308 karma · joined August 9, 2011
I applied and got approved into Cyber Verification Program (CVP), and thought I'd share the step by step process with screenshots from application start to approval in my write up at https://ai.georgeliu.com/p/anthropic-trusted-access-for-clau...
A banner appeared at the bottom of my Codex session: “This content was flagged for possible cybersecurity risk.” Pointing to chatgpt.com/cyber and OpenAI’s “Trusted Access for Cyber” program.
The article outlines how I got verified for Trusted Access for Cyber.
I did benchmarks of 200 headless Claude Code sessions comparing Opus 4.6 and Opus 4.7 1M-context models across effort levels and prompt steering variants - concise, step by step, ultrathink and how that impacts token usage and costs and instruction following performance.
The unasked question is what that knob actually costs, in tokens and dollars, and whether the same crank behaves the same way across different models. I spent an afternoon of subscription quota finding out
There are still some Claude Code users reporting having hit their 5-hour session limits prematurely, and I’m always curious how their patterns of usage differed from mine. So I’m hoping this session-metrics skill becomes a useful tool for others as well
There are other popular usage tools, ccusage, ccburn, Claude-Code-Usage-Monitor, codeburn etc, but none would also operate at the Claude Code individual chat session level.
The skill supports five AI image models through OpenRouter’s API, all proxied through Cloudflare AI Gateway for monitoring and cost control:
Gemini 3.1 Flash Image Preview (Google Nano Banana 2) FLUX.2 Max Riverflow v2 Pro Seedream 4.5 GPT-5 Image
Gemini 3.1 Flash Image Preview (Google Nano Banana 2)
FLUX.2 Max
Riverflow v2 Pro
Seedream 4.5
GPT-5 Image