dotfiles/.claude/projects/-Users-steve-briggs-projects-operations-apps-ruth/de47f4b7-11b2-49bb-83b8-e57d04f0e90e.jsonl

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{"parentUuid":"cedc610e-45fe-45ca-b97c-084d7af44d4c","isSidechain":false,"attachment":{"type":"hook_success","hookName":"SessionStart:startup","toolUseID":"0a074c08-950d-42b6-bbba-4db4d67d5367","hookEvent":"SessionStart","content":"","stdout":"{\n  \"hookSpecificOutput\": {\n    \"hookEventName\": \"SessionStart\",\n    \"additionalContext\": \"<EXTREMELY_IMPORTANT>\\nYou have superpowers.\\n\\n**Below is the full content of your 'superpowers:using-superpowers' skill - your introduction to using skills. For all other skills, use the 'Skill' tool:**\\n\\n---\\nname: using-superpowers\\ndescription: Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions\\n---\\n\\n<SUBAGENT-STOP>\\nIf you were dispatched as a subagent to execute a specific task, skip this skill.\\n</SUBAGENT-STOP>\\n\\n<EXTREMELY-IMPORTANT>\\nIf you think there is even a 1% chance a skill might apply to what you are doing, you ABSOLUTELY MUST invoke the skill.\\n\\nIF A SKILL APPLIES TO YOUR TASK, YOU DO NOT HAVE A CHOICE. YOU MUST USE IT.\\n\\nThis is not negotiable. This is not optional. You cannot rationalize your way out of this.\\n</EXTREMELY-IMPORTANT>\\n\\n## Instruction Priority\\n\\nSuperpowers skills override default system prompt behavior, but **user instructions always take precedence**:\\n\\n1. **User's explicit instructions** (CLAUDE.md, GEMINI.md, AGENTS.md, direct requests) — highest priority\\n2. **Superpowers skills** — override default system behavior where they conflict\\n3. **Default system prompt** — lowest priority\\n\\nIf CLAUDE.md, GEMINI.md, or AGENTS.md says \\\"don't use TDD\\\" and a skill says \\\"always use TDD,\\\" follow the user's instructions. The user is in control.\\n\\n## How to Access Skills\\n\\n**In Claude Code:** Use the `Skill` tool. When you invoke a skill, its content is loaded and presented to you—follow it directly. Never use the Read tool on skill files.\\n\\n**In Copilot CLI:** Use the `skill` tool. Skills are auto-discovered from installed plugins. The `skill` tool works the same as Claude Code's `Skill` tool.\\n\\n**In Gemini CLI:** Skills activate via the `activate_skill` tool. Gemini loads skill metadata at session start and activates the full content on demand.\\n\\n**In other environments:** Check your platform's documentation for how skills are loaded.\\n\\n## Platform Adaptation\\n\\nSkills use Claude Code tool names. Non-CC platforms: see `references/copilot-tools.md` (Copilot CLI), `references/codex-tools.md` (Codex) for tool equivalents. Gemini CLI users get the tool mapping loaded automatically via GEMINI.md.\\n\\n# Using Skills\\n\\n## The Rule\\n\\n**Invoke relevant or requested skills BEFORE any response or action.** Even a 1% chance a skill might apply means that you should invoke the skill to check. If an invoked skill turns out to be wrong for the situation, you don't need to use it.\\n\\n```dot\\ndigraph skill_flow {\\n    \\\"User message received\\\" [shape=doublecircle];\\n    \\\"About to EnterPlanMode?\\\" [shape=doublecircle];\\n    \\\"Already brainstormed?\\\" [shape=diamond];\\n    \\\"Invoke brainstorming skill\\\" [shape=box];\\n    \\\"Might any skill apply?\\\" [shape=diamond];\\n    \\\"Invoke Skill tool\\\" [shape=box];\\n    \\\"Announce: 'Using [skill] to [purpose]'\\\" [shape=box];\\n    \\\"Has checklist?\\\" [shape=diamond];\\n    \\\"Create TodoWrite todo per item\\\" [shape=box];\\n    \\\"Follow skill exactly\\\" [shape=box];\\n    \\\"Respond (including clarifications)\\\" [shape=doublecircle];\\n\\n    \\\"About to EnterPlanMode?\\\" -> \\\"Already brainstormed?\\\";\\n    \\\"Already brainstormed?\\\" -> \\\"Invoke brainstorming skill\\\" [label=\\\"no\\\"];\\n    \\\"Already brainstormed?\\\" -> \\\"Might any skill apply?\\\" [label=\\\"yes\\\"];\\n    \\\"Invoke brainstorming skill\\\" -> \\\"Might any skill apply?\\\";\\n\\n    \\\"User message received\\\" -> \\\"Might any skill apply?\\\";\\n    \\\"Might any skill apply?\\\" -> \\\"Invoke Skill tool\\\" [label=\\\"yes, even 1%\\\"];\\n    \\\"Might any skill apply?\\\" -> \\\"Respond (including clarifications)\\\" [label=\\\"definitely not\\\"];\\n    \\\"Invoke Skill tool\\\" -> \\\"Announce: 'Using [skill] to [purpose]'\\\";\\n    \\\"Announce: 'Using [skill] to [purpose]'\\\" -> \\\"Has checklist?\\\";\\n    \\\"Has checklist?\\\" -> \\\"Create TodoWrite todo per item\\\" [label=\\\"yes\\\"];\\n    \\\"Has checklist?\\\" -> \\\"Follow skill exactly\\\" [label=\\\"no\\\"];\\n    \\\"Create TodoWrite todo per item\\\" -> \\\"Follow skill exactly\\\";\\n}\\n```\\n\\n## Red Flags\\n\\nThese thoughts mean STOP—you're rationalizing:\\n\\n| Thought | Reality |\\n|---------|---------|\\n| \\\"This is just a simple question\\\" | Questions are tasks. Check for skills. |\\n| \\\"I need more context first\\\" | Skill check comes BEFORE clarifying questions. |\\n| \\\"Let me explore the codebase first\\\" | Skills tell you HOW to explore. Check first. |\\n| \\\"I can check git/files quickly\\\" | Files lack conversation context. Check for skills. |\\n| \\\"Let me gather information first\\\" | Skills tell you HOW to gather information. |\\n| \\\"This doesn't need a formal skill\\\" | If a skill exists, use it. |\\n| \\\"I remember this skill\\\" | Skills evolve. Read current version. |\\n| \\\"This doesn't count as a task\\\" | Action = task. Check for skills. |\\n| \\\"The skill is overkill\\\" | Simple things become complex. Use it. |\\n| \\\"I'll just do this one thing first\\\" | Check BEFORE doing anything. |\\n| \\\"This feels productive\\\" | Undisciplined action wastes time. Skills prevent this. |\\n| \\\"I know what that means\\\" | Knowing the concept ≠ using the skill. Invoke it. |\\n\\n## Skill Priority\\n\\nWhen multiple skills could apply, use this order:\\n\\n1. **Process skills first** (brainstorming, debugging) - these determine HOW to approach the task\\n2. **Implementation skills second** (frontend-design, mcp-builder) - these guide execution\\n\\n\\\"Let's build X\\\" → brainstorming first, then implementation skills.\\n\\\"Fix this bug\\\" → debugging first, then domain-specific skills.\\n\\n## Skill Types\\n\\n**Rigid** (TDD, debugging): Follow exactly. Don't adapt away discipline.\\n\\n**Flexible** (patterns): Adapt principles to context.\\n\\nThe skill itself tells you which.\\n\\n## User Instructions\\n\\nInstructions say WHAT, not HOW. \\\"Add X\\\" or \\\"Fix Y\\\" doesn't mean skip workflows.\\n\\n\\n</EXTREMELY_IMPORTANT>\"\n  }\n}\n","stderr":"","exitCode":0,"command":"\"${CLAUDE_PLUGIN_ROOT}/hooks/run-hook.cmd\" session-start","durationMs":603},"type":"attachment","uuid":"b61b4329-e9c7-4896-8adb-5a6ed6e77e72","timestamp":"2026-05-04T21:12:27.849Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
{"parentUuid":"b61b4329-e9c7-4896-8adb-5a6ed6e77e72","isSidechain":false,"attachment":{"type":"hook_additional_context","content":["<memvid-mind-context>\n# 🧠 Claude Mind Ready\n\n📁 Project: **ruth**\n💾 Memory will be created at: `.claude/mind.mv2`\n\n_Your observations will be automatically captured._\n</memvid-mind-context>","<EXTREMELY_IMPORTANT>\nYou have superpowers.\n\n**Below is the full content of your 'superpowers:using-superpowers' skill - your introduction to using skills. For all other skills, use the 'Skill' tool:**\n\n---\nname: using-superpowers\ndescription: Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions\n---\n\n<SUBAGENT-STOP>\nIf you were dispatched as a subagent to execute a specific task, skip this skill.\n</SUBAGENT-STOP>\n\n<EXTREMELY-IMPORTANT>\nIf you think there is even a 1% chance a skill might apply to what you are doing, you ABSOLUTELY MUST invoke the skill.\n\nIF A SKILL APPLIES TO YOUR TASK, YOU DO NOT HAVE A CHOICE. YOU MUST USE IT.\n\nThis is not negotiable. This is not optional. You cannot rationalize your way out of this.\n</EXTREMELY-IMPORTANT>\n\n## Instruction Priority\n\nSuperpowers skills override default system prompt behavior, but **user instructions always take precedence**:\n\n1. **User's explicit instructions** (CLAUDE.md, GEMINI.md, AGENTS.md, direct requests) — highest priority\n2. **Superpowers skills** — override default system behavior where they conflict\n3. **Default system prompt** — lowest priority\n\nIf CLAUDE.md, GEMINI.md, or AGENTS.md says \"don't use TDD\" and a skill says \"always use TDD,\" follow the user's instructions. The user is in control.\n\n## How to Access Skills\n\n**In Claude Code:** Use the `Skill` tool. When you invoke a skill, its content is loaded and presented to you—follow it directly. Never use the Read tool on skill files.\n\n**In Copilot CLI:** Use the `skill` tool. Skills are auto-discovered from installed plugins. The `skill` tool works the same as Claude Code's `Skill` tool.\n\n**In Gemini CLI:** Skills activate via the `activate_skill` tool. Gemini loads skill metadata at session start and activates the full content on demand.\n\n**In other environments:** Check your platform's documentation for how skills are loaded.\n\n## Platform Adaptation\n\nSkills use Claude Code tool names. Non-CC platforms: see `references/copilot-tools.md` (Copilot CLI), `references/codex-tools.md` (Codex) for tool equivalents. Gemini CLI users get the tool mapping loaded automatically via GEMINI.md.\n\n# Using Skills\n\n## The Rule\n\n**Invoke relevant or requested skills BEFORE any response or action.** Even a 1% chance a skill might apply means that you should invoke the skill to check. If an invoked skill turns out to be wrong for the situation, you don't need to use it.\n\n```dot\ndigraph skill_flow {\n    \"User message received\" [shape=doublecircle];\n    \"About to EnterPlanMode?\" [shape=doublecircle];\n    \"Already brainstormed?\" [shape=diamond];\n    \"Invoke brainstorming skill\" [shape=box];\n    \"Might any skill apply?