damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn damn

test

Key takeaways in 90 seconds:

Modern AI coding assistants inherit the execution permissions of the host environment, acting as high-privilege deputies for local tools and remote APIs.

Attackers exploit this architecture through indirect prompt injection embedded in cloned repositories, pull requests, and documentation files.

When an AI agent processes malicious input, it becomes a confused deputy, executing file deletions, exfiltrating credentials, or issuing unauthorized API calls on behalf of the attacker.

Relying on wildcard environment variables or broad API keys magnifies the breach radius across local developer machines and CI/CD pipelines.

Mitigating this vulnerability requires strict principle of least privilege tool scoping, deterministic capability manifests, and per-action human approval gates.

testing

!cqs

checking if everything works on my end lol

neck

tits

vagina

feet

1491037404

I kept hitting this in a large JS monorepo: every new git worktree needed a fresh yarn install (~6.5 min), even though the package cache was already warm. That never sat right — if nothing needs downloading, why is it slow?

Turns out an install has three phases, and only one of them is the problem:

• Resolve — read package.json + lockfile → exact versions. Cheap.
• Fetch — download tarballs to the cache/store. Cached, shared, ~free on a second worktree.
• Materialize — actually write the node_modules tree to disk. This is the killer: ~1,000,000 mkdir/open/write/symlink syscalls, each forcing filesystem-metadata + journaling work. A warm cache doesn't help — the bytes are already local, you're just re-stamping a million directory entries.

This is also why pnpm/hardlink strategies help less than you'd expect on a fresh tree: hardlinks cut bytes written, not the number of entries created. You still lay down the ~1M-entry forest. (Benchmarked: yarn's nmMode: hardlinks-global was actually slower than a plain install — 467s vs 389s.)

The thing that actually worked on macOS/APFS: skip re-materializing entirely. clonefile(2) copies a whole directory tree in one syscall, copy-on-write. So instead of rebuilding node_modules from parts, clone an existing worktree's already-built tree, then diff lockfiles and only reinstall the delta if they differ.

Results on that monorepo:

• fresh yarn install: 389s
• whole-dir clonefile + lockfile check: ~70–83s (~5×), near-zero extra disk (COW)
• per-file approaches all lost: cp -cR 445s, cp -R 806s

Curious whether others have measured the resolve/fetch/materialize split on their own repos, and whether the cp --reflink equivalent on btrfs/ZFS gets Linux the same win.

I packaged the approach as a small tool (macOS/APFS only, works with yarn/pnpm/npm): https://github.com/etaiso/wt-deps

Full transparency: it's largely AI-assisted ("vibe coded"), but it scratches a real itch I hit daily, and I've tested it carefully — the benchmarks above are measured, and the lockfile-diff guard means a mismatched tree falls back to a real install rather than silently shipping something wrong. Happy to answer anything about the benchmarks, the clonefile edge cases, or where you think it'd break.

Hi everyone,

I’m looking for 12 Android testers to help with a 14-day Google Play closed test for my new app called Dispute Mate.

Dispute Mate helps users prepare complaint, appeal and refund letter drafts, organise evidence, track deadlines and export a PDF case pack. It can be used for things like parking appeals, refund refusals, bad service complaints and other everyday disputes.

The app does not provide legal advice and does not guarantee any outcome. It only helps users prepare a clearer draft based on the information they provide.

What I need from testers:

• Join the Google Play closed test using the opt-in link
• Install the app
• Stay opted in for at least 14 days
• Try creating a sample case
• Test scan/import, letter generation, saved cases and PDF export if possible
• Send feedback about bugs, layout issues or confusing parts

I’m also happy to test your Android app in return and stay opted in for your 14-day closed test as well. Feel free to send me your testing link.

No payment is required. I’m mainly looking for honest feedback before release and I’m happy to return the favour.

To access the closed test, please join this Google Group first:

https://groups.google.com/g/early-access-closed-test-community

Join on Android:
https://play.google.com/store/apps/details?id=com.robertsz.disputemate

Join on the web:
https://play.google.com/apps/testing/com.robertsz.disputemate

Thanks a lot to anyone willing to help.

친구 말투를 긴 프롬프트로 직접 설명하는 대신, 카카오톡 대화 TXT에서 참여자 한 명을 선택해 대화 특성을 참고한 AI를 만드는 방식입니다.

사용 흐름은 이렇습니다.

1. 카카오톡에서 대화 내용을 TXT로 내보냅니다.
2. 파일을 올리고 AI로 만들 참여자를 선택합니다.
3. 생성 후 AI 이름·사진과 나와의 관계를 설정합니다.
4. 첫 대화를 해보고, 원한다면 친구에게 공유합니다. 공유받은 친구는 별도 제작 결제 없이 대화할 수 있습니다.

미리 알아둘 점도 있습니다. 생성에는 시간이 걸릴 수 있고, 결과는 실제 인물의 의사·감정·기억을 복제하거나 대변하지 않습니다. 제3자의 대화가 포함되므로 업로드 권한을 확인하고 민감정보를 제거하는 것도 중요합니다.

여러분이라면 ‘닮은 말투’보다 어떤 요소가 살아 있어야 그 친구 느낌이 난다고 생각하시나요? 답장 속도, 자주 쓰는 단어, 농담 방식, 위로하는 방식 중 무엇이 가장 큰지 궁금합니다.

I2의 제작 흐름을 확인하고, 기대하는 개인화 요소나 우려되는 점을 댓글로 나눠주세요.

Just testing how a text post renders on my end, please ignore. Thanks!

body

body

text before

text after

Just here for a test :)

LALALALALLA

Test