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"- [ ] **Shared Workspace:** Agent and user operate on the same files/data. No isolated `agent_output/` sandbox — see [`shared-workspace-architecture.md`](./references/shared-workspace-architecture.md).",
"The positive rules above (essential principles + architecture checklist)\nalready state what to do. For the inverse — what each rule looks like when\nviolated, with a paired ❌/✅ code or prose example for each — see\n[EXAMPLES.md](./EXAMPLES.md)."
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"> **Before each reviewer slot**, follow [Selectable Reviewers](../shared-references/reviewer-backends.md):\n> resolve invocation → `.aris/reviewer.json` → Claude Code default (Codex MCP)\n> with `reviewer_route.py` through the canonical helper resolver, preserving this\n> slot's tier, fresh contexts, source/image inputs and deterministic gates.",
"- `REVIEWER_MODEL = gpt-6-astra` — External examiner for claim quality review"
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"description: Implement DeFi protocols with production-ready templates for staking, AMMs, governance, and flash loans. Use when building decentralized finance applications or smart contract protocols."
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"- `npx convex dev` fails with a schema validation error\n\n## Schema skeleton",
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"> **⚠️ AUTHORIZED USE ONLY**\n> This skill is for educational purposes or authorized security assessments only.\n> You must have explicit, written permission from the system owner before using this tool.\n> Misuse of this tool is illegal and strictly prohibited.",
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"| Signal | Description | Alert Threshold |\n| -------------- | ------------------------- | ----------------- |\n| **Latency** | Request duration P50, P99 | P99 > 500ms |\n| **Traffic** | Requests per second | Anomaly detection |",
"## Templates and detailed worked examples",
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