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Long-form writing on tech, culture, and the edges of the internet.

Cerebras runs Qwen 27B at 1,500 tokens a second
ai-safetycybersecurity

Cerebras runs Qwen 27B at 1,500 tokens a second

Qwen 3.8 27B on Cerebras at 1,500 tokens/s adds no new capability - it changes the economics of attack and defense. What the raw speed means for security.

6 min read
Make the binary say yes
reverse engineeringred teaming

Make the binary say yes

Why a stripped binary is not a security control, how reverse engineering recovers its logic, and where access decisions must actually execute.

7 min read
The sand was never boxed
sandbox escapetrust model

The sand was never boxed

A sandbox is a set of filters on named dimensions, not a boundary of execution. It matches references and never revalidates the capability they compose.

8 min read
Verification became the leak
MFA bypassidentity verification

Verification became the leak

An unauthorized live feed of every ID verification let attackers bypass MFA for over a year. Why readable verification output stops being proof.

6 min read
Gemini 3.8 Flash captures your evaluation inputs
AI model securitydata exfiltration

Gemini 3.8 Flash captures your evaluation inputs

Evaluating Gemini 3.8 Flash and Flash Cyber transfers your input to infrastructure you cannot inspect. What failed, the pattern, and what must now be true.

7 min read
Perplexity cites 215,128 template pages as evidence
AI searchSEO poisoning

Perplexity cites 215,128 template pages as evidence

Three sites generated 215,128 scripted "best software" pages that AI engines like Perplexity cite as sources - fueling misinformation, SEO abuse, and malware.

7 min read
Three model calls, finished before you blink
LLM engineeringAI pipelines

Three model calls, finished before you blink

Qwen 3.8 27B at 1500 tokens/s on Cerebras is an orchestration budget, not a quality upgrade - spend it on validation and decomposition, not more agents.

9 min read
FBI probes sale of 153 million license records
data breachidentity verification

FBI probes sale of 153 million license records

An FBI probe into a service selling 153 million driver's license records shows why static identity data cannot be rotated, recalled, or trusted as proof.

9 min read
Firefox blocks cross-site tracking by default
firefox privacybrowser tracking

Firefox blocks cross-site tracking by default

Firefox moved tracking protection from optional settings into the engine by default. Why enforcement, not preference, protects your anonymity.

9 min read
Same badge, new model underneath
AI safetyprompt injection

Same badge, new model underneath

A systems-analysis read on Claude Fable 5.1 and Mythos 5.1: why a point release quietly moves the safety boundary and what to re-test before you ship it.

7 min read
The 150x model tax
LLM engineeringinference optimization

The 150x model tax

Cost, latency, and quality trade against each other in LLM inference. How to route work, use serving-layer levers, and architect systems on the efficient frontier.

10 min read
A robot dog moves on command inside your network
IoT securityrobot dog

A robot dog moves on command inside your network

The Creepy Crawlies robot dog is a networked device that moves on command. Its control channel and actuator define the risk, not its label.

7 min read