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AI is already reshaping your career.
The worst move is to be in denial, as we unfortunately see many engineers and tech practitioners doing.
The real question isn’t whether AI will affect you— it’s where you get dead-or-alive career guidance from people who understand AI’s real limits and what comes next.
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This publication is different: original, job-relevant, and shown through clear animations, diagrams, and plots that make the AI math shaping your career finally click.
Here we show you the real gaps in AI that almost no publication explains with this clarity and depth: the intersection of engineering and new mathematics shaping today’s AI — and what comes next.
You will get:
The mathematical failures behind AI's biggest limitations — explained visually
Why transformer architectures hit walls that scaling won't fix
Engineering insight derived from differential geometry, not hype cycles
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The core arguments. Where the problems are. Where the solutions start.
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