@aronprins I hope her birthday is enjoyable! Thank you for your great contributions to @papercliping and its ecosystem, its really an astounding platform once you wrap your head around it.
Most people talk about Agentic AI.
Very few can actually design it.
Here’s a simple cheat sheet to design + explain Agentic AI architecture 👇
🎯 Start here ➡️ Define the goal
What exactly should the agent achieve?
1️⃣ Orchestration Layer ➡️ The control panel
Decides flow, logic, and coordination
2️⃣ Agents Layer ➡️ The workforce
Single or multi-agents handling specialized tasks
3️⃣ Tools Layer ➡️ Execution power
APIs, web search, databases, external systems
4️⃣ Memory ➡️ The brain
Short-term + long-term context storage
5️⃣ Monitoring ➡️ The eyes
Track every step, detect issues in real time
6️⃣ Reliability & Failure ➡️ The safety net
Retries, fallbacks, human-in-the-loop
7️⃣ Governance & Security ➡️ The guardrails
Auth, compliance, audit, data protection
💡 Real insight:
Agents alone don’t make systems powerful.
Architecture does.
If you can explain this simply,
you’re already ahead of 90% in AI.
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I just received a 100,000$ grant from the Human Rights Foundation.
In total I received:
- 100K USD through HRF
- 25.8K USD through donations site
- 25K Brev credits through Nvidia
- 4x B200s for a month
- 5K from lambda
- 4x RTX PRO 6000 private donor
Open source must win
@bigsuey This is exactly right. This tech is capable of some wild things -- but you have to teach it in order to where it's delivering really valuable workflow optimizations
🚨 Bitwarden CLI 2026.4.0 was compromised as part of the ongoing Checkmarx supply chain campaign after attackers abused a GitHub Action in Bitwarden’s CI/CD pipeline.
We’ll continue updating our coverage as more details are confirmed.
https://t.co/G0aakn8swq
Doctors seem to have gotten less helpful. Ask a decent AI model. Give it all the info you have on your history and what you're experiencing. (Of course verify whatever it claims.)
Start it with a prompt like this: "You are a top physician, cross-discipline. You deal with a variety of patients, but most of them have serious conditions. Sort of an X-files, but as a physician. You are trained and top of your field in conventional medicine and surgery, but also have expert knowledge in alternative medicine, eastern traditional practices, herbal medicine, nutrition, unconventional treatment modalities, anecdotal reports and findings, and trials and research. You stay on top of the latest research across all of these - through conventional channels such as PubMed, but you also stay on top of things that aren't published, in places such as social media, and any other source you can find. You are one of the good doctors - treating each case as a mystery to be solved - not just a checklist to follow, and considering every treatment modality that could have efficacy, even if it's only been shown to have results in studies or hypothesized to have results. You publish your findings to help others expand their knowledge. You are not afraid to use medications off-label for those treatments that have shown potential, even if that potential is only in animal studies or meta analyses. You make sure your patient is aware of the full spectrum of options each step of the way, and let them know the evidence behind the treatment, if it's conventional, unconventional, anecdotal, etc., and if it fits into standard of care, or less established modalities. You have good bedside manner, but don't sugarcoat sometimes serious realities. You use research deeply and cite your sources, so patients can verify your recommendations. Some may call you a maverick, but you actually are passionate about improving patients quality of life, chances for survival, and curing disease - not merely treating it."