\" [shape=diamond];\n    \"Invoke Skill tool\" [shape=box];\n    \"Announce: 'Using [skill] to [purpose]'\" [shape=box];\n    \"Has checklist?\" [shape=diamond];\n    \"Create TodoWrite todo per item\" [shape=box];\n    \"Follow skill exactly\" [shape=box];\n    \"Respond (including clarifications)\" [shape=doublecircle];\n\n    \"About to EnterPlanMode?\" -> \"Already brainstormed?\";\n    \"Already brainstormed?\" -> \"Invoke brainstorming skill\" [label=\"no\"];\n    \"Already brainstormed?\" -> \"Might any skill apply?\" [label=\"yes\"];\n    \"Invoke brainstorming skill\" -> \"Might any skill apply?\";\n\n    \"User message received\" -> \"Might any skill apply?\";\n    \"Might any skill apply?\" -> \"Invoke Skill tool\" [label=\"yes, even 1%\"];\n    \"Might any skill apply?\" -> \"Respond (including clarifications)\" [label=\"definitely not\"];\n    \"Invoke Skill tool\" -> \"Announce: 'Using [skill] to [purpose]'\";\n    \"Announce: 'Using [skill] to [purpose]'\" -> \"Has checklist?\";\n    \"Has checklist?\" -> \"Create TodoWrite todo per item\" [label=\"yes\"];\n    \"Has checklist?\" -> \"Follow skill exactly\" [label=\"no\"];\n    \"Create TodoWrite todo per item\" -> \"Follow skill exactly\";\n}\n```\n\n## Red Flags\n\nThese thoughts mean STOP—you're rationalizing:\n\n| Thought | Reality |\n|---------|---------|\n| \"This is just a simple question\" | Questions are tasks. Check for skills. |\n| \"I need more context first\" | Skill check comes BEFORE clarifying questions. |\n| \"Let me explore the codebase first\" | Skills tell you HOW to explore. Check first. |\n| \"I can check git/files quickly\" | Files lack conversation context. Check for skills. |\n| \"Let me gather information first\" | Skills tell you HOW to gather information. |\n| \"This doesn't need a formal skill\" | If a skill exists, use it. |\n| \"I remember this skill\" | Skills evolve. Read current version. |\n| \"This doesn't count as a task\" | Action = task. Check for skills. |\n| \"The skill is overkill\" | Simple things become complex. Use it. |\n| \"I'll just do this one thing first\" | Check BEFORE doing anything. |\n| \"This feels productive\" | Undisciplined action wastes time. Skills prevent this. |\n| \"I know what that means\" | Knowing the concept ≠ using the skill. Invoke it. |\n\n## Skill Priority\n\nWhen multiple skills could apply, use this order:\n\n1. **Process skills first** (brainstorming, debugging) - these determine HOW to approach the task\n2. **Implementation skills second** (frontend-design, mcp-builder) - these guide execution\n\n\"Let's build X\" → brainstorming first, then implementation skills.\n\"Fix this bug\" → debugging first, then domain-specific skills.\n\n## Skill Types\n\n**Rigid** (TDD, debugging): Follow exactly. Don't adapt away discipline.\n\n**Flexible** (patterns): Adapt principles to context.\n\nThe skill itself tells you which.\n\n## User Instructions\n\nInstructions say WHAT, not HOW. \"Add X\" or \"Fix Y\" doesn't mean skip workflows.\n\n\n</EXTREMELY_IMPORTANT>"],"hookName":"SessionStart","toolUseID":"SessionStart","hookEvent":"SessionStart"},"type":"attachment","uuid":"3c445395-40cf-4c2f-9dcc-55faf47bc0d4","timestamp":"2026-05-04T21:12:27.850Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
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{"parentUuid":"8348f655-5a7a-4fa9-a48a-ed7e6208cf71","isSidechain":false,"attachment":{"type":"skill_listing","content":"- update-config: Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\"from now on when X\", \"each time X\", \"whenever X\", \"before/after X\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\"allow X\", \"add permission\", \"move permission to\"), env vars (\"set X=Y\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \"allow npm commands\", \"add bq permission to global settings\", \"move permission to user settings\", \"set DEBUG=true\", \"when claude stops show X\". For simple settings like theme/model, suggest the /config command.\n- keybindings-help: Use when the user wants to customize keyboard shortcuts, rebind keys, add chord bindings, or modify ~/.claude/keybindings.json. Examples: \"rebind ctrl+s\", \"add a chord shortcut\", \"change the submit key\", \"customize keybindings\".\n- simplify: Review changed code for reuse, quality, and efficiency, then fix any issues found.\n- fewer-permission-prompts: Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\n- loop: Run a prompt or slash command on a recurring interval (e.g. /loop 5m /foo). Omit the interval to let the model self-pace. - When the user wants to set up a recurring task, poll for status, or run something repeatedly on an interval (e.g. \"check the deploy every 5 minutes\", \"keep running /babysit-prs\"). 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Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements).\nTRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`; user asks for the Claude API, Anthropic SDK, or Managed Agents; user adds/modifies/tunes a Claude feature (caching, thinking, compaction, tool use, batch, files, citations, memory) or model (Opus/Sonnet/Haiku) in a file; questions about prompt caching / cache hit rate in an Anthropic SDK project.\nSKIP: file imports `openai`/other-provider SDK, filename like `*-openai.py`/`*-generic.py`, provider-neutral code, general programming/ML.\n- migrate-flux-app: Use when migrating a Flux CD application from the infrastructure/kubernetes/application-deployments repo to the application-deployment repo. Covers copying app folders, updating kustomizations, committing, pushing, and creating merge requests.\n- app-infra-generate: Generate an application-infrastructure Terraform module from a YAML spec produced by app-infra-spec. Reads pattern files and a versions manifest to produce main.tf, variables.tf, outputs.tf, overlay guidance, and a triage list.\n- app-infra-spec: Structured questionnaire to gather requirements for an application-infrastructure Terraform module. Produces a YAML spec for the app-infra-generate skill.\n- obsidian-load: Load context from Obsidian notes in the `Claude/` directory into the current conversation.\n- obsidian-save: Save current conversation context to an Obsidian note under the `Claude/` directory.\n- superpowers:execute-plan: Deprecated - use the superpowers:executing-plans skill instead\n- superpowers:write-plan: Deprecated - use the superpowers:writing-plans skill instead\n- superpowers:brainstorm: Deprecated - use the superpowers:brainstorming skill instead\n- mind:search: Search memories for specific content or patterns\n- mind:stats: Show memory statistics and storage information\n- mind:recent: Show recent memories and activity timeline\n- mind:ask: Ask questions about memories and get context-aware answers\n- superpowers:executing-plans: Use when you have a written implementation plan to execute in a separate session with review checkpoints\n- superpowers:receiving-code-review: Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation\n- superpowers:brainstorming: You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.\n- superpowers:verification-before-completion: Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always\n- superpowers:writing-plans: Use when you have a spec or requirements for a multi-step task, before touching code\n- superpowers:requesting-code-review: Use when completing tasks, implementing major features, or before merging to verify work meets requirements\n- superpowers:finishing-a-development-branch: Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup\n- superpowers:subagent-driven-development: Use when executing implementation plans with independent tasks in the current session\n- superpowers:systematic-debugging: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes\n- superpowers:dispatching-parallel-agents: Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies\n- superpowers:writing-skills: Use when creating new skills, editing existing skills, or verifying skills work before deployment\n- superpowers:test-driven-development: Use when implementing any feature or bugfix, before writing implementation code\n- superpowers:using-git-worktrees: Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification\n- superpowers:using-superpowers: Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions\n- mind:memory: Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file\n- mind:mind: Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file\n- init: Initialize a new CLAUDE.md file with codebase documentation\n- review: Review a pull request\n- security-review: Complete a security review of the pending changes on the current branch","skillCount":38,"isInitial":true},"type":"attachment","uuid":"d4eedd4e-039a-43b8-aa7a-68cdc01bbe18","timestamp":"2026-05-04T21:13:07.327Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
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{"parentUuid":"dbd292d0-d821-40e7-8a07-0d368b970ebf","isSidechain":false,"attachment":{"type":"hook_success","hookName":"PostToolUse:Skill","toolUseID":"toolu_01HP3xswybNmNK2vPt6zCSvc","hookEvent":"PostToolUse","content":"","stdout":"{\"continue\":true}\n","stderr":"","exitCode":0,"command":"node \"${CLAUDE_PLUGIN_ROOT}/dist/hooks/post-tool-use.js\"","durationMs":214},"type":"attachment","uuid":"b775d1bb-8cdf-48ae-bd8d-35bfb3416bd8","timestamp":"2026-05-04T21:13:11.279Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
