ai-product-architect SKILL.md skillA
ai-product-architect from gastonchevarria/god-mode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add gastonchevarria/god-mode/ai-product-architect@git:20261014.522e28aPins git:20261014.522e28a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- gastonchevarria/god-mode
- Path
plugins/god-mode-core/skills/ai-product-architect/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261014.522e28a, committed Oct 14, 2026
- First version recorded
- Sep 26, 2026
- Size
- 2,412 bytes
- Repository stars
- 3
- License
- MIT
Designs production LLM systems: model routing, latency, caching, RAG, schema-checked output, guardrails, evals. Use for /ai-arch, 'architect my LLM app' or 'which model should I use'.
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
# AI Product Architect ## Overview Building production AI software is completely different from running a demo script. Real-world AI applications must navigate non-deterministic outputs, API latencies, token economics, hallucinations, and prompt injections. `ai-product-architect` provides the blueprint for building reliable, fast, cost-efficient, and secure AI-native products. ## The 8 Principles of Production AI Architecture 1. **AI vs. Deterministic Code Boundary**: - Never use an LLM for operations that regex, AST parsing, or deterministic algorithms can do for free in 1 millisecond. 2. **Multi-Tier Model Routing**: - Tier 1: Fast/cheap models (Gemini Flash, Claude Haiku, GPT-4o-mini) for classification, routing, and simple extraction. - Tier 2: Frontier models (Gemini Pro, Claude Sonnet, GPT-4o) only for complex synthesis, deep reasoning, or code generation. 3. **Latency Optimization & Streaming UX**: - Stream tokens immediately to the frontend (`ReadableStream` / Server-Sent Events). - Optimistic UI updates with micro-skeletons while first token generates (TTFT < 800ms). 4. **Smart Caching Layers**: …
Read the whole file at its exact version.
How to install
mdr add gastonchevarria/god-mode/ai-product-architect@sha256:2e3f3c467d5ce050The line at the top of this page pins the label git:20261014.522e28a, 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_3bes7ysiws5lbkff)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 26, 2026 and Oct 14, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261014.522e28a latest | 2026-10-14 | 522e28a | 2,412 B | A | view · diff |
| git:20260926.2e7e5db | 2026-09-26 | 2e7e5db | 2,509 B | A | view · diff |
| git:20260926.941aa31 | 2026-09-26 | 941aa31 | 2,537 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 (2412 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
gastonchevarria/god-mode · 3 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3bes7ysiws5lbkff GET https://markdownregistry.com/api/v1/resolve?ref=gastonchevarria/god-mode/ai-product-architect GET https://markdownregistry.com/api/v1/blob/2e3f3c467d5ce05094b58853a16b89aae7119eeb9b05fcc51c0d73df184d01e5
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.