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pdf adobe startups documents large language model

The humble PDF is becoming a problem for AI

PDFs are structurally hostile to large language models
Looking ahead: Three decades after Adobe introduced the Portable Document Format – a design intended to preserve the appearance of printed pages across devices – PDFs are facing pressure from a completely different kind of reader: artificial intelligence. The same fixed layouts that made PDFs indispensable to human users now make them difficult for large language models to interpret. Unlike web pages or plain-text files, columns, embedded graphics, and hidden metadata in PDFs often confuse machine parsing systems trained to process linear text.
startups compute moores law photonics optical computing

Startup claims light-based chip could deliver 10x Nvidia's performance at similar power

First look: Light, not silicon, may define the next leap in computing power. That's the bet Austin-based startup Neurophos is making as it challenges the idea that Moore's Law still governs the pace of performance progress. The company is developing a photonics-driven processor designed to do what decades of transistor scaling can no longer achieve: massive compute throughput without a proportional explosion in energy use.
flint battery startups paper singapore sustainability lithium

These paper batteries made from plants want to replace AA and AAA cells

Moving from tech demo to real production
Forward-looking: What started as a curiosity at CES 2025 has quietly matured into one of the show's most convincing sustainability narratives a year later. Flint, the Singapore-based startup developing a fully cellulose-based paper battery, is now in production and gearing up to supply its renewable power cells to major electronics partners, including Logitech, Amazon, and Apple accessory maker Nimble.