{"parentUuid":"b775d1bb-8cdf-48ae-bd8d-35bfb3416bd8","isSidechain":false,"promptId":"0adea76c-5330-4ed4-923b-a530d80e4caa","type":"user","message":{"role":"user","content":[{"type":"text","text":"Base directory for this skill: /Users/steve.briggs/.claude/plugins/cache/claude-plugins-official/superpowers/5.0.7/skills/brainstorming\n\n# Brainstorming Ideas Into Designs\n\nHelp turn ideas into fully formed designs and specs through natural collaborative dialogue.\n\nStart by understanding the current project context, then ask questions one at a time to refine the idea. Once you understand what you're building, present the design and get user approval.\n\n<HARD-GATE>\nDo NOT invoke any implementation skill, write any code, scaffold any project, or take any implementation action until you have presented a design and the user has approved it. This applies to EVERY project regardless of perceived simplicity.\n</HARD-GATE>\n\n## Anti-Pattern: \"This Is Too Simple To Need A Design\"\n\nEvery project goes through this process. A todo list, a single-function utility, a config change — all of them. \"Simple\" projects are where unexamined assumptions cause the most wasted work. The design can be short (a few sentences for truly simple projects), but you MUST present it and get approval.\n\n## Checklist\n\nYou MUST create a task for each of these items and complete them in order:\n\n1. **Explore project context** — check files, docs, recent commits\n2. **Offer visual companion** (if topic will involve visual questions) — this is its own message, not combined with a clarifying question. See the Visual Companion section below.\n3. **Ask clarifying questions** — one at a time, understand purpose/constraints/success criteria\n4. **Propose 2-3 approaches** — with trade-offs and your recommendation\n5. **Present design** — in sections scaled to their complexity, get user approval after each section\n6. **Write design doc** — save to `docs/superpowers/specs/YYYY-MM-DD-<topic>-design.md` and commit\n7. **Spec self-review** — quick inline check for placeholders, contradictions, ambiguity, scope (see below)\n8. **User reviews written spec** — ask user to review the spec file before proceeding\n9. **Transition to implementation** — invoke writing-plans skill to create implementation plan\n\n## Process Flow\n\n```dot\ndigraph brainstorming {\n    \"Explore project context\" [shape=box];\n    \"Visual questions ahead?\" [shape=diamond];\n    \"Offer Visual Companion\\n(own message, no other content)\" [shape=box];\n    \"Ask clarifying questions\" [shape=box];\n    \"Propose 2-3 approaches\" [shape=box];\n    \"Present design sections\" [shape=box];\n    \"User approves design?\" [shape=diamond];\n    \"Write design doc\" [shape=box];\n    \"Spec self-review\\n(fix inline)\" [shape=box];\n    \"User reviews spec?\" [shape=diamond];\n    \"Invoke writing-plans skill\" [shape=doublecircle];\n\n    \"Explore project context\" -> \"Visual questions ahead?\";\n    \"Visual questions ahead?\" -> \"Offer Visual Companion\\n(own message, no other content)\" [label=\"yes\"];\n    \"Visual questions ahead?\" -> \"Ask clarifying questions\" [label=\"no\"];\n    \"Offer Visual Companion\\n(own message, no other content)\" -> \"Ask clarifying questions\";\n    \"Ask clarifying questions\" -> \"Propose 2-3 approaches\";\n    \"Propose 2-3 approaches\" -> \"Present design sections\";\n    \"Present design sections\" -> \"User approves design?\";\n    \"User approves design?\" -> \"Present design sections\" [label=\"no, revise\"];\n    \"User approves design?\" -> \"Write design doc\" [label=\"yes\"];\n    \"Write design doc\" -> \"Spec self-review\\n(fix inline)\";\n    \"Spec self-review\\n(fix inline)\" -> \"User reviews spec?\";\n    \"User reviews spec?\" -> \"Write design doc\" [label=\"changes requested\"];\n    \"User reviews spec?\" -> \"Invoke writing-plans skill\" [label=\"approved\"];\n}\n```\n\n**The terminal state is invoking writing-plans.** Do NOT invoke frontend-design, mcp-builder, or any other implementation skill. The ONLY skill you invoke after brainstorming is writing-plans.\n\n## The Process\n\n**Understanding the idea:**\n\n- Check out the current project state first (files, docs, recent commits)\n- Before asking detailed questions, assess scope: if the request describes multiple independent subsystems (e.g., \"build a platform with chat, file storage, billing, and analytics\"), flag this immediately. Don't spend questions refining details of a project that needs to be decomposed first.\n- If the project is too large for a single spec, help the user decompose into sub-projects: what are the independent pieces, how do they relate, what order should they be built? Then brainstorm the first sub-project through the normal design flow. Each sub-project gets its own spec → plan → implementation cycle.\n- For appropriately-scoped projects, ask questions one at a time to refine the idea\n- Prefer multiple choice questions when possible, but open-ended is fine too\n- Only one question per message - if a topic needs more exploration, break it into multiple questions\n- Focus on understanding: purpose, constraints, success criteria\n\n**Exploring approaches:**\n\n- Propose 2-3 different approaches with trade-offs\n- Present options conversationally with your recommendation and reasoning\n- Lead with your recommended option and explain why\n\n**Presenting the design:**\n\n- Once you believe you understand what you're building, present the design\n- Scale each section to its complexity: a few sentences if straightforward, up to 200-300 words if nuanced\n- Ask after each section whether it looks right so far\n- Cover: architecture, components, data flow, error handling, testing\n- Be ready to go back and clarify if something doesn't make sense\n\n**Design for isolation and clarity:**\n\n- Break the system into smaller units that each have one clear purpose, communicate through well-defined interfaces, and can be understood and tested independently\n- For each unit, you should be able to answer: what does it do, how do you use it, and what does it depend on?\n- Can someone understand what a unit does without reading its internals? Can you change the internals without breaking consumers? If not, the boundaries need work.\n- Smaller, well-bounded units are also easier for you to work with - you reason better about code you can hold in context at once, and your edits are more reliable when files are focused. When a file grows large, that's often a signal that it's doing too much.\n\n**Working in existing codebases:**\n\n- Explore the current structure before proposing changes. Follow existing patterns.\n- Where existing code has problems that affect the work (e.g., a file that's grown too large, unclear boundaries, tangled responsibilities), include targeted improvements as part of the design - the way a good developer improves code they're working in.\n- Don't propose unrelated refactoring. Stay focused on what serves the current goal.\n\n## After the Design\n\n**Documentation:**\n\n- Write the validated design (spec) to `docs/superpowers/specs/YYYY-MM-DD-<topic>-design.md`\n  - (User preferences for spec location override this default)\n- Use elements-of-style:writing-clearly-and-concisely skill if available\n- Commit the design document to git\n\n**Spec Self-Review:**\nAfter writing the spec document, look at it with fresh eyes:\n\n1. **Placeholder scan:** Any \"TBD\", \"TODO\", incomplete sections, or vague requirements? Fix them.\n2. **Internal consistency:** Do any sections contradict each other? Does the architecture match the feature descriptions?\n3. **Scope check:** Is this focused enough for a single implementation plan, or does it need decomposition?\n4. **Ambiguity check:** Could any requirement be interpreted two different ways? If so, pick one and make it explicit.\n\nFix any issues inline. No need to re-review — just fix and move on.\n\n**User Review Gate:**\nAfter the spec review loop passes, ask the user to review the written spec before proceeding:\n\n> \"Spec written and committed to `<path>`. Please review it and let me know if you want to make any changes before we start writing out the implementation plan.\"\n\nWait for the user's response. If they request changes, make them and re-run the spec review loop. Only proceed once the user approves.\n\n**Implementation:**\n\n- Invoke the writing-plans skill to create a detailed implementation plan\n- Do NOT invoke any other skill. writing-plans is the next step.\n\n## Key Principles\n\n- **One question at a time** - Don't overwhelm with multiple questions\n- **Multiple choice preferred** - Easier to answer than open-ended when possible\n- **YAGNI ruthlessly** - Remove unnecessary features from all designs\n- **Explore alternatives** - Always propose 2-3 approaches before settling\n- **Incremental validation** - Present design, get approval before moving on\n- **Be flexible** - Go back and clarify when something doesn't make sense\n\n## Visual Companion\n\nA browser-based companion for showing mockups, diagrams, and visual options during brainstorming. Available as a tool — not a mode. Accepting the companion means it's available for questions that benefit from visual treatment; it does NOT mean every question goes through the browser.\n\n**Offering the companion:** When you anticipate that upcoming questions will involve visual content (mockups, layouts, diagrams), offer it once for consent:\n> \"Some of what we're working on might be easier to explain if I can show it to you in a web browser. I can put together mockups, diagrams, comparisons, and other visuals as we go. This feature is still new and can be token-intensive. Want to try it? (Requires opening a local URL)\"\n\n**This offer MUST be its own message.** Do not combine it with clarifying questions, context summaries, or any other content. The message should contain ONLY the offer above and nothing else. Wait for the user's response before continuing. If they decline, proceed with text-only brainstorming.\n\n**Per-question decision:** Even after the user accepts, decide FOR EACH QUESTION whether to use the browser or the terminal. 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(#256)","is_error":false}]},"uuid":"2d78b7dc-f30d-43ad-a7b3-e5e31fe4a978","timestamp":"2026-05-04T21:13:37.159Z","toolUseResult":{"stdout":".