On March 29, 2026, a Hacker News thread that climbed past 300 points pushed a reverse-engineering report from Buchodi into the center of the discussion. The report focuses on the Cloudflare Turnstile workflow that appears before ChatGPT conversation requests and argues that the check is not limited to generic browser fingerprinting. According to the analysis, the service is also verifying that the ChatGPT React single-page application has actually booted and hydrated into a usable state.

The most important claim is scope. After decrypting 377 programs captured from live traffic, the author says each sample checked the same 55 properties across three layers. The first layer covers browser signals such as GPU details, screen dimensions, font measurement, and storage behavior. The second layer covers Cloudflare edge data such as network and location headers. The third layer covers ChatGPT-specific application state, including __reactRouterContext, loaderData, and clientBootstrap. If that interpretation is correct, a bot that only spoofs browser APIs but never boots the actual ChatGPT app would fail the gate.

The write-up also argues that the obfuscation is operational rather than cryptographic. The author says the prepare request and response contain enough material to reconstruct the bytecode and understand how the Turnstile token used on conversation requests is built. The article further describes two adjacent layers: a signal orchestrator that records behavioral events and a light proof-of-work stage that adds compute cost without acting as the primary defense.

Why the HN crowd cared

The technical significance is that anti-abuse logic appears to move from the browser layer into the application layer. A service may no longer ask only “is this a browser?” It can also ask “did this browser actually reach the React state I expect before I allow the next step?” That matters for browser automation, agentic web tools, and privacy-sensitive client design.

It creates a security issue because application state becomes part of the trust boundary.
It creates a privacy issue because internal app data and behavior can feed risk scoring.
It creates an ecosystem issue because the same pattern could spread across AI web interfaces.

This remains a third-party reverse-engineering account rather than official Cloudflare or OpenAI documentation, so implementation details could change quickly. Even so, the March 29, 2026 discussion is valuable because it turns a vague complaint about “browser checks” into a concrete picture of application-aware attestation. The original sources are the Hacker News thread and Buchodi’s technical analysis.

#bot-detection

HN Debates a Reverse-Engineered Look at ChatGPT's Turnstile Checks