Education & Reference
ishamf.dev
Last updated 2026-09-08 · benchmark measured 2026-09-08 — deterministic & reproducible
Interactive visualizer showing how LLM attention weights influence token generation.
Is ishamf.dev production-ready?
Legit.Show scores ishamf.dev 73 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on ishamf.dev (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Performance; its weakest is Privacy. Every frame it averages is published with its evidence on the Legit.Show listing.
The 7 Frames
- Performance — 98/100
- Accessibility — 95/100
- Security — 25/100
- Privacy — 25/100
- Reliability — 90/100
- Standards — 92/100
- Discoverability — 87/100
What we measured
- No Content-Security-Policy and no HSTS.
- Served over HTTPS with a valid certificate.
- Real Lighthouse performance run — 89 ms to first byte.
- Returns a proper 404 for unknown routes.
- 2 of 3 sampled routes reachable.
- No privacy policy found.
- Sets cookies / loads scripts with no consent prompt.
- Discoverable: structured data, sitemap, canonical URL.
Who it's for
ML researchers · LLM enthusiasts · Students learning transformers · Developers exploring AI internals
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