\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;99;242;241m\u001b[39m \u001b[38;2;255;233;170msteve.briggs\u001b[39m \u001b[38;2;255;179;120mstaff\u001b[39m \u001b[38;2;255;233;170m1.8\u001b[39m \u001b[38;2;255;233;170mKB\u001b[39m \u001b[38;2;166;179;204mTue Apr 28 15:21:20 2026\u001b[39m ruth.toml\n\u001b[38;5;6m\u001b[1md\u001b[0m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;99;242;241m\u001b[39m \u001b[38;2;255;233;170msteve.briggs\u001b[39m \u001b[38;2;255;179;120mstaff\u001b[39m \u001b[38;2;255;233;170m224\u001b[39m \u001b[38;2;255;233;170mB\u001b[39m  \u001b[38;2;166;179;204mTue Apr 28 15:21:20 2026\u001b[39m \u001b[38;5;6m\u001b[1m.idea\u001b[0m\n.\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;99;242;241m\u001b[39m 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README.md\n\u001b[38;5;6m\u001b[1md\u001b[0m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;99;242;241m\u001b[39m \u001b[38;2;255;233;170msteve.briggs\u001b[39m \u001b[38;2;255;179;120mstaff\u001b[39m \u001b[38;2;255;233;170m160\u001b[39m \u001b[38;2;255;233;170mB\u001b[39m  \u001b[38;2;149;255;164mMon May  4 17:12:13 2026\u001b[39m \u001b[38;5;6m\u001b[1mai\u001b[0m\n.\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;99;242;241m\u001b[39m 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app_test.go\n\u001b[38;5;6m\u001b[1md\u001b[0m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;255;84;88mx\u001b[39m\u001b[38;2;99;242;241m\u001b[39m \u001b[38;2;255;233;170msteve.briggs\u001b[39m \u001b[38;2;255;179;120mstaff\u001b[39m \u001b[38;2;255;233;170m128\u001b[39m \u001b[38;2;255;233;170mB\u001b[39m  \u001b[38;2;149;255;164mMon May  4 17:12:13 2026\u001b[39m \u001b[38;5;6m\u001b[1mcmd\u001b[0m\n.\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;99;242;241m\u001b[39m 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config_test.go\n.\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;99;242;241m\u001b[39m \u001b[38;2;255;233;170msteve.briggs\u001b[39m \u001b[38;2;255;179;120mstaff\u001b[39m \u001b[38;2;255;233;170m2.6\u001b[39m \u001b[38;2;255;233;170mKB\u001b[39m \u001b[38;2;149;255;164mMon May  4 17:12:13 2026\u001b[39m env.go\n.\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;255;179;120mw\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;98;209;150mr\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;166;179;204m-\u001b[39m\u001b[38;2;99;242;241m\u001b[39m \u001b[38;2;255;233;170msteve.briggs\u001b[39m 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{"parentUuid":"25bc2f1d-9fb1-430b-bf4e-22f349b2f798","isSidechain":false,"message":{"model":"claude-opus-4-7","id":"msg_013Hy5Rf7aNjg3THFSQMiQg6","type":"message","role":"assistant","content":[{"type":"text","text":"Roger that, Sir Charles — menu mode. No design doc, no plan, no implementation. I'll group by category, keep each idea to a line or two, and put a star next to the ones I'd actually fight for.\n\nQuick caveat: I'm working off CLAUDE.md plus a directory listing — I haven't read the source. So if I propose something that already exists, blame the documentation, not me.\n\n---\n\n## Risk / AI scoring\n\n- ★ **Shadow mode for risk policy.** Run a candidate scoring config (new prompt, new weights, new tier table) alongside production without acting on it. Log the delta. Lets you iterate on the prompt without praying.\n- ★ **Decision feedback loop.** When an SRE resolves a Jira ticket (approve/deny), record that as a label paired with the score we generated. You don't need a model — even a weekly \"calibration report\" (false-positives, false-negatives, drift) is gold. Right now you're flying blind on whether the AI is any good.\n- **AI confidence + double-shot.** Run the AI twice for high-stakes requests; if the two assessments disagree materially, treat that disagreement as an anomaly signal. Cheap insurance against a flaky model.\n- **Risk model versioning.** Stamp every decision with `risk_policy_version` so you can correlate behavior changes to config changes after the fact.\n- **Per-user / per-role baseline anomaly.** Beyond reputation, learn each user's typical pattern (roles, resources, time-of-day). Score deviations from *their* baseline, not just global thresholds.\n- **Off-hours by user timezone.** Globally-defined off-hours penalize Tokyo for working at 9am.\n- **Few-shot calibration corpus, refreshed from real tickets.** Periodically rebuild the prompt's calibration examples from recent resolved tickets so the model stays grounded.\n- **Pluggable second-opinion provider.** Multi-provider consensus (without re-adding Anthropic, per CLAUDE.md). E.g. Bedrock + a smaller local model for cross-checking.\n- **Gradient outcomes.** Today: auto-approve OR ticket. Add intermediate options — auto-approve-with-shorter-TTL, auto-approve-with-notify, auto-approve-with-step-up-mfa.\n- **Prompt injection red-team corpus.** Frozen test suite of attack reasons that must never lower the score. Run in CI.\n\n## Reputation\n\n- ★ **Reputation can heal.** Right now it's monotonic-down, which means new joiners and reformed offenders are forever cooked. Add slow regeneration with caps and cooldowns. (Or a clear policy reason for why it should never go up — but that should be explicit, not incidental.)\n- **Reputation decay.** Old infractions matter less; weight events by recency.\n- **Manager override with audit.** Let SREs adjust a user's reputation with a required reason; persist the override.\n- **`ruth whoami` / `ruth reputation <user>` CLI.** Cheap transparency. Today it's an opaque OTLP gauge.\n- **Per-team / per-role aggregates.** Surface \"this team is trending down\" before any single user is.\n- **Storage upgrade.** The atomic-rename JSON file is fine until it isn't. SQLite is a one-line dependency, gives you queries, removes the \"hold mutex through fsync\" footgun.\n- **Reputation tier visible in AI prompt.** Let the AI know the user's tier; calibrate accordingly.\n\n## Observability\n\n- ★ **Decision audit log (durable, structured).** A separate, append-only record of every inbound request, the components of its score, the decision, and the outcome. Slog-to-stderr is fine for ops; this is for forensics + the feedback loop above. Could be JSONL on disk, S3, or a Postgres table.\n- **OTel traces end-to-end.** Watcher → scorer → AI → Jira → poller as connected spans. You'll find latency you didn't know you had.\n- **More metrics.** Request counter, decision counter by outcome, AI latency, Jira API latency, score histogram, reputation delta histogram, ticket-resolution latency.\n- **Health endpoint with dependency checks.** Teleport reachable? Bedrock reachable? Jira reachable? Today the answer is \"guess from logs.\"\n- **pprof in production (gated).** When something hangs, you'll want it.\n- **Datadog dashboard + monitor JSON in repo.** Source-of-truth dashboards instead of click-ops.\n- **SLOs.** \"p95 watcher → decision under N seconds, 99.5% of requests.\" Concrete budget for AI/Jira flakiness.\n\n## Integrations / extensibility\n\n- ★ **Jira webhook receiver instead of polling.** Push-based. Removes polling cost, removes wiki-bold-regex re-hydration drama (kind of), reduces latency on resolution.\n- **Slack notifier.** Post the decision + ticket link to a channel. Approve/deny buttons in a follow-up if you're feeling brave.\n- **Pluggable ITSM backend.** Interface-ify Jira so a future ServiceNow / Linear / GitHub-Issues team can swap. CLAUDE.md says \"small interfaces\" — this is a textbook one.\n- **Pluggable approval channel.** Same shape — Jira today, Slack interactive / Teams / pager-rotation tomorrow.\n- **Decisions export.** S3/Snowflake/BigQuery sink for the audit log so analytics can chew on it.\n- **Multi-cluster Teleport.** One RUTH, many Teleport clusters. Probably a 2x complexity bump in the watcher; flag it before implementing.\n\n## Operability / UX\n\n- **Hot-reload config on SIGHUP.** Don't restart to bump a threshold.\n- **Bulk replay tool.** Feed a JSONL of historical access requests through the scorer offline to test prompt/weight changes. Pairs with shadow mode.\n- **`ruth diff-config` / `ruth explain <request-id>`.** Ops ergonomics — show what config is loaded; show why a specific request got the score it got.\n- **Soak test harness.** Synthesize realistic request patterns at scale; surface goroutine/leak/lock issues.\n- **Better local stack.** Seed users with reputation, prepopulate canned scenarios, ship `submit` with a YAML library of attack/benign/edge cases.\n- **Dry-run sink.** `RUTH_DRY_RUN=true` already exists; add a sink that writes \"would have done X\" decisions to a file for offline review.\n\n## Hardening\n\n- **Input size limits on request reasons.** Cap the reason text and reject (or truncate + flag) above the limit. Cheap DoS / cost-control / prompt-injection mitigation.\n- **Reason canonicalization.** Strip control characters, normalize unicode, kill zero-width/RTL tricks before the reason hits the AI.\n- **Idempotency keys on Jira ticket creation.** \"Created two tickets for one request\" is a class of bug worth designing out.\n- **Rate limit / circuit break Teleport, Jira, Bedrock.** When one is sad, don't make it sadder.\n- **PII scrubber on reasons before AI.** Email/IP/SSN regex strip with replacement tokens. Useful for compliance more than security.\n- **Per-role policy overrides.** Some roles must always ticket regardless of score; others (read-only, very-low-blast-radius) auto-approve up to a higher threshold.\n- **Property-based tests on scoring.** Invariants like \"adding an escalation never lowers the score.\"\n- **Fuzz the AI JSON parser.** It's parsing untrusted-ish output.\n- **Goroutine-leak / chaos tests.** Kill Teleport mid-flight, kill Jira mid-poll, verify recovery — given the errgroup + telemetry-grace dance, this is exactly the area where a regression hides.\n\n## Compliance / governance\n\n- **Per-tenant data residency.** Don't send EU request reasons to a US Bedrock region. Today's config probably assumes one region — make it explicit.\n- **Configurable retention.** Reputation history, decision audit, AI request/response — each gets its own retention policy.\n- **\"Why didn't a ticket get created\" audit.** For every auto-approve, persist the score breakdown so an auditor can reconstruct the call.\n\n---\n\n### My picks if you only do four\n\n1. **Decision audit log** — unblocks every other improvement on this list.\n2. **Shadow mode + decision feedback loop** — the only way to know the AI is doing anything useful.\n3. **Reputation can heal (with a policy)** — the current \"down only\" rule has an obvious operational halflife.\n4. **Jira webhooks instead of polling** — concrete, scoped, removes a known fragile area (the wiki-bold regex).\n\nAnything jump out, or do you want me to expand a category?"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":395,"cache_read_input_tokens":47672,"output_tokens":5963,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":395,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":6,"output_tokens":5963,"cache_read_input_tokens":47672,"cache_creation_input_tokens":395,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":395},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CaiDkCfVuZ4yNDHxnVMby","type":"assistant","uuid":"c8f40ac2-bfe9-45fc-8ed8-b7357c80b7fb","timestamp":"2026-05-04T21:16:18.410Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
