edge-deployment-ci SKILL.md skillB
edge-deployment-ci from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/edge-deployment-ci@git:20260823.df7cbdePins git:20260823.df7cbde in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/edge-deployment-ci/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260823.df7cbde, committed Aug 23, 2026
- Size
- 9,571 bytes
- Repository stars
- 53
- License
- Apache-2.0
CI/CD gates for edge deployment of the 150M FSI-FELON model. Covers quantization targets (Q4_K_M primary), CPU/WASM/phone targets, thermal/sustained load testing, model file size gate, first-token latency, steady-state tok/s, RSS memory, and sustained-load CI (not single-shot). Use when building the release pipeline, configuring CI for the quantized artifacts, or validating deployment targets before release.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Edge Deployment CI — Sustained-Load Verification (2026) ## Research Foundations | Source | Proven Principle | Applied As | |--------|------------------|------------| | TinyBench / Edge 2026 | **Thermal + sustained load, not peak compute, is the binding constraint**; CI must gate latency/memory/size per release; test SUSTAINED (warm), not single-shot | CI microbenchmark gate: size, first-token, steady-state tok/s, RSS — tested WARM on floor hardware | | 200lz/llm-inference-optimization-lab | **Smaller GGUF files did not automatically improve CPU throughput**; prefill/decode respond differently to thread count; Q8_0/Q4_K_M higher IPC but more instructions | Report prefill + decode separately; measure on actual target hardware (GTX 1060, CPU, phone) | | llama.cpp quantization benchmarks | **Q4_K_M = production sweet spot**: 1-2% PPL degradation, ~3.7x speedup, ~4x memory; **Q3 shows meaningful reasoning regression** | Release quant = Q4_K_M; Q5_K_M if reasoning-critical; NEVER Q3/Q2 | …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/edge-deployment-ci@sha256:59dd7ef5cae593f7The line at the top of this page pins the label git:20260823.df7cbde, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_f4agtexuuvneapup)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 23, 2026.
Audit of the latest version
- fail: No link to a raw IP address (matched: http://127.0.0.1:8081)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9571 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_f4agtexuuvneapup GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/edge-deployment-ci GET https://markdownregistry.com/api/v1/blob/59dd7ef5cae593f75c745ba5e5e7a2deeab444d38e9f8b6f3e2af647af3080bd
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.