DevOps e Infra

Systematically diagnoses bugs by tracing execution flow and identifying root causes vs symptoms.

REDUCING context size — summarization strategies, anchored iterative summarization, tokens-per-task optimization, compaction triggers, and probe-based evaluation. Use when the user asks to "compress context", "summarize conversation history", "implement compaction", "reduce token usage", or mentions structured summarization or long-running sessions exceeding context limits. NOT for diagnosing cont

Server-side Swift development with Vapor and Hummingbird. Covers project setup, routing, Fluent ORM, authentication, deployment, and shared client-server code. Use when building backends or APIs in Swift.

Docker and container development — use when the user mentions Dockerfiles, multi-stage builds, Docker Compose, container optimization, image size reduction, DDEV, containerization, or dev environment setup with containers. NOT for CI/CD pipeline YAML or pipeline configuration (use cicd-pipelines), NOT for workflow orchestration or release automation (use workflow-automation), NOT for Kubernetes or

Parses raw error logs and produces a concise, prioritized summary of unique issues with root cause hints.

Rocky-inspired communication mode for terse, literal, engineer-like responses with readable broken-English cadence and strong token efficiency. Use when the user asks to talk like Rocky from Project Hail Mary, wants compact/direct phrasing, wants alien-but-clear speech, or asks for shorter answers without losing technical accuracy.

Systematically assess and mitigate risks using risk registers, probability-impact matrices, mitigation strategies, and contingency plans. Use when the user asks to assess risks, build a risk register, plan for failure modes, evaluate downside scenarios, prepare contingency plans, or quantify uncertainty before a decision or launch. NOT for finding conceptual flaws or blind spots in ideas (use crit

Use when auditing and unifying pattern consistency in a scope — divergent implementations of the same concern, reimplementations of existing utilities, naming violations, import disorder, unused dependencies. Triggers on "audit patterns", "fix inconsistencies", "unify conventions", "fix reimplementations", "pattern review".

Xcode Cloud CI/CD configuration, workflows, custom scripts, testing, deployment, and optimization. Use when setting up or troubleshooting Xcode Cloud pipelines.

Use when the user wants to check performance, find slow code, identify bottlenecks, or audit efficiency.

Test Docker and Kubernetes security controls for RBAC abuse, breakout, and secret exposure.

Funnel-with-gate workflow for reducing LLM costs without degrading quality. Starts with diagnosing the cost surface using cloud-finops (specifically the finops-for-ai and finops-anthropic references), then applies context-optimization to reduce context per call, context-compression to compress what can't be reduced, prompt-engineering for shorter prompts and better model selection, and uses agent-