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{"parentUuid":"4672b0ce-56c3-45f9-9797-71ef17855fa0","isSidechain":false,"promptId":"af407185-e009-4839-bc89-85e2b60c5842","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018K2xmqBiVHYeY9wWrEwmDA","type":"tool_result","content":"1\tpackage ruth\n2\t\n3\timport (\n4\t\t\"context\"\n5\t\t\"fmt\"\n6\t\t\"log/slog\"\n7\t\t\"sync\"\n8\t\t\"time\"\n9\t\n10\t\t\"github.com/gravitational/teleport/api/client\"\n11\t\t\"github.com/gravitational/teleport/api/types\"\n12\t\t\"golang.org/x/sync/errgroup\"\n13\t\n14\t\t\"ruth/ai\"\n15\t\t\"ruth/jira\"\n16\t\t\"ruth/reputation\"\n17\t\t\"ruth/risk\"\n18\t\t\"ruth/telemetry\"\n19\t)\n20\t\n21\ttype App struct {\n22\t\tcfg    *Config\n23\t\ttele   *client.Client\n24\t\tai     ai.Provider\n25\t\tjira   *jira.Client\n26\t\tscorer *risk.Scorer\n27\t\trep    *reputation.Store\n28\t\tmeter  *telemetry.Meter\n29\t\n30\t\tpending   map[string]string\n31\t\tpendingMu sync.Mutex\n32\t}\n33\t\n34\tfunc NewApp(ctx context.Context, cfg *Config) (*App, error) {\n35\t\ttele, err := client.New(ctx, client.Config{\n36\t\t\tAddrs: []string{cfg.Teleport.Addr},\n37\t\t\tCredentials: []client.Credentials{\n38\t\t\t\tclient.LoadIdentityFile(cfg.Teleport.IdentityFile),\n39\t\t\t},\n40\t\t})\n41\t\tif err != nil {\n42\t\t\treturn nil, fmt.Errorf(\"teleport client: %w\", err)\n43\t\t}\n44\t\n45\t\tprov, err := ai.New(cfg.AI)\n46\t\tif err != nil {\n47\t\t\treturn nil, fmt.Errorf(\"ai provider: %w\", err)\n48\t\t}\n49\t\n50\t\tjc, err := jira.New(cfg.Jira)\n51\t\tif err != nil {\n52\t\t\treturn nil, fmt.Errorf(\"jira client: %w\", err)\n53\t\t}\n54\t\n55\t\tscorer, err := risk.NewScorer(cfg.Risk)\n56\t\tif err != nil {\n57\t\t\treturn nil, fmt.Errorf(\"scorer: %w\", err)\n58\t\t}\n59\t\n60\t\tstore, err := reputation.NewStore(cfg.Reputation)\n61\t\tif err != nil {\n62\t\t\treturn nil, fmt.Errorf(\"reputation store: %w\", err)\n63\t\t}\n64\t\n65\t\tvar meter *telemetry.Meter\n66\t\tif cfg.Telemetry.Enabled {\n67\t\t\tmeter, err = telemetry.New(ctx, cfg.Telemetry, store)\n68\t\t\tif err != nil {\n69\t\t\t\treturn nil, fmt.Errorf(\"telemetry: %w\", err)\n70\t\t\t}\n71\t\t}\n72\t\n73\t\treturn &App{\n74\t\t\tcfg:     cfg,\n75\t\t\ttele:    tele,\n76\t\t\tai:      prov,\n77\t\t\tjira:    jc,\n78\t\t\tscorer:  scorer,\n79\t\t\trep:     store,\n80\t\t\tmeter:   meter,\n81\t\t\tpending: map[string]string{},\n82\t\t}, nil\n83\t}\n84\t\n85\t// Close flushes outstanding telemetry. Safe to call even if telemetry\n86\t// is disabled.\n87\tfunc (a *App) Close(ctx context.Context) error {\n88\t\treturn a.meter.Shutdown(ctx)\n89\t}\n90\t\n91\tfunc (a *App) Run(ctx context.Context) error {\n92\t\tslog.Info(\"ruth starting\",\n93\t\t\t\"provider\", a.cfg.AI.Provider,\n94\t\t\t\"threshold\", a.cfg.Risk.TicketThreshold,\n95\t\t\t\"itsm_project\", a.cfg.Jira.Project,\n96\t\t\t\"dry_run\", a.cfg.DryRun)\n97\t\tif a.cfg.DryRun {\n98\t\t\tslog.Warn(\"dry-run enabled: no Teleport reviews or Jira tickets will be submitted\")\n99\t\t}\n100\t\n101\t\tif err := a.rehydrate(ctx); err != nil {\n102\t\t\treturn fmt.Errorf(\"rehydrate open ITSM tickets: %w\", err)\n103\t\t}\n104\t\n105\t\t// Run watcher/poller under their own cancelable context rather than\n106\t\t// bolting them directly to the signal context. A coordinator\n107\t\t// goroutine waits for the signal, then sleeps for\n108\t\t// telemetry.shutdown_grace before cancelling the errgroup so that\n109\t\t// the OTel periodic reader can finish an in-flight export cleanly.\n110\t\trunCtx, cancelRun := context.WithCancel(context.Background())\n111\t\tdefer cancelRun()\n112\t\tg, gctx := errgroup.WithContext(runCtx)\n113\t\tg.Go(func() error { return a.watchRequests(gctx) })\n114\t\tg.Go(func() error { return a.pollITSM(gctx) })\n115\t\tg.Go(func() error {\n116\t\t\tselect {\n117\t\t\tcase <-ctx.Done():\n118\t\t\t\tgrace := time.Duration(0)\n119\t\t\t\tif a.cfg.Telemetry.Enabled {\n120\t\t\t\t\tgrace = a.cfg.Telemetry.ShutdownGrace\n121\t\t\t\t}\n122\t\t\t\tif grace > 0 {\n123\t\t\t\t\tslog.Info(\"shutdown signal received; waiting for telemetry flush\", \"grace\", grace)\n124\t\t\t\t\tselect {\n125\t\t\t\t\tcase <-time.After(grace):\n126\t\t\t\t\tcase <-gctx.Done():\n127\t\t\t\t\t\t// errgroup collapsed for some other reason; stop waiting.\n128\t\t\t\t\t}\n129\t\t\t\t}\n130\t\t\t\tcancelRun()\n131\t\t\tcase <-gctx.Done():\n132\t\t\t}\n133\t\t\treturn nil\n134\t\t})\n135\t\n136\t\treturn g.Wait()\n137\t}\n138\t\n139\tfunc (a *App) rehydrate(ctx context.Context) error {\n140\t\topen, err := a.jira.ListOpenTeleportTickets(ctx)\n141\t\tif err != nil {\n142\t\t\treturn err\n143\t\t}\n144\t\ta.pendingMu.Lock()\n145\t\tfor reqID, ticket := range open {\n146\t\t\ta.pending[reqID] = ticket\n147\t\t}\n148\t\ta.pendingMu.Unlock()\n149\t\tslog.Info(\"rehydrated pending tickets\", \"count\", len(open))\n150\t\treturn nil\n151\t}\n152\t\n153\tfunc (a *App) watchRequests(ctx context.Context) error {\n154\t\twatcher, err := a.tele.NewWatcher(ctx, types.Watch{\n155\t\t\tKinds: []types.WatchKind{{Kind: types.KindAccessRequest}},\n156\t\t})\n157\t\tif err != nil {\n158\t\t\treturn fmt.Errorf(\"start watcher: %w\", err)\n159\t\t}\n160\t\tdefer watcher.Close()\n161\t\n162\t\tfor {\n163\t\t\tselect {\n164\t\t\tcase <-ctx.Done():\n165\t\t\t\treturn ctx.Err()\n166\t\t\tcase <-watcher.Done():\n167\t\t\t\treturn watcher.Error()\n168\t\t\tcase ev := <-watcher.Events():\n169\t\t\t\tif ev.Type != types.OpPut {\n170\t\t\t\t\tcontinue\n171\t\t\t\t}\n172\t\t\t\treq, ok := ev.Resource.(types.AccessRequest)\n173\t\t\t\tif !ok {\n174\t\t\t\t\tcontinue\n175\t\t\t\t}\n176\t\t\t\tif req.GetState() != types.RequestState_PENDING {\n177\t\t\t\t\tcontinue\n178\t\t\t\t}\n179\t\t\t\tif !a.reserveOrSkip(req.GetName()) {\n180\t\t\t\t\tcontinue\n181\t\t\t\t}\n182\t\t\t\tgo a.handleRequest(ctx, req)\n183\t\t\t}\n184\t\t}\n185\t}\n186\t\n187\t// reserveOrSkip atomically claims a slot for request id. Returns true if\n188\t// this caller won the race and should process the request; false if the\n189\t// id is already in flight or already has a ticket. Using the same map\n190\t// for both reservations and ticket mappings keeps dedup decisions on a\n191\t// single source of truth.\n192\tfunc (a *App) reserveOrSkip(id string) bool {\n193\t\ta.pendingMu.Lock()\n194\t\tdefer a.pendingMu.Unlock()\n195\t\tif _, held := a.pending[id]; held {\n196\t\t\treturn false\n197\t\t}\n198\t\ta.pending[id] = \"\"\n199\t\treturn true\n200\t}\n201\t\n202\tfunc (a *App) releasePending(id string) {\n203\t\ta.pendingMu.Lock()\n204\t\tdefer a.pendingMu.Unlock()\n205\t\tdelete(a.pending, id)\n206\t}\n207\t\n208\tfunc (a *App) recordTicket(id, ticket string) {\n209\t\ta.pendingMu.Lock()\n210\t\tdefer a.pendingMu.Unlock()\n211\t\ta.pending[id] = ticket\n212\t}\n213\t\n214\tfunc (a *App) handleRequest(ctx context.Context, req types.AccessRequest) {\n215\t\tid := req.GetName()\n216\t\tuser := req.GetUser()\n217\t\tlog := slog.With(\"request_id\", id, \"user\", user)\n218\t\n219\t\t// Release the reservation unless we successfully record a ticket;\n220\t\t// that way score/Jira failures are re-tryable on the next OpPut and\n221\t\t// auto-approved requests don't leave stale entries behind.\n222\t\thandled := false\n223\t\tdefer func() {\n224\t\t\tif !handled {\n225\t\t\t\ta.releasePending(id)\n226\t\t\t}\n227\t\t}()\n228\t\n229\t\tlog.Info(\"scoring access request\")\n230\t\tresult, err := a.scorer.Score(ctx, a.ai, req)\n231\t\tif err != nil {\n232\t\t\tlog.Error(\"scoring failed\", \"err\", err)\n233\t\t\treturn\n234\t\t}\n235\t\tlog.Info(\"risk scored\",\n236\t\t\t\"score\", result.Score,\n237\t\t\t\"tier\", result.Tier.Name,\n238\t\t\t\"components\", result.Components)\n239\t\n240\t\tassessment, err := a.rep.Assess(ctx, user, result.Components)\n241\t\tif err != nil {\n242\t\t\tlog.Warn(\"reputation update failed\", \"err\", err)\n243\t\t}\n244\t\tif len(assessment.Penalties) > 0 {\n245\t\t\treasons := make([]string, 0, len(assessment.Penalties))\n246\t\t\tfor _, p := range assessment.Penalties {\n247\t\t\t\treasons = append(reasons, p.Reason)\n248\t\t\t}\n249\t\t\tlog.Info(\"reputation docked\",\n250\t\t\t\t\"previous\", assessment.Previous,\n251\t\t\t\t\"current\", assessment.Score,\n252\t\t\t\t\"reasons\", reasons)\n253\t\t}\n254\t\n255\t\tthreshold := a.cfg.Risk.TicketThreshold\n256\t\tif result.Escalation {\n257\t\t\tthreshold = a.cfg.Risk.EscalationThresholdFor(req.GetRoles())\n258\t\t\tlog.Info(\"session escalation detected\", \"threshold\", threshold)\n259\t\t}\n260\t\n261\t\tif result.Score < threshold {\n262\t\t\treason := fmt.Sprintf(\"ruth: %s (score %d) — auto-approved\",\n263\t\t\t\tresult.Tier.Name, result.Score)\n264\t\t\tif err := a.submitReview(ctx, id, types.RequestState_APPROVED, reason); err != nil {\n265\t\t\t\tlog.Error(\"auto-approve failed\", \"err\", err)\n266\t\t\t\treturn\n267\t\t\t}\n268\t\t\tlog.Info(\"access