decryptingtech

Technology. Business models. Market debates.

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Debates

The arguments shaping technology

Go beyond the headline. Explore the business models, competitive tensions and structural shifts behind the technology market.

01

AI safeguards · 13 September 2026

Why frontier AI safeguards are struggling to keep pace

Recent frontier-model incidents show why alignment, monitoring and containment can fail together—and why evidence of control may need to precede greater autonomy.

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02

AI risk & governance · 13 September 2026

Why AI risks are likely to grow

Why safety can improve yet still fall behind capability as models gain autonomy, monitoring weakens and operational exposure grows.

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03

AI investment & security · 13 September 2026

PACING THE AI FRONTIER: CAPEX, INFERENCE, TRAINING AND CYBER

Does a slower AI frontier mean less spending? Examine training checkpoints, capex timing, inference demand and cybersecurity, with company implications and three scenarios.

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04

AI platforms

OpenAI research

OpenAI — Company Profile · OpenAI — Deep Dive

The business model behind ChatGPT, its distribution advantage and the competition to own the AI interface.

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05

Software economics

AI is not killing software. It is moving the toll booth

As agents change how software is bought and used, which companies retain the ability to charge?

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06

Agents & security

The Hugging Face incident: how agentic AI escaped the sandbox

What the Hugging Face incident reveals about execution boundaries, trust and agent permissions.

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07

Cybersecurity competition

The AI-security land grab: where CrowdStrike, Zscaler, Rubrik and the rest really sit

Where security vendors compete for control as enterprise AI moves into production.

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08

AI & vulnerability research

The zero-day deluge: can defenders patch faster than AI can find?

The race between automated vulnerability discovery and the capacity to remediate it.

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09

Models & market structure

The debate on model commoditisation and open weights

How model commoditisation and open weights could redistribute value across the AI industry.

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