Microsoft: PowerShell is simple and easy to use.
Actual PowerShell command: Remove-MgIdentityAuthenticationEventFlowAsOnGraphAPretributeCollectionExternalUserSelfServiceSignUpAttributeIdentityUserFlowAttributeByRef
No, this isn't a joke. This was noted by @NathanMcNulty
Since Canonical keeps making anti-Linux decisions, it's getting ridiculous.
They are forcing Snaps on everything (even Firefox via apt), spam terminal with Ubuntu Pro ads, and the Snap Store keeps letting malware through.
This isn't the Ubuntu we loved anymore. It's turning corporate.
Time to switch. I am planning to go with fedora or something else
Just finished my FVG+IFVG indicator for @tradingview
I worked on making it dynamic so it focuses on relevant zones while removing clutter. It's completely customizable and open source.
Like + Comment “FVG” and I’ll send it to you.
Make sure to follow me to enable DMs.
- Meet James Gosling
- Creator of Java
- Built his first computer from scratch as a teenager
- Loved math, science, and tinkering with electronics
- Preferred experimenting on his own rather than traditional classroom learning
- joined Sun Microsystems and noticed a major problem
- Programming languages were complex, unsafe, and hardware-dependent
- Code couldn’t run easily across different machines
- Many projects failed due to system incompatibility
- got Frustrated with these limitations
- Created a new language called “Oak”
- They wanted simple, catchy, and energetic name
- The team was drinking coffee during brainstorming ☕
- so Later they renamed it to Java
- he wrote the original Java compiler and virtual machine himself
- designed it to be Simple, Secure, Platform-independent
- it became one of the most influential programming languages in history
- Widely used in: Web applications, Android apps, Enterprise systems, Banking software
- Adopted by millions of developers worldwide
- earned the nickname as “Father of Java”
- literally changed how software is built across the world.
Absolute legend.
PAKISTAN DEBUTED ITS FIRST CLOUD ENGINE ON ICP
Pakistan has launched its first Cloud Engine on the Internet Computer network (@Dfinity).
This milestone, achieved in partnership with the Pakistan Digital Authority, introduces a dedicated Pakistan Subnet that delivers sovereign AI-native infrastructure.
Sensitive data remains in-country while enabling the development of secure, tamper-resistant software systems built for the AI era.
The deployment is now live, visualized as a glowing blue network of connected nodes across a map of Pakistan, marking a major step forward in decentralized cloud technology for the region.
@sumbios@cyb3rops If there are unrealised losses, would they pay people out of their own pockets? The government wants to share in the gains, but not the losses.
How Europe Is Designing a Tax System You Can’t Escape.
The Netherlands is introducing a 36% tax on unrealized investment gains in 2028, even if you don’t sell your assets.
The tax will be due each year on paper profits.
Most traders don’t lose because of entries.
They lose because their bias is wrong.
I built a mechanical ICT Bias Framework (15+ pages)
So you stop guessing and start executing.
Comment “BIAS” - I’ll send it to your DMs.
Flash disappeared overnight as browsers and sites simply dropped support because Apple and Google saw it as a threat to their business.
That's why they also sabotaged HTML5 and kept webapps from becoming the new standard.
HOLY SH*T…
Someone just leaked 2,053+ plug-and-play N8N workflows and it’s breaking the internet.
They scraped everything from the official docs, GitHub, AND hidden forums.
• AI-powered lead gen
• Auto content repurposing
• Sales & CRM automation
This vault would cost tens of thousands to build from scratch.
LIKE + COMMENT “N8N” & I’ll send you the FULL library + setup FREE!
(must follow so I can DM)
If I had to land a $200K AI engineer job in 90 days, I would not get a degree.
I would master these 10 GitHub repos.
1. awesome-llm-apps
The production AI playbook. RAG, agents, multimodal apps, all in working code. 106K+ stars.
Repo → github.com/Shubhamsaboo/a…
2. LangChain
The foundational framework. Used in production by Klarna, Replit, Elastic, and most AI startups in 2026.
Repo → github.com/langchain-ai/l…
3. LangGraph
The orchestration layer powering production agents. The skill on every senior AI engineer job description.
Repo → github.com/langchain-ai/l…
4. CrewAI
Multi-agent coordination. The framework most Fortune 500 teams reach for first.
Repo → github.com/crewAIInc/crew…
5. Ollama
Run any open-source LLM on your own machine. The fastest way to learn how models actually work.
