I gave an AI every file in my startup — 18 months of work — and told it to destroy me.
Act as a hostile red team. Assume I fail. No mercy.
It found the exact bug I'd already fixed once. One level up — in the business, not the code.
Why is this special? No fancy resources. Zero budget. Just consistent learning and applying what I had understood. Rugged, sleepless nights and a lot of back and forth. But I'll do it again because real impact actually starts with solving problems.
#LearningwithTechCrush🚀🚀
@TechCrushHQ
I completed and delivered a full AI Automation proposal to a Nigerian law firm.
From manual document chaos to a practical n8n + NotebookLM + Google Drive automation system. I assessed their needs, designed the workflow, and handed over something they can use.
Small win? Yes. They might accept it, they might not. I don't know. But it feels big to me.
I did it while still completing my TechCrush Automation program and pushing PromptForge- A knowledge synthesis RAG system forward — all on my basic laptop.
I created a GitHub repo to help you learn system design.
It'll give you:
◽️ AI engineering foundations,
◽️ System design fundamentals,
◽️ System design interview questions,
◽️ Deep dives into real world architectures,
◽️ Simplified engineering case studies with visuals.
👋 PS - Star this repository when/if you find it valuable:
https://t.co/57FAu0f9Oz
Harvard just leaked their Senior Engineer roadmap for free.
Stop paying for $2,000 bootcamps. Prof. Vijay Janapa Reddi just put the entire ML Systems (CS249r) curriculum on GitHub.
If you master these 6 pillars, you're ahead of 99% of the field:
🏛️ Architecture
🚿 Data Pipelines
🚢 Production
🛠️ MLOps
🔋 Edge AI
🔒 Privacy
This is the "Black Box" of Big Tech infrastructure, open-sourced.
This is the "Black Box" of Big Tech infrastructure, open-sourced.
Read. Learn. Bookmark.
Attention is a lookup. Each token builds a query, compares it against every key in the sequence, and pulls value vectors weighted by the match. Stack that 96 layers deep and you get a frontier model.
Video covers the full pipeline: Q/K/V, attention scores, encoder blocks.
Turn on the Applet. Now, every time you add a link to the sheet, it automatically saves/organizes it in Drive and emails you a clean summary.
Done. No coding, no complex setup
#RisewithTechCrush#Tech4Africans#LearningwithTechCrush
@TechCrushHQ
Automation Task: Auto-Save & Organize New Research Links into a Dated Folder + Send Summary Email(This looks like a smart personal knowledge base system, but it is just point-and-click with free tools.)
For the action ("Then That"): First add Google Drive action → "Create a folder" or "Upload file from URL" (use the link). Then add a second action Gmail → "Send an email" (set it to yourself with the link details in the body).
The side of Ronaldo and Lionel Messi Rarely talk about 😱
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I gave an AI every file in my startup — 18 months of work — and told it to destroy me.
Act as a hostile red team. Assume I fail. No mercy.
It found the exact bug I'd already fixed once. One level up — in the business, not the code.
I gave an AI every file in my startup — 18 months of work — and told it to destroy me.
Act as a hostile red team. Assume I fail. No mercy.
It found the exact bug I'd already fixed once. One level up — in the business, not the code.
So for 30 days I stop building and find out if one stranger will pay.
I wrote the whole thing down — the audit, the thin corpus, the bug I made twice.
Building in public means publishing the part that hurts:
https://t.co/KPv1dj8aqd