How To Defend Against Prompt Injection And Other AI Attacks

Feature image showing control/data split and a policy shield for prompt injection prevention in a realistic agent dashboard.

How to Defend Against Prompt Injection and Other AI Attacks Prompt Injection Prevention, Security vs Utility, CaMeL vs Undefended Task completion and provable security coverage, based on the CaMeL research results Task completion Provable security Undefended system completed 84 percent of tasks with no provable security. CaMeL completed 77 percent of tasks with provable security … Read more

The Ultimate Showdown: Grok 4 vs GPT 5 on Speed, Cost, and Accuracy

Illustration contrasting two AI systems with circuits and neural patterns, with the title Grok 4 vs GPT 5 overlaid in bold.

Grok 4 vs GPT 5, Engineering Focused Comparison on Reasoning, Speed and Cost TLDR: Pick GPT-5 for safety, tools, and long context. Pick Grok 4 for speed, lower cost at high throughput, and coding autonomy. If you need Choose Why Tight guardrails, reliable tools GPT-5 Better safety and routing integrations Throughput, lower effective cost Grok … Read more