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RC RANDOM CHAOS

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A claim, not a control Article

A claim, not a control

GrapheneOS rewrote its Messages app under a privacy and security claim, but the enforcing controls are not named or independently verifiable.

HuggingFace serves a disclosure channel, not a control
Article security.txt

HuggingFace serves a disclosure channel, not a control

HuggingFace's security.txt defines a disclosure channel, not a security control. Publishing it expanded the commitment surface, not the platform's defenses.

Keep the two claims apart
Article AI ethics

Keep the two claims apart

Consumer AI trains on your chats by default. How to tell the real consent problem from unprovable 'secret breakthrough' claims - and what you can control.

Microsoft's new default is Rust
Article Rust

Microsoft's new default is Rust

Microsoft made Rust a tier-1 language because memory-safety bugs drove ~70% of its yearly security patches. Here is what the shift means.

The model kept no receipts
Article AI safety

The model kept no receipts

The "OpenAI stole my proof" fight is really a provenance gap in AI, and that gap is a safety problem, not just a credit dispute.

Turning off training does not protect your data
Article LLM engineering

Turning off training does not protect your data

OpenAI keeps re-enabling 'allow training.' Why a UI toggle is not a data control, and the gateway-and-contract architecture that makes training exposure impossible by design.

Desert Ant Labs puts inference inside the loop
Article local LLMs

Desert Ant Labs puts inference inside the loop

Fast local models turn inference into a near-zero-cost function call - here is the tiered pipeline pattern, a real support-desk example, and where it breaks.

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