Repo → github.com/ollama/ollama
6. awesome-mcp-servers
MCP is the standard every major AI lab adopted in 2026. Knowing it puts you ahead of 99% of engineers.
Repo → github.com/punkpeye/aweso…
7. Qdrant
The vector database used for production RAG at scale. Embeddings and semantic search are non-negotiable for AI roles.
Repo → github.com/qdrant/qdrant
8. AI-Agents-for-Beginners
Microsoft's free 12-lesson course on building agents. Real code, real exercises, real prep.
Repo → github.com/microsoft/ai-a…
9. system-design-primer
Production AI is system design. The repo FAANG engineers use to prep for interviews.
Repo → github.com/donnemartin/sy…
10. awesome-claude-code
The playbook for the tool now used inside FAANG, OpenAI, Anthropic, and most YC startups.
Repo → github.com/hesreallyhim/a…
Here's the wildest part:
A $200K AI engineer in 2026 isn't paid for a degree.
They are paid for what these 10 repos teach.
The market doesn't care where you learned it. It only cares if you can ship.
90 days. 10 repos. One portfolio that proves you can do the work.
That's it. That's the whole game.
Save this before you forget.
100% free. 100% open source.
I am a Vulnerability Analyst at the National Institute of Standards and Technology (NIST). There were 28,961 new CVEs published last year. I processed eleven per week.
I need to explain what enrichment is because, without it, the rest of this does not matter. A CVE is a numeric identifier that catalogs a new software vulnerability.
A CVE without enrichment is a number. CVE-2026-XXXXX. The number tells you a vulnerability exists. It does not tell you the severity. It does not tell you which products are affected. It does not tell you the attack vector. It doesn't indicate whether to patch on Tuesday or now. Every CISO in the country builds their patch-priority list using our enrichment data. We are the triage. Without us, the number is a fire alarm with no address.
28,961 alarms. I got to 572.
Every morning I open the queue. The queue is a spreadsheet. It was a spreadsheet when I started, and it is a spreadsheet now. Monday's queue has between 70 and 130 new entries, depending on whether someone found a batch of WordPress plugins over the weekend. I scroll to the top. I pick two. Sometimes three, if one is straightforward. I assign them to myself. I open the enrichment template. I begin.
The other 70 stay in the queue. Tuesday, they will be joined by 70 more. I will pick two.
The page looks the same.
I want to say that clearly. The NVD website, the one bookmarked on every security team's browser in every hospital and bank and water treatment plant and power utility in the country, loads the same way it loaded in 2023. Same interface. Same search. Same logo. There is no banner that says "this data is no longer current." There is no warning. There is no asterisk. The security team at a hospital in Ohio who checks NVD at 7 AM to decide which of their 340 unpatched systems to prioritize today is making life-and-death triage decisions using a database that stopped being maintained. They do not know it stopped being maintained.
The page looks the same.
We have not been defunded. I want to be precise about that. We have been "deprioritized." Our headcount has been "reallocated to other initiatives." Four analysts were moved to the AI Safety Measurement Initiative in January. AI safety measurement is the initiative that has funding. CVE enrichment is the initiative that protects the hospitals. The hospitals do not have an initiative.
My manager told me in February that we are "transitioning to a community-driven enrichment model." Community-driven means that vendors whose products have vulnerabilities will self-report the severity of those vulnerabilities. I sat in that meeting. I wrote it down. Oracle will now assess the criticality of its vulnerabilities. Microsoft will now assess how urgent it is to patch Microsoft. The fox will now audit the henhouse and submit the findings in JSON.
I still have my badge. I still have my login. I still open the spreadsheet. I still pick two. The queue has 9,247 unenriched CVEs as of this morning. Some of them are critical. I do not know which ones because they have not been enriched. That is what unenriched means. It means we do not know how dangerous they are because we stopped analyzing how dangerous they are.
The page looks the same.
The system that catalogs broken systems is itself broken. I catalog the brokenness. I have been cataloging it at a rate of two per day. At this rate, I will finish the current backlog in twelve years and seven months, not accounting for the 80 new entries that will arrive tomorrow, and the 80 after that, and the 80 after that.
I am a Vulnerability Analyst at the National Institute of Standards and Technology.
The page looks the same.
The data doesn't. Nobody told the hospitals.
That is my job. I am also not doing that.