u/Michaelkamel
We’ve officially moved past "Prompt Engineering." Say hello to Autonomous, Multiplayer AI. 🧠🚀
Hey everyone,
I was just catching up on the latest breakdown from the Anthropic team regarding the future of work with Claude, and it really hit me how fast things are shifting. Two years ago, we were amazed by basic code autocomplete. Today, we are looking at something completely different: Claude Tag.
If you haven’t seen the updates, we are essentially moving away from the traditional, reactive "open chat -> type prompt -> copy-paste output" workflow. Instead, AI is becoming an active, independent teammate.
Here are the biggest takeaways that I think will redefine how teams operate:
- Proactive & Autonomous Operations: Instead of waiting for you to trigger it, the AI lives inside your team's communication channels (like Slack or Teams). It proactively jumps into threads, schedules its own follow-ups, and can handle complex, continuous tasks that run for days or even weeks.
- True Long-Term Memory: It finally cracks persistent memory. You can explicitly instruct it on specific preferences for a channel (e.g., "Monitor only for critical backend bugs in this channel"), and it remembers that context indefinitely without needing a system prompt refresher.
- The "Multiplayer" Shift: AI is no longer a isolated 1-on-1 conversation. Because it operates in public team channels, the entire team can collaborate, nudge, and refine the AI's output in real-time. Even better, it creates a "diffusion of best practices" because junior team members can actively watch how power users interact with the agent.
- The Productivity Reality: In internal engineering teams adopting this workflow, ~65% of all Pull Requests (PRs) are now being written autonomously by the AI agent. That’s a massive leap from just using an AI assistant to write a single function.
It feels like we are fast approaching a meta where your primary job isn't writing code or tasks line-by-line, but rather managing an entire squad of autonomous agents running in parallel.
How is your team handling this shift? Have you started integrating fully autonomous agents/bots into your shared team channels yet, or are you still relying on 1-on-1 chat interfaces?
Let's discuss!
Migrated 85 users to Microsoft 365 with zero downtime — Here's what I learned
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I put together a list of some of the best websites to find remote jobs in 2026.
Whether you're looking for a full-time remote position, freelance projects, or startup opportunities, these platforms can save you a lot of time.
I tried to include a mix of well-known and niche websites that have helped thousands of professionals find remote work.
💻 Whether you're a:
- Cloud Engineer
- System Administrator
- DevOps Engineer
- IT Support Specialist
- Cybersecurity Professional
- Software Developer
- Freelancer
...there should be something useful here.
Question for the community:
👉 If you could recommend only ONE remote job website, which would it be and why?
Did I miss any great platforms? Let me know in the comments—I'll update the list with the best recommendations from the community.
⭐ If you found this useful, don't forget to save it for later. It might help someone land their next remote job.
Berlin police using water cannons to cool crowds in the heat
Life = Failure + Success
Life = Failure + Success
Failure isn't the opposite of success it's part of the process.
Ignoring failure doesn't protect you; it only delays the lesson. And when reality hits, it hits hard.
In every area of life whether it's business, career, relationships, or personal growth you'll realize one truth:
failure and success go hand in hand.
We've all heard, "Quitters never win."
But let's be honest staying consistent without seeing results is tough.
That's where mindset matters.
Instead of letting failures break you, let them build you.
Turn every setback into fuel for your vision.
Because when your why is strong enough, you will always find a way.
When your purpose becomes bigger than your problems, nothing can stop you.
Keep going. Keep pushing.
Even in difficult moments, remember failure is not the end, it's a stepping stone to success.
Breakthroughs don't happen overnight.
They come after persistence, patience, and multiple attempts.
Your dream is valid. Keep working. It will happen.
Aiming for cloud security engineer before I graduate next fall
My major is bachelors in Cybersecurity NSA-designated institution, recognized as a National Center of Academic Excellence in Cyber Defense (NCAE-CD) and Cyber Operations (NCAE-CO). Office of the Director of National Intelligence-designated North Star Intelligence Community Center for Academic Excellence (ICCAE).
Minor in finance and my INSA certificate (intelligence analysis) focus on AI.
1.) CompTIA Linux+ /aim for RHCSA
2.) CompTIA Security +
3.) CompTIA Networking+ / aim for CCNA
4.) AZ-104 for cloud azure
5.) SC-300 for IAM
6.) AZ-500 (seems like it’s being updated to SC-900)
7.) Splunk
8.) AWZ (still figuring out, to be able to use different type of clouds)
9.) CCSP
Alongside my cybersecurity coursework, home lab, and certifications, I’m also investing in programming and networking skills that directly support real-world security operations. My goal isn’t just to earn certificates—it’s to demonstrate what I learn through hands-on labs documented in my GitHub portfolio.
📌 Programming & Security Focus
🐍 Python
Used extensively in cybersecurity for:
• Security automation
• Log analysis
• Threat intelligence processing
• Malware analysis
• API integrations
• Security tool development
• AI/ML security projects
🏅 PCES (Certified Entry-Level Security Specialist with Python)
Focused on applying Python to cybersecurity through:
• Security automation
• Monitoring and reporting
• File integrity verification
• Basic security scanning
• System hardening concepts
• Security operations fundamentals
🐧 Bash
Essential for Linux administration and security:
• Log analysis
• Server management
• System automation
• Security tool execution
• Incident response activities
🗄️ SQL
Critical for security analysis and investigations:
• Querying SIEM databases
• Investigating security incidents
• Analyzing authentication logs
• Identifying compromised accounts
• Data-driven threat hunting
For my physical lab I have Cisco router, ASA firewall, 2 Cisco switches, R710 dell server with idrac6 running proxmox with Ubuntu server with docker, and my Cisco M4 server.
I’m currently finishing building my Cisco server… 12 terabytes in SAS drives and the hardest part finding DDR4 ram sticks. I’m going to Asia this winter. So I might buy my ram sticks during my trip.
I already did my first cloud lab with AZURE.
I just applied to IBM, Mayo Clinic hospital, crowdstrike, Anthropic, and Deloitte to be an intern this fall…
Currently finishing configuring the switches and the firewall before I start my comptia security and comptia networking class.
I’ll be adding AI to my lab for my capstone project.