request auto-approved\",\n269\t\t\t\t\"score\", result.Score,\n270\t\t\t\t\"tier\", result.Tier.Name,\n271\t\t\t\t\"threshold\", threshold)\n272\t\t\treturn\n273\t\t}\n274\t\n275\t\tif a.cfg.DryRun {\n276\t\t\tlog.Info(\"dry-run: would create ITSM ticket and hold request pending\",\n277\t\t\t\t\"score\", result.Score,\n278\t\t\t\t\"tier\", result.Tier.Name,\n279\t\t\t\t\"threshold\", threshold)\n280\t\t\treturn\n281\t\t}\n282\t\n283\t\tticket, err := a.jira.CreateITSMTicket(ctx, jira.TicketInput{\n284\t\t\tRequestID:   id,\n285\t\t\tUser:        req.GetUser(),\n286\t\t\tRoles:       req.GetRoles(),\n287\t\t\tReason:      req.GetRequestReason(),\n288\t\t\tScore:       result.Score,\n289\t\t\tTier:        result.Tier.Name,\n290\t\t\tComponents:  result.Components,\n291\t\t\tAIReasoning: result.Reasoning,\n292\t\t\tEscalation:  result.Escalation,\n293\t\t})\n294\t\tif err != nil {\n295\t\t\tlog.Error(\"create ITSM ticket failed\", \"err\", err)\n296\t\t\treturn\n297\t\t}\n298\t\n299\t\ta.recordTicket(id, ticket)\n300\t\thandled = true\n301\t\tlog.Info(\"ITSM ticket created, request held for SRE review\",\n302\t\t\t\"ticket\", ticket, \"tier\", result.Tier.Name)\n303\t}\n304\t\n305\tfunc (a *App) pollITSM(ctx context.Context) error {\n306\t\tt := time.NewTicker(a.cfg.Jira.PollInterval)\n307\t\tdefer t.Stop()\n308\t\tfor {\n309\t\t\tselect {\n310\t\t\tcase <-ctx.Done():\n311\t\t\t\treturn ctx.Err()\n312\t\t\tcase <-t.C:\n313\t\t\t\ta.reconcileITSM(ctx)\n314\t\t\t}\n315\t\t}\n316\t}\n317\t\n318\tfunc (a *App) reconcileITSM(ctx context.Context) {\n319\t\ta.pendingMu.Lock()\n320\t\tsnap := make(map[string]string, len(a.pending))\n321\t\tfor k, v := range a.pending {\n322\t\t\tsnap[k] = v\n323\t\t}\n324\t\ta.pendingMu.Unlock()\n325\t\n326\t\tfor requestID, ticket := range snap {\n327\t\t\tif ticket == \"\" {\n328\t\t\t\t// Reservation for an in-flight handleRequest; nothing to poll yet.\n329\t\t\t\tcontinue\n330\t\t\t}\n331\t\t\tstatus, err := a.jira.TicketStatus(ctx, ticket)\n332\t\t\tif err != nil {\n333\t\t\t\tslog.Warn(\"ITSM status check failed\", \"ticket\", ticket, \"err\", err)\n334\t\t\t\tcontinue\n335\t\t\t}\n336\t\t\tvar next types.RequestState\n337\t\t\tswitch status {\n338\t\t\tcase jira.StatusApproved:\n339\t\t\t\tnext = types.RequestState_APPROVED\n340\t\t\tcase jira.StatusRejected:\n341\t\t\t\tnext = types.RequestState_DENIED\n342\t\t\tdefault:\n343\t\t\t\tcontinue\n344\t\t\t}\n345\t\t\treason := fmt.Sprintf(\"ruth: ITSM %s resolved (%s)\", ticket, status)\n346\t\t\tif err := a.submitReview(ctx, requestID, next, reason); err != nil {\n347\t\t\t\tslog.Error(\"submit review failed\", \"request_id\", requestID, \"err\", err)\n348\t\t\t\tcontinue\n349\t\t\t}\n350\t\t\ta.pendingMu.Lock()\n351\t\t\tdelete(a.pending, requestID)\n352\t\t\ta.pendingMu.Unlock()\n353\t\t}\n354\t}\n355\t\n356\tfunc (a *App) submitReview(ctx context.Context, requestID string, state types.RequestState, reason string) error {\n357\t\tif a.cfg.DryRun {\n358\t\t\tslog.Info(\"dry-run: skipping AccessReview submission\",\n359\t\t\t\t\"request_id\", requestID,\n360\t\t\t\t\"state\", state.String(),\n361\t\t\t\t\"reason\", reason)\n362\t\t\treturn nil\n363\t\t}\n364\t\t_, err := a.tele.SubmitAccessReview(ctx, types.AccessReviewSubmission{\n365\t\t\tRequestID: requestID,\n366\t\t\tReview: types.AccessReview{\n367\t\t\t\tAuthor:        \"ruth\",\n368\t\t\t\tProposedState: state,\n369\t\t\t\tReason:        reason,\n370\t\t\t},\n371\t\t})\n372\t\treturn err\n373\t}\n374\t"}]},"uuid":"b91a64a3-7f1b-4234-8bea-46a3b00749eb","timestamp":"2026-05-04T21:23:48.622Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/ruth/app.go","content":"package ruth\n\nimport (\n\t\"context\"\n\t\"fmt\"\n\t\"log/slog\"\n\t\"sync\"\n\t\"time\"\n\n\t\"github.com/gravitational/teleport/api/client\"\n\t\"github.com/gravitational/teleport/api/types\"\n\t\"golang.org/x/sync/errgroup\"\n\n\t\"ruth/ai\"\n\t\"ruth/jira\"\n\t\"ruth/reputation\"\n\t\"ruth/risk\"\n\t\"ruth/telemetry\"\n)\n\ntype App struct {\n\tcfg    *Config\n\ttele   *client.Client\n\tai     ai.Provider\n\tjira   *jira.Client\n\tscorer *risk.Scorer\n\trep    *reputation.Store\n\tmeter  *telemetry.Meter\n\n\tpending   map[string]string\n\tpendingMu sync.Mutex\n}\n\nfunc NewApp(ctx context.Context, cfg *Config) (*App, error) {\n\ttele, err := client.New(ctx, client.Config{\n\t\tAddrs: []string{cfg.Teleport.Addr},\n\t\tCredentials: []client.Credentials{\n\t\t\tclient.LoadIdentityFile(cfg.Teleport.IdentityFile),\n\t\t},\n\t})\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"teleport client: %w\", err)\n\t}\n\n\tprov, err := ai.New(cfg.AI)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"ai provider: %w\", err)\n\t}\n\n\tjc, err := jira.New(cfg.Jira)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"jira client: %w\", err)\n\t}\n\n\tscorer, err := risk.NewScorer(cfg.Risk)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"scorer: %w\", err)\n\t}\n\n\tstore, err := reputation.NewStore(cfg.Reputation)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"reputation store: %w\", err)\n\t}\n\n\tvar meter *telemetry.Meter\n\tif cfg.Telemetry.Enabled {\n\t\tmeter, err = telemetry.New(ctx, cfg.Telemetry, store)\n\t\tif err != nil {\n\t\t\treturn nil, fmt.Errorf(\"telemetry: %w\", err)\n\t\t}\n\t}\n\n\treturn &App{\n\t\tcfg:     cfg,\n\t\ttele:    tele,\n\t\tai:      prov,\n\t\tjira:    jc,\n\t\tscorer:  scorer,\n\t\trep:     store,\n\t\tmeter:   meter,\n\t\tpending: map[string]string{},\n\t}, nil\n}\n\n// Close flushes outstanding telemetry. Safe to call even if telemetry\n// is disabled.\nfunc (a *App) Close(ctx context.Context) error {\n\treturn a.meter.Shutdown(ctx)\n}\n\nfunc (a *App) Run(ctx context.Context) error {\n\tslog.Info(\"ruth starting\",\n\t\t\"provider\", a.cfg.AI.Provider,\n\t\t\"threshold\", a.cfg.Risk.TicketThreshold,\n\t\t\"itsm_project\", a.cfg.Jira.Project,\n\t\t\"dry_run\", a.cfg.DryRun)\n\tif a.cfg.DryRun {\n\t\tslog.Warn(\"dry-run enabled: no Teleport reviews or Jira tickets will be submitted\")\n\t}\n\n\tif err := a.rehydrate(ctx); err != nil {\n\t\treturn fmt.Errorf(\"rehydrate open ITSM tickets: %w\", err)\n\t}\n\n\t// Run watcher/poller under their own cancelable context rather than\n\t// bolting them directly to the signal context. A coordinator\n\t// goroutine waits for the signal, then sleeps for\n\t// telemetry.shutdown_grace before cancelling the errgroup so that\n\t// the OTel periodic reader can finish an in-flight export cleanly.\n\trunCtx, cancelRun := context.WithCancel(context.Background())\n\tdefer cancelRun()\n\tg, gctx := errgroup.WithContext(runCtx)\n\tg.Go(func() error { return a.watchRequests(gctx) })\n\tg.Go(func() error { return a.pollITSM(gctx) })\n\tg.Go(func() error {\n\t\tselect {\n\t\tcase <-ctx.Done():\n\t\t\tgrace := time.Duration(0)\n\t\t\tif a.cfg.Telemetry.Enabled {\n\t\t\t\tgrace = a.cfg.Telemetry.ShutdownGrace\n\t\t\t}\n\t\t\tif grace > 0 {\n\t\t\t\tslog.Info(\"shutdown signal received; waiting for telemetry flush\", \"grace\", grace)\n\t\t\t\tselect {\n\t\t\t\tcase <-time.After(grace):\n\t\t\t\tcase <-gctx.Done():\n\t\t\t\t\t// errgroup collapsed for some other reason; stop waiting.\n\t\t\t\t}\n\t\t\t}\n\t\t\tcancelRun()\n\t\tcase <-gctx.Done():\n\t\t}\n\t\treturn nil\n\t})\n\n\treturn g.Wait()\n}\n\nfunc (a *App) rehydrate(ctx context.Context) error {\n\topen, err := a.jira.ListOpenTeleportTickets(ctx)\n\tif err != nil {\n\t\treturn err\n\t}\n\ta.pendingMu.Lock()\n\tfor reqID, ticket := range open {\n\t\ta.pending[reqID] = ticket\n\t}\n\ta.pendingMu.Unlock()\n\tslog.Info(\"rehydrated pending tickets\", \"count\", len(open))\n\treturn nil\n}\n\nfunc (a *App) watchRequests(ctx context.Context) error {\n\twatcher, err := a.tele.NewWatcher(ctx, types.Watch{\n\t\tKinds: []types.WatchKind{{Kind: types.KindAccessRequest}},\n\t})\n\tif err != nil {\n\t\treturn fmt.Errorf(\"start watcher: %w\", err)\n\t}\n\tdefer watcher.Close()\n\n\tfor {\n\t\tselect {\n\t\tcase <-ctx.Done():\n\t\t\treturn ctx.Err()\n\t\tcase <-watcher.Done():\n\t\t\treturn watcher.Error()\n\t\tcase ev := <-watcher.Events():\n\t\t\tif ev.Type != types.OpPut {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\treq, ok := ev.Resource.(types.AccessRequest)\n\t\t\tif !ok {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tif req.GetState() != types.RequestState_PENDING {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tif !a.reserveOrSkip(req.GetName()) {\n\t\t\t\tcontinue\n\t\t\t}\n\t\t\tgo a.handleRequest(ctx, req)\n\t\t}\n\t}\n}\n\n// reserveOrSkip atomically claims a slot for request id. Returns true if\n// this caller won the race and should process the request; false if the\n// id is already in flight or already has a ticket. Using the same map\n// for both reservations and ticket mappings keeps dedup decisions on a\n// single source of truth.\nfunc (a *App) reserveOrSkip(id string) bool {\n\ta.pendingMu.Lock()\n\tdefer a.pendingMu.Unlock()\n\tif _, held := a.pending[id]; held {\n\t\treturn false\n\t}\n\ta.pending[id] = \"\"\n\treturn true\n}\n\nfunc (a *App) releasePending(id string) {\n\ta.pendingMu.Lock()\n\tdefer a.pendingMu.Unlock()\n\tdelete(a.pending, id)\n}\n\nfunc (a *App) recordTicket(id, ticket string) {\n\ta.pendingMu.Lock()\n\tdefer a.pendingMu.Unlock()\n\ta.pending[id] = ticket\n}\n\nfunc (a *App) handleRequest(ctx context.Context, req types.AccessRequest) {\n\tid := req.GetName()\n\tuser := req.GetUser()\n\tlog := slog.With(\"request_id\", id, \"user\", user)\n\n\t// Release the reservation unless we successfully record a ticket;\n\t// that way score/Jira failures are re-tryable on the next OpPut and\n\t// auto-approved requests don't leave stale entries behind.