adaptive-model-cascade SKILL.md skillA
adaptive-model-cascade from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/adaptive-model-cascade@v4.2.0Pins v4.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
skills/adaptive-model-cascade/SKILL.md- Versions recorded
- 2
- Latest version
- v4.2.0, committed Oct 3, 2026
- First version recorded
- Oct 3, 2026
- Size
- 14,143 bytes
- Repository stars
- 112
- License
- MIT
Expert guide for intelligent model cascading and routing — complexity-scored task routing from Flash/Haiku to Sonnet/Opus/Astra, dynamic escalation with quality gates, 40-60% token cost reduction while maintaining output quality / Panduan ahli untuk kaskade dan routing model cerdas — routing tugas berbasis skor kompleksitas dari Flash/Haiku ke Sonnet/Opus/Astra, eskalasi dinamis dengan gerbang kualitas, pengurangan biaya token 40-60% dengan kualitas output terjaga.
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
# adaptive-model-cascade — vibes-plug Skill [English](#english) | [Bahasa Indonesia](#bahasa-indonesia) --- <a name="english"></a> ## English ### Orchestration & Integration Connects and orchestrates with `llm-finops-router`, `frontier-ai-models-expert`, `context-window-engineer`, `kv-cache-prefix-optimizer`, `llm-observability-expert`, `ai-llm-integration-expert`, `vercel-ai-sdk-expert`, and `test-time-compute-optimizer` to implement cost-optimal model selection across all AI-powered features. ### Description Production architecture for routing AI requests to the optimal model tier based on real-time task complexity assessment. Instead of sending every request to the most expensive frontier model, this skill implements a cascade: try the fastest/cheapest model first, evaluate output quality via automated judges, and escalate to more capable (expensive) models only when the cheaper tier fails the quality gate. Achieves 40-60% cost reduction for typical production workloads where 60-70% of requests are simple enough for smaller models. ### Trigger Conditions Activate this skill when: - Running AI features in production with significant token spend (>$500/month). …
Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/adaptive-model-cascade@sha256:97e67109fcc2eaf4The line at the top of this page pins the label v4.2.0, 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_2dofttmiekwp77gx)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Oct 3, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.2.0 latest | 2026-10-03 | d8cca2a | 14,143 B | A | view · diff |
| v4.1.0 | 2026-10-03 | 47606ed | 14,143 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (14143 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 link to a raw IP address
- pass: No script tag
Source
roedyrustam/vibes-plug · 112 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2dofttmiekwp77gx GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/adaptive-model-cascade GET https://markdownregistry.com/api/v1/blob/97e67109fcc2eaf4f44d7778d49901b849c9110535283dfc8215a2f8bc7708e1
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.
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