safe into a day old infant seem logical and safe to you?

[Mary S. Holland, Esq. @maryhollandnyc]

If you want to join the vaccine conversations; first get yourself a copy of TURTLES ALL THE WAY DOWN - Vaccine Science and Myth. @ChildrensHD

Using the establishment’s own sources, Turtles’ authors found that NOTHING regarding vaccine safety was as it is depicted in the media. Therefore, Turtles authors made a conscious decision to publish the book anonymously, which served two purposes:

1. Keeping themselves and their families safe and
2. Keeping the focus of discussion on the arguments presented in the book.

[Zachary Tisdale 🇨🇦 @ztisdale]

Why am I being forced to pay for other people's dental care?

That doesn't sound like a free country.

That sounds like socialism.