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🚨 Cloudflare Outage Today Cloudflare faced a major outage that disrupted multiple platforms and services across the globe. It’s a strong reminder of how much our digital ecosystem relies on a few key infrastructure layers — and how quickly things c

Many start ups are shutting down and mainly because of cash flow issues. What is the solution?

Reading how prefect works, concept of creating resilient data pipelines and schedule a flow.

📊 Why Revenue Modeling is Critical for Your Business – Backed by Data 📊 Revenue modeling isn’t just a forecasting exercise – it’s a roadmap for growth, stability, and innovation. Here's why it matters, with data to back it up: 1️⃣ Predicts Future

Most SOPs don’t fail because they’re missing — they fail because they’re never enforced. Written SOPs create comfort, not clarity. Real SOPs remove confusion, define ownership, and demand accountability. If two people can follow the same SOP and ge

The secret to creating an error free AI is the main science behind ai is we give output and we have a expected output in between we have a fine layer in which we have neural network we need to increase the neural network in the layers instead of add

Day 13 of learning data science as a beginner. Topic: data cleaning and preprocessing In most of the real world applications we rarely get almost perfect data most of the time we get a raw data dump which needs to be cleaned and preprocessed before

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One of my startup clients recently struggled with severe cash flow issues — something I see quite often, especially in AI-driven or tech-based startups. Despite having a great product and market fit, they were stuck because of delayed receivables an