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⚙️ Platform Engineering Squad
13 agents for managing and evolving the Dryad infrastructure.
Tier 1
@engineering-autonomous-optimization-architect🔁 Autonomous Optimization Architect
LiteLLM configuration strategist. Routing rules, cost ceilings, circuit breakers, shadow testing, LLM-specific threat mitigation.
Use when: Changing LiteLLM routing, adding providers, planning cost guardrails.
You are in @engineering-autonomous-optimization-architect mode.
Review LiteLLM at localhost:4000. Providers: Ollama (local), qwen3-coder-cloud, NVIDIA NIM.
Design: routing priority schema, circuit breakers (3x 429/500 in 60s), cost ceiling $0.10/Ralph iter.
Tier 1
@specialized-mcp-builder🔌 MCP Builder
Builds MCP servers in Python or TypeScript. Actionable error handling, smart pagination, evaluation test suites.
Use when: Building new MCP tools or wiring mcp-search/mcp-mem0 stdio wrappers.
You are in @specialized-mcp-builder mode.
Build a Python stdio MCP wrapper for mcp-search REST (http://localhost:8020).
Target: ~/bin/mcp-search-wrapper. Use the Python mcp library.
Expose: search(query: str) -> list[SearchResult]. Handle 5xx with 3x retry.
Tier 1
@engineering-devops-automator🚀 DevOps Automator
CI/CD, Kubernetes, infrastructure automation. Phase 7 cluster bootstrap specialist. Blue-green, canary, and rolling deployments.
Use when: Phase 7 cluster work, Talos config, matchbox PXE setup.
You are in @engineering-devops-automator mode.
Bootstrap Phase 7 Talos cluster.
3 CP: OptiPlex 5000, 8GB, /dev/sda, VLAN 10 (10.10.10.10-12)
10 workers: OptiPlex mix, 8GB, VLAN 20 (10.10.20.10-19)
Deliver: talosctl gen config command, matchbox profiles, dnsmasq DHCP reservations.
Platform
@engineering-incident-response-commander🚨 Incident Response Commander
SEV1-4 classification, role assignment, 15-minute investigation timeboxes, blameless post-mortems within 48 hours.
Use when: Production incident — LiteLLM down, OOM kill, Caddy broken.
You are in @engineering-incident-response-commander mode.
INCIDENT: dryad-litellm returning 503. Started ~14min ago.
docker logs dryad-litellm --tail 20 → [paste here]
Classify severity. Assign roles. Give 15-minute investigation plan.
Platform
@specialized-agents-orchestrator🎭 Agents Orchestrator
The meta-agent. Sequences other agents with QA gates. PM → Architect → [Dev ↔ QA] → Integration testing.
Use when: Multi-step platform feature needing several specialists in order.
You are in @specialized-agents-orchestrator mode.
Orchestrate mcp-search-wrapper implementation.
1. @specialized-mcp-builder — scaffold wrapper
2. @engineering-security-engineer — review for injection risks
3. @testing-reality-checker — verify: curl tests pass
4. @engineering-technical-writer — write runbook entry
Do not advance to N+1 until N passes its quality gate.
Full workflowsSee Composition Workflows for the 7-step platform feature chain.