Community Showcase

Real projects built on SNEPPX-Alg. Each entry is submitted by the community and carries a verification badge indicating how far the SNEPPX team has validated it.

Verification badge scheme

Badge	Meaning
:material-check-decagram:{ .verified } Verified	The SNEPPX maintainers ran the demo end-to-end on the current release and confirmed it reproduces.
:material-shield-check:{ .self-verified } Self-verified	The author asserts it runs; source is inspected but not reproduced by maintainers.
:material-eye:{ .community } Community	Submitted by a user; listed as-is with no formal verification.
:material-alert-octagon:{ .needs-review } Needs review	Submitted but not yet audited (may include unverified claims).

Badges are not security attestations. "Verified" only means "it ran when we tried it" — see docs/api/index.md for formal verification (S8) of the core itself.

Submit your project

1. Fork ammar49-cyber/sneppx-alg.
2. Add a row to the table below (alphabetical by title) under the appropriate badge level, keeping the same column order.
3. Open a pull request with the subject community: add "<title>".

Your PR must include a short README-style blurb (≤ 120 words) and a link to public source. Maintainers will re-run the demo and upgrade the badge to Verified if it reproduces without changes. If it does not reproduce, the entry is marked Needs review and the author is pinged.

Gallery

Title	Author	Badge	What it does	Source
HSS speech command classifier	@ammar49-cyber	:material-check-decagram:{ .verified }	16-class keyword spotting with a 4-layer HSS encoder	demo/hss_speech
SER MoE load-balancing vis	@contrib-ai	:material-eye:{ .community }	Live top-k routing heatmap for 8-expert SER	github.com/contrib-ai/ser-viz
ARC adversarial robustness benchmark	@sec-lab	:material-shield-check:{ .self-verified }	FGSM/PGD attack sweep + certified accuracy	github.com/sec-lab/arc-bench
NPE bytecode compiler playground	@npe-hacker	:material-check-decagram:{ .verified }	Browser JIT playground compiling Python-like DSL to NPE bytecode	sneppx.dev/npe-play
FM federated chat (2-node)	@dist-team	:material-eye:{ .community }	Differentially-private federated chat with DP-FM sync	github.com/dist-team/fm-chat
Quantized LLaMA-2 serving (INT4)	@model-perf	:material-shield-check:{ .self-verified }	4-bit AWQ + kv-cache serving via sneppx-serve	github.com/model-perf/sneppx-llama

Starter template

Use this front-matter block when proposing a new entry (paste into a PR description):

- Title: <short title>
  Author: <@github>
  Badge: Community
  What: <one-line description>
  Source: <https://github.com/...>
  Repro: <optional shell one-liner to reproduce>

Code of conduct

Community projects must follow the SNEPPX Code of Conduct. Do not submit models trained on licensed data without attribution.