# production-failure-modes-and-tradeoffs

Capstone synthesis for shipping LLM systems — the full production failure taxonomy (symptom, root cause, detection, mitigation, owner skill), the four-axis inference-stack tradeoff map (latency/quality/cost/reliability), a production-readiness checklist, and incident response for systems that fail s

- **Type:** Agent Skill
- **Trust:** 10/100 (F), scored on the remote rubric — Limited: the scan came back clean but coverage was partial, so the score sits below what full coverage would allow. Nothing was found.
- **Verification:** community-indexed — nobody has claimed this listing
- **Version:** 0.0.0
- **Author:** jpoindexter
- **License:** Unknown
- **Source:** https://github.com/jpoindexter/design-and-ai-skills/tree/main/ai-engineering-skills/production-failure-modes-and-tradeoffs

## Trust

10/100 (F), scored on the remote rubric — Limited: the scan came back clean but coverage was partial, so the score sits below what full coverage would allow. Nothing was found.
- Publisher verified: no
- Install scripts: not scanned
- Prompt-injection scan: not run
- Obfuscation scan: not run

## Security scan

Not scanned. This is a coverage gap, not a clean result — Forge asserts nothing about this entry's security posture.

## Install

This is an Agent Skill — a prompt, not an MCP server, so there is no client config to generate. Fetch it with forge_get_skill and install it with forge_add_skill.

## Blast radius

Contained blast radius — runs as a prompt.
- Floor 4, ceiling 4 (tier: contained)
- This is impact, not likelihood. A high radius is not a defect: a filesystem server is supposed to write files. It is never part of the trust score.

## Machine-readable views of this entry

- Signed JSON: https://forgeregistry.com/api/v1/packages/production-failure-modes-and-tradeoffs
- Install plan: https://forgeregistry.com/api/v1/packages/production-failure-modes-and-tradeoffs/install-plan
- Alternatives: https://forgeregistry.com/api/v1/alternatives/production-failure-modes-and-tradeoffs
- HTML page: https://forgeregistry.com/registry/production-failure-modes-and-tradeoffs
- MCP: POST https://forgeregistry.com/api/mcp → `forge_get_package` / `forge_install_plan`

## About this document

Generated by Forge (https://forgeregistry.com) — a compact rendering of the same record served, signed, at the JSON URL above. Trust and scan facts are the registry's own measurements; anything Forge did not measure is named as unmeasured rather than omitted.