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Uf, how much tokens?
At least 150k on my relatively small FastAPI project, but hit my session limit. Continuing in a few hours.
Oof. YAGNI. 150k tokens is where you start hitting the "dumb zone" (model attention issues and inconsistent adherence to instructions).
I threw 1M tokens for nothing in a medium codebase.
how much is medium codebase, like 50kloc including docs?
500kloc plus at least ten million lines of gastown logs.

For a todo cli. That doesn’t work.

Welcome to agentic coding in 2026.
in this case medium is relative to the projects I've worked. Bad expression anyway.
These work best on a targeted section of the code, like a PR.
Hi Cloudflare people, if you are reading this. Please clean up your Cloudflare. Skills. There are way too many skills for the platform. You should consolidate all of your skills into a single skill and route everything thru that skill. The way it is right now pollutes our context window.

https://github.com/cloudflare/skills/tree/main/skills

I really don't understand why they didn't create an "app store" style skills library where it could be approved and scanned for security issues
Any clues why "an OS-enforced sandbox" is in requirements?
Probably to save their skin if agent starts to do some unexpected things and bringing havoc. But I doubt that OpenAI models with normal subscription, for example, wont even work with this skill.
Runs target builds, tests, fuzzers. No sandbox: workflow won't execute them. Lead stays needs_validation.
Tip for security professionals using LLMs: audit skills that explicitly frame the task as security research sometimes trigger refusals from the top OpenAI and Anthropic models because they guard against misuse. What works for me: separate skills for bug classes (and bugs in general) without the security framing, plus another skill that combines their findings to spot security bugs.
If you're a security professional, go through their validation. You won't get the security refusals anymore. Well... you'll still get the occasional downgrade from Fable, but not the "oh no, I can't do exploits for you" breaks.
Except their validation doesn't seem to work. I've gone through both (both personally and for my company), and.. no response for weeks.
What’s the difference between a skill and a prompt? Separate files? Aren’t tokens, tokens?
Skills can have scripts packaged with them
Incredible, a post and repo dedicated to a markdown file, the downfall of this field has been swift.
but they're very huge markdown files. look how much junk they're polluting the conext window with.
Dumping 14 full schemas into the prompt is just lazy design. You burn tokens, spike latency for no reason