\n\thandled := false\n\tdefer func() {\n\t\tif !handled {\n\t\t\ta.releasePending(id)\n\t\t}\n\t}()\n\n\tlog.Info(\"scoring access request\")\n\tresult, err := a.scorer.Score(ctx, a.ai, req)\n\tif err != nil {\n\t\tlog.Error(\"scoring failed\", \"err\", err)\n\t\treturn\n\t}\n\tlog.Info(\"risk scored\",\n\t\t\"score\", result.Score,\n\t\t\"tier\", result.Tier.Name,\n\t\t\"components\", result.Components)\n\n\tassessment, err := a.rep.Assess(ctx, user, result.Components)\n\tif err != nil {\n\t\tlog.Warn(\"reputation update failed\", \"err\", err)\n\t}\n\tif len(assessment.Penalties) > 0 {\n\t\treasons := make([]string, 0, len(assessment.Penalties))\n\t\tfor _, p := range assessment.Penalties {\n\t\t\treasons = append(reasons, p.Reason)\n\t\t}\n\t\tlog.Info(\"reputation docked\",\n\t\t\t\"previous\", assessment.Previous,\n\t\t\t\"current\", assessment.Score,\n\t\t\t\"reasons\", reasons)\n\t}\n\n\tthreshold := a.cfg.Risk.TicketThreshold\n\tif result.Escalation {\n\t\tthreshold = a.cfg.Risk.EscalationThresholdFor(req.GetRoles())\n\t\tlog.Info(\"session escalation detected\", \"threshold\", threshold)\n\t}\n\n\tif result.Score < threshold {\n\t\treason := fmt.Sprintf(\"ruth: %s (score %d) — auto-approved\",\n\t\t\tresult.Tier.Name, result.Score)\n\t\tif err := a.submitReview(ctx, id, types.RequestState_APPROVED, reason); err != nil {\n\t\t\tlog.Error(\"auto-approve failed\", \"err\", err)\n\t\t\treturn\n\t\t}\n\t\tlog.Info(\"access request auto-approved\",\n\t\t\t\"score\", result.Score,\n\t\t\t\"tier\", result.Tier.Name,\n\t\t\t\"threshold\", threshold)\n\t\treturn\n\t}\n\n\tif a.cfg.DryRun {\n\t\tlog.Info(\"dry-run: would create ITSM ticket and hold request pending\",\n\t\t\t\"score\", result.Score,\n\t\t\t\"tier\", result.Tier.Name,\n\t\t\t\"threshold\", threshold)\n\t\treturn\n\t}\n\n\tticket, err := a.jira.CreateITSMTicket(ctx, jira.TicketInput{\n\t\tRequestID:   id,\n\t\tUser:        req.GetUser(),\n\t\tRoles:       req.GetRoles(),\n\t\tReason:      req.GetRequestReason(),\n\t\tScore:       result.Score,\n\t\tTier:        result.Tier.Name,\n\t\tComponents:  result.Components,\n\t\tAIReasoning: result.Reasoning,\n\t\tEscalation:  result.Escalation,\n\t})\n\tif err != nil {\n\t\tlog.Error(\"create ITSM ticket failed\", \"err\", err)\n\t\treturn\n\t}\n\n\ta.recordTicket(id, ticket)\n\thandled = true\n\tlog.Info(\"ITSM ticket created, request held for SRE review\",\n\t\t\"ticket\", ticket, \"tier\", result.Tier.Name)\n}\n\nfunc (a *App) pollITSM(ctx context.Context) error {\n\tt := time.NewTicker(a.cfg.Jira.PollInterval)\n\tdefer t.Stop()\n\tfor {\n\t\tselect {\n\t\tcase <-ctx.Done():\n\t\t\treturn ctx.Err()\n\t\tcase <-t.C:\n\t\t\ta.reconcileITSM(ctx)\n\t\t}\n\t}\n}\n\nfunc (a *App) reconcileITSM(ctx context.Context) {\n\ta.pendingMu.Lock()\n\tsnap := make(map[string]string, len(a.pending))\n\tfor k, v := range a.pending {\n\t\tsnap[k] = v\n\t}\n\ta.pendingMu.Unlock()\n\n\tfor requestID, ticket := range snap {\n\t\tif ticket == \"\" {\n\t\t\t// Reservation for an in-flight handleRequest; nothing to poll yet.\n\t\t\tcontinue\n\t\t}\n\t\tstatus, err := a.jira.TicketStatus(ctx, ticket)\n\t\tif err != nil {\n\t\t\tslog.Warn(\"ITSM status check failed\", \"ticket\", ticket, \"err\", err)\n\t\t\tcontinue\n\t\t}\n\t\tvar next types.RequestState\n\t\tswitch status {\n\t\tcase jira.StatusApproved:\n\t\t\tnext = types.RequestState_APPROVED\n\t\tcase jira.StatusRejected:\n\t\t\tnext = types.RequestState_DENIED\n\t\tdefault:\n\t\t\tcontinue\n\t\t}\n\t\treason := fmt.Sprintf(\"ruth: ITSM %s resolved (%s)\", ticket, status)\n\t\tif err := a.submitReview(ctx, requestID, next, reason); err != nil {\n\t\t\tslog.Error(\"submit review failed\", \"request_id\", requestID, \"err\", err)\n\t\t\tcontinue\n\t\t}\n\t\ta.pendingMu.Lock()\n\t\tdelete(a.pending, requestID)\n\t\ta.pendingMu.Unlock()\n\t}\n}\n\nfunc (a *App) submitReview(ctx context.Context, requestID string, state types.RequestState, reason string) error {\n\tif a.cfg.DryRun {\n\t\tslog.Info(\"dry-run: skipping AccessReview submission\",\n\t\t\t\"request_id\", requestID,\n\t\t\t\"state\", state.String(),\n\t\t\t\"reason\", reason)\n\t\treturn nil\n\t}\n\t_, err := a.tele.SubmitAccessReview(ctx, types.AccessReviewSubmission{\n\t\tRequestID: requestID,\n\t\tReview: types.AccessReview{\n\t\t\tAuthor:        \"ruth\",\n\t\t\tProposedState: state,\n\t\t\tReason:        reason,\n\t\t},\n\t})\n\treturn err\n}\n","numLines":374,"startLine":1,"totalLines":374}},"sourceToolAssistantUUID":"4672b0ce-56c3-45f9-9797-71ef17855fa0","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
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{"parentUuid":"dd34516d-aeed-49ad-9c69-197bf270e51f","isSidechain":false,"promptId":"af407185-e009-4839-bc89-85e2b60c5842","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012Lg3UkRbq6Ng1UB7x5TuBd","type":"tool_result","content":"1\tpackage risk\n2\t\n3\timport (\n4\t\t\"context\"\n5\t\t\"log/slog\"\n6\t\t\"regexp\"\n7\t\t\"time\"\n8\t\n9\t\t\"github.com/gravitational/teleport/api/types\"\n10\t\n11\t\t\"ruth/ai\"\n12\t)\n13\t\n14\ttype Result struct {\n15\t\tScore      int\n16\t\tTier       Tier\n17\t\tComponents map[string]int\n18\t\tReasoning  string\n19\t\tEscalation bool\n20\t}\n21\t\n22\ttype Scorer struct {\n23\t\tcfg        Config\n24\t\tcustxRegex *regexp.Regexp\n25\t\tloc        *time.Location\n26\t}\n27\t\n28\tfunc NewScorer(cfg Config) (*Scorer, error) {\n29\t\tre, err := regexp.Compile(cfg.CUSTXPattern)\n30\t\tif err != nil {\n31\t\t\treturn nil, err\n32\t\t}\n33\t\tloc, err := time.LoadLocation(cfg.Timezone)\n34\t\tif err != nil {\n35\t\t\treturn nil, err\n36\t\t}\n37\t\treturn &Scorer{cfg: cfg, custxRegex: re, loc: loc}, nil\n38\t}\n39\t\n40\tfunc (s *Scorer) Score(ctx context.Context, prov ai.Provider, req types.AccessRequest) (*Result, error) {\n41\t\treason := req.GetRequestReason()\n42\t\thasCUSTX := s.custxRegex.MatchString(reason)\n43\t\tdescLen := len(reason)\n44\t\n45\t\tvar resources []string\n46\t\tfor _, r := range req.GetRequestedResourceIDs() {\n47\t\t\tresources = append(resources, r.Name)\n48\t\t}\n49\t\n50\t\tassessment, err := prov.Assess(ctx, ai.ScoreRequest{\n51\t\t\tUser:              req.GetUser(),\n52\t\t\tRoles:             req.GetRoles(),\n53\t\t\tResources:         resources,\n54\t\t\tReason:            reason,\n55\t\t\tHasCUSTXReference: hasCUSTX,\n56\t\t})\n57\t\tif err != nil {\n58\t\t\treturn nil, err\n59\t\t}\n60\t\tslog.Debug(\"ai assessment received\",\n61\t\t\t\"user\", req.GetUser(),\n62\t\t\t\"description_quality\", assessment.DescriptionQuality,\n63\t\t\t\"privilege_concern\", assessment.PrivilegeConcern,\n64\t\t\t\"anomalies\", assessment.Anomalies,\n65\t\t\t\"reasoning\", assessment.Reasoning)\n66\t\n67\t\tcomponents := map[string]int{}\n68\t\tscore := 0\n69\t\n70\t\tif !hasCUSTX {\n71\t\t\tcomponents[\"missing_custx_ticket\"] = 30\n72\t\t\tscore += 30\n73\t\t}\n74\t\tif descLen < 40 {\n75\t\t\tcomponents[\"thin_description\"] = 15\n76\t\t\tscore += 15\n77\t\t}\n78\t\tcomponents[\"description_quality\"] = clamp(assessment.DescriptionQuality, 0, 25)\n79\t\tcomponents[\"privilege_concern\"] = clamp(assessment.PrivilegeConcern, 0, 25)\n80\t\tcomponents[\"ai_anomalies\"] = clamp(assessment.Anomalies, 0, 10)\n81\t\tscore += components[\"description_quality\"] + components[\"privilege_concern\"] + components[\"ai_anomalies\"]\n82\t\n83\t\tif s.isOffHours(time.Now()) {\n84\t\t\tcomponents[\"off_hours\"] = 10\n85\t\t\tscore += 10\n86\t\t}\n87\t\n88\t\tif score > 100 {\n89\t\t\tscore = 100\n90\t\t}\n91\t\n92\t\treturn &Result{\n93\t\t\tScore:      score,\n94\t\t\tTier:       TierForScore(score),\n95\t\t\tComponents: components,\n96\t\t\tReasoning:  assessment.Reasoning,\n97\t\t\tEscalation: IsEscalation(req, s.cfg.EscalationAnnotation),\n98\t\t}, nil\n99\t}\n100\t\n101\t// IsEscalation reports whether the access request carries the configured\n102\t// escalation annotation with a non-empty value.\n103\tfunc IsEscalation(req types.AccessRequest, key string) bool {\n104\t\tif key == \"\" {\n105\t\t\treturn false\n106\t\t}\n107\t\tfor _, v := range req.GetSystemAnnotations()[key] {\n108\t\t\tif v != \"\" {\n109\t\t\t\treturn true\n110\t\t\t}\n111\t\t}\n112\t\treturn false\n113\t}\n114\t\n115\tfunc (s *Scorer) isOffHours(t time.Time) bool {\n116\t\tif s.cfg.OffHoursStart == 0 && s.cfg.OffHoursEnd == 0 {\n117\t\t\treturn false\n118\t\t}\n119\t\th := t.In(s.loc).Hour()\n120\t\tstart, end := s.cfg.OffHoursStart, s.cfg.OffHoursEnd\n121\t\tif start <= end {\n122\t\t\treturn h >= start && h < end\n123\t\t}\n124\t\treturn h >= start || h < end\n125\t}\n126\t\n127\tfunc clamp(v, lo, hi int) int {\n128\t\tif v < lo {\n129\t\t\treturn lo\n130\t\t}\n131\t\tif v > hi {\n132\t\t\treturn hi\n133\t\t}\n134\t\treturn v\n135\t}\n136\t"}]},"uuid":"5a789feb-40fd-40b8-8e0b-a3718a6930c7","timestamp":"2026-05-04T21:23:49.031Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/ruth/risk/score.go","content":"package risk\n\nimport (\n\t\"context\"\n\t\"log/slog\"\n\t\"regexp\"\n\t\"time\"\n\n\t\"github.com/gravitational/teleport/api/types\"\n\n\t\"ruth/ai\"\n)\n\ntype Result struct {\n\tScore      int\n\tTier       Tier\n\tComponents map[string]int\n\tReasoning  string\n\tEscalation bool\n}\n\ntype Scorer struct {\n\tcfg        Config\n\tcustxRegex *regexp.Regexp\n\tloc        *time.Location\n}\n\nfunc NewScorer(cfg Config) (*Scorer, error) {\n\tre, err := regexp.Compile(cfg.CUSTXPattern)\n\tif err != nil {\n\t\treturn nil, err\n\t}\n\tloc, err := time.LoadLocation(cfg.Timezone)\n\tif err != nil {\n\t\treturn nil, err\n\t}\n\treturn &Scorer{cfg: cfg, custxRegex: re, loc: loc}, nil\n}\n\nfunc (s *Scorer) Score(ctx context.Context, prov ai.Provider, req types.AccessRequest) (*Result, error) {\n\treason := req.GetRequestReason()\n\thasCUSTX := s.custxRegex.MatchString(reason)\n\tdescLen := len(reason)\n\n\tvar resources []string\n\tfor _, r := range req.GetRequestedResourceIDs() {\n\t\tresources = append(resources, r.Name)\n\t}\n\n\tassessment, err := prov.Assess(ctx, ai.ScoreRequest{\n\t\tUser:              req.GetUser(),\n\t\tRoles:             req.GetRoles(),\n\t\tResources:         resources,\n\t\tReason:            reason,\n\t\tHasCUSTXReference: hasCUSTX,\n\t})\n\tif err != nil {\n\t\treturn nil, err\n\t}\n\tslog.Debug(\"ai assessment received\",\n\t\t\"user\", req.GetUser(),\n\t\t\"description_quality\", assessment.DescriptionQuality,\n\t\t\"privilege_concern\", assessment.PrivilegeConcern,\n\t\t\"anomalies\", assessment.Anomalies,\n\t\t\"reasoning\", assessment.Reasoning)\n\n\tcomponents := map[string]int{}\n\tscore := 0\n\n\tif !hasCUSTX {\n\t\tcomponents[\"missing_custx_ticket\"] = 30\n\t\tscore += 30\n\t}\n\tif descLen < 40 {\n\t\tcomponents[\"thin_description\"] = 15\n\t\tscore += 15\n\t}\n\tcomponents[\"description_quality\"] = clamp(assessment.DescriptionQuality, 0, 25)\n\tcomponents[\"privilege_concern\"] = clamp(assessment.PrivilegeConcern, 0, 25)\n\tcomponents[\"ai_anomalies\"] = clamp(assessment.Anomalies, 0, 10)\n\tscore += components[\"description_quality\"] + components[\"privilege_concern\"] + components[\"ai_anomalies\"]\n\n\tif s.isOffHours(time.Now()) {\n\t\tcomponents[\"off_hours\"] = 10\n\t\tscore += 10\n\t}\n\n\tif score > 100 {\n\t\tscore = 100\n\t}\n\n\treturn &Result{\n\t\tScore:      score,\n\t\tTier:       TierForScore(score),\n\t\tComponents: components,\n\t\tReasoning:  assessment.Reasoning,\n\t\tEscalation: IsEscalation(req, s.cfg.EscalationAnnotation),\n\t}, nil\n}\n\n// IsEscalation reports whether the access request carries the configured\n// escalation annotation with a non-empty value.