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AI Progress and Practical Implications

BACKGROUND
795 SIGNALSFIRST DETECTED 22 March 2026UPDATED 20 May 2026
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The story begins not with a headline but with a feeling. In late March, someone noticed that the leap in AI video realism since early 2024 was something the broader world had simply not caught up with yet — no announcement required, no benchmark needed, just the unsettling recognition that the gap between what AI could do and what most people believed it could do had quietly become enormous. That observation, modest as it was, turned out to be the opening measure of something more consequential. Within days, a separate voice on r/singularity declared that software engineering had passed "the elbow of the exponential" — the inflection point where growth stops feeling incremental and starts feeling vertical. The claim was confident to the point of recklessness, which is exactly the kind of signal worth tracking, even if you shouldn't trust it outright.

Then the specifics started arriving. An Anthropic model called Mythos — unannounced, possibly a preview or a rumour dressed as a leak — was said to be capable of finding and exploiting zero-day vulnerabilities across every major operating system and browser. Take that with considerable salt. But the same week, Mythos was also reported to have scored 93.9% on SWE-bench, the standard coding evaluation that serious researchers actually use as a measuring stick. If the second claim has any grounding in reality, the first becomes less implausible, not more. Then Sundar Pichai, in a statement that carries real-world weight, confirmed that 75% of all code written at Google is now AI-generated — up from 50% the previous autumn. That number, unlike the Mythos claims, has a named source at a company that would face consequences for inventing it. Around the same time, Anthropic published something more quietly alarming: autonomous AI agents that propose research ideas, design experiments, and iterate on results, which Anthropic itself described as already outperforming human researchers in certain tasks. Jack Clark, Anthropic's co-founder, has since said publicly that AI is approaching the point where it can automate AI research itself. And Andrej Karpathy — who helped build the foundations of modern deep learning — said he has never felt more behind as a programmer. When the people who built the rocket say they can't keep up with it, that is not a boast. That is information.

If confirmed, here is what this means. The automation of software engineering is not a future scenario — it is a present condition that is accelerating. At 75% AI-generated code, Google has already crossed a threshold that most organisations haven't even begun to approach, and the gap between frontier practice and industry average is widening faster than hiring cycles can close it. The more troubling implication is the recursive one: if AI systems can now design and run scientific experiments, and if those systems are beginning to automate AI research itself, then the pace of improvement is no longer primarily constrained by human working hours. The biosecurity warning — that AI can design and run biological experiments faster than regulators can respond — is the sharpest edge of this. Regulatory frameworks built around human research timelines are structurally unequipped for what is being described. The open source dimension compounds everything: as capable models become freely available, the concentration of risk is no longer limited to well-resourced actors with something to lose.

Watch for any formal publication or verifiable benchmark release tied to the Mythos claims — if a 93.9% SWE-bench score materialises in a citable paper or official release, the acceleration thesis stops being a Reddit intuition and becomes an industry fact. Equally, watch for how Google and other major employers begin adjusting headcount and role definitions in engineering: workforce decisions at that scale are the slowest signal but the most honest one.

How the story developed
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Sources
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