\nfunc IsEscalation(req types.AccessRequest, key string) bool {\n\tif key == \"\" {\n\t\treturn false\n\t}\n\tfor _, v := range req.GetSystemAnnotations()[key] {\n\t\tif v != \"\" {\n\t\t\treturn true\n\t\t}\n\t}\n\treturn false\n}\n\nfunc (s *Scorer) isOffHours(t time.Time) bool {\n\tif s.cfg.OffHoursStart == 0 && s.cfg.OffHoursEnd == 0 {\n\t\treturn false\n\t}\n\th := t.In(s.loc).Hour()\n\tstart, end := s.cfg.OffHoursStart, s.cfg.OffHoursEnd\n\tif start <= end {\n\t\treturn h >= start && h < end\n\t}\n\treturn h >= start || h < end\n}\n\nfunc clamp(v, lo, hi int) int {\n\tif v < lo {\n\t\treturn lo\n\t}\n\tif v > hi {\n\t\treturn hi\n\t}\n\treturn v\n}\n","numLines":136,"startLine":1,"totalLines":136}},"sourceToolAssistantUUID":"dd34516d-aeed-49ad-9c69-197bf270e51f","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
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{"parentUuid":"6eeacbeb-400d-41c2-9cde-3048e0c41b57","isSidechain":false,"promptId":"af407185-e009-4839-bc89-85e2b60c5842","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01V5pduQiHyANhycCBNiPQfq","type":"tool_result","content":"1\tpackage risk\n2\t\n3\ttype Config struct {\n4\t\tTicketThreshold int    `toml:\"ticket_threshold\"`\n5\t\tCUSTXPattern    string `toml:\"custx_pattern\"`\n6\t\tOffHoursStart   int    `toml:\"off_hours_start\"`\n7\t\tOffHoursEnd     int    `toml:\"off_hours_end\"`\n8\t\tTimezone        string `toml:\"timezone\"`\n9\t\n10\t\t// EscalationAnnotation is the Teleport system annotation key that marks\n11\t\t// an access request as a session escalation. 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The strictest (lowest) matching value wins when a\n19\t\t// request names multiple roles.\n20\t\tEscalationThresholds map[string]int `toml:\"escalation_thresholds\"`\n21\t}\n22\t\n23\tfunc (c *Config) ApplyDefaults() {\n24\t\tif c.TicketThreshold == 0 {\n25\t\t\tc.TicketThreshold = 25\n26\t\t}\n27\t\tif c.CUSTXPattern == \"\" {\n28\t\t\tc.CUSTXPattern = `CUSTX-\\d+`\n29\t\t}\n30\t\tif c.Timezone == \"\" {\n31\t\t\tc.Timezone = \"UTC\"\n32\t\t}\n33\t\tif c.EscalationAnnotation == \"\" {\n34\t\t\tc.EscalationAnnotation = \"ruth.escalation\"\n35\t\t}\n36\t\tif c.EscalationThreshold == 0 {\n37\t\t\tc.EscalationThreshold = 15\n38\t\t}\n39\t}\n40\t\n41\t// EscalationThresholdFor returns the strictest ticket threshold among the\n42\t// requested roles. A role without an explicit override uses the global\n43\t// EscalationThreshold. An empty role list also yields the global default.\n44\tfunc (c Config) EscalationThresholdFor(roles []string) int {\n45\t\tif len(roles) == 0 {\n46\t\t\treturn c.EscalationThreshold\n47\t\t}\n48\t\tchosen := -1\n49\t\tfor _, role := range roles {\n50\t\t\tt, ok := c.EscalationThresholds[role]\n51\t\t\tif !ok {\n52\t\t\t\tt = c.EscalationThreshold\n53\t\t\t}\n54\t\t\tif chosen == -1 || t < chosen {\n55\t\t\t\tchosen = t\n56\t\t\t}\n57\t\t}\n58\t\treturn chosen\n59\t}\n60\t\n61\ttype Tier struct {\n62\t\tName     string\n63\t\tMinScore int\n64\t}\n65\t\n66\tvar Tiers = []Tier{\n67\t\t{Name: \"low\", MinScore: 0},\n68\t\t{Name: \"medium\", MinScore: 25},\n69\t\t{Name: \"high\", MinScore: 50},\n70\t\t{Name: \"critical\", MinScore: 75},\n71\t}\n72\t\n73\tfunc TierForScore(score int) Tier {\n74\t\tchosen := Tiers[0]\n75\t\tfor _, t := range Tiers {\n76\t\t\tif score >= t.MinScore {\n77\t\t\t\tchosen = t\n78\t\t\t}\n79\t\t}\n80\t\treturn chosen\n81\t}\n82\t"}]},"uuid":"5259a6cd-0eec-466f-a7a3-273029c755a7","timestamp":"2026-05-04T21:23:49.744Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/ruth/risk/risk.go","content":"package risk\n\ntype Config struct {\n\tTicketThreshold int    `toml:\"ticket_threshold\"`\n\tCUSTXPattern    string `toml:\"custx_pattern\"`\n\tOffHoursStart   int    `toml:\"off_hours_start\"`\n\tOffHoursEnd     int    `toml:\"off_hours_end\"`\n\tTimezone        string `toml:\"timezone\"`\n\n\t// EscalationAnnotation is the Teleport system annotation key that marks\n\t// an access request as a session escalation. 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{"parentUuid":"1faa5724-7fd9-4647-8712-078d2910fd14","isSidechain":false,"promptId":"af407185-e009-4839-bc89-85e2b60c5842","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014dwGBk7SFnKUtSQSAc8Ei7","type":"tool_result","content":"1\t// Package telemetry wires an OpenTelemetry MeterProvider to an OTLP/gRPC\n2\t// collector and publishes per-user reputation as an observable gauge. The\n3\t// collector is expected to fan out to Datadog (or any other backend) via\n4\t// its own exporter pipeline.\n5\tpackage telemetry\n6\t\n7\timport (\n8\t\t\"context\"\n9\t\t\"fmt\"\n10\t\t\"time\"\n11\t\n12\t\t\"go.opentelemetry.io/otel\"\n13\t\t\"go.opentelemetry.io/otel/attribute\"\n14\t\t\"go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc\"\n15\t\t\"go.opentelemetry.io/otel/metric\"\n16\t\tsdkmetric \"go.opentelemetry.io/otel/sdk/metric\"\n17\t\t\"go.opentelemetry.io/otel/sdk/resource\"\n18\t\tsemconv \"go.opentelemetry.io/otel/semconv/v1.24.0\"\n19\t)\n20\t\n21\ttype Config struct {\n22\t\tEnabled      bool          `toml:\"enabled\"`\n23\t\tEndpoint     string        `toml:\"endpoint\"`\n24\t\tInsecure     bool          `toml:\"insecure\"`\n25\t\tServiceName  string        `toml:\"service_name\"`\n26\t\tExportPeriod time.Duration `toml:\"export_period\"`\n27\t\n28\t\t// ShutdownGrace is the delay between receiving SIGINT/SIGTERM and\n29\t\t// cancelling the watcher/poller context. It gives the OTel periodic\n30\t\t// reader time to finish an in-flight export before the app tears\n31\t\t// down; without it shutdowns emit a spurious \"context canceled\"\n32\t\t// error from the exporter. Set to 0 to disable.\n33\t\tShutdownGrace time.Duration `toml:\"shutdown_grace\"`\n34\t}\n35\t\n36\tfunc (c *Config) ApplyDefaults() {\n37\t\tif c.ServiceName == \"\" {\n38\t\t\tc.ServiceName = \"ruth\"\n39\t\t}\n40\t\tif c.ExportPeriod == 0 {\n41\t\t\tc.ExportPeriod = 15 * time.Second\n42\t\t}\n43\t\tif c.ShutdownGrace == 0 {\n44\t\t\tc.ShutdownGrace = 2 * time.Second\n45\t\t}\n46\t}\n47\t\n48\t// ReputationSource is the minimum surface telemetry needs from the\n49\t// reputation store: iterate the users it currently knows about.\n50\ttype ReputationSource interface {\n51\t\tRange(fn func(user string, score int))\n52\t}\n53\t\n54\ttype Meter struct {\n55\t\tprovider *sdkmetric.MeterProvider\n56\t\treg      metric.Registration\n57\t}\n58\t\n59\tfunc New(ctx context.Context, cfg Config, src ReputationSource) (*Meter, error) {\n60\t\topts := []otlpmetricgrpc.Option{}\n61\t\tif cfg.Endpoint != \"\" {\n62\t\t\topts = append(opts, otlpmetricgrpc.WithEndpoint(cfg.Endpoint))\n63\t\t}\n64\t\tif cfg.Insecure {\n65\t\t\topts = append(opts, otlpmetricgrpc.WithInsecure())\n66\t\t}\n67\t\texp, err := otlpmetricgrpc.New(ctx, opts...)\n68\t\tif err != nil {\n69\t\t\treturn nil, fmt.Errorf(\"otlp exporter: %w\", err)\n70\t\t}\n71\t\n72\t\tres, err := resource.New(ctx, resource.WithAttributes(semconv.ServiceName(cfg.ServiceName)))\n73\t\tif err != nil {\n74\t\t\treturn nil, fmt.Errorf(\"resource: %w\", err)\n75\t\t}\n76\t\n77\t\tprovider := sdkmetric.NewMeterProvider(\n78\t\t\tsdkmetric.WithResource(res),\n79\t\t\tsdkmetric.WithReader(sdkmetric.NewPeriodicReader(exp, sdkmetric.WithInterval(cfg.ExportPeriod))),\n80\t\t)\n81\t\totel.SetMeterProvider(provider)\n82\t\n83\t\tmeter := provider.Meter(\"ruth/reputation\")\n84\t\tgauge, err := meter.Int64ObservableGauge(\n85\t\t\t\"ruth.user.reputation\",\n86\t\t\tmetric.WithDescription(\"Per-user reputation score (lower = worse)\"),\n87\t\t)\n88\t\tif err != nil {\n89\t\t\t_ = provider.Shutdown(ctx)\n90\t\t\treturn nil, fmt.Errorf(\"register gauge: %w\", err)\n91\t\t}\n92\t\n93\t\treg, err := meter.RegisterCallback(func(_ context.Context, o metric.Observer) error {\n94\t\t\tsrc.Range(func(user string, score int) {\n95\t\t\t\to.ObserveInt64(gauge, int64(score), metric.WithAttributes(\n96\t\t\t\t\tattribute.String(\"user\", user),\n97\t\t\t\t))\n98\t\t\t})\n99\t\t\treturn nil\n100\t\t}, gauge)\n101\t\tif err != nil {\n102\t\t\t_ = provider.Shutdown(ctx)\n103\t\t\treturn nil, fmt.Errorf(\"register callback: %w\", err)\n104\t\t}\n105\t\n106\t\treturn &Meter{provider: provider, reg: reg}, nil\n107\t}\n108\t\n109\t// Shutdown unregisters the callback and flushes pending metrics to the\n110\t// collector. Safe to call on a nil receiver.\n111\tfunc (m *Meter) Shutdown(ctx context.Context) error {\n112\t\tif m == nil || m.provider == nil {\n113\t\t\treturn nil\n114\t\t}\n115\t\t_ = m.reg.Unregister()\n116\t\treturn m.provider.Shutdown(ctx)\n117\t}\n118\t"}]},"uuid":"56451d53-6437-4379-b895-37779644d0dc","timestamp":"2026-05-04T21:23:56.093Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/ruth/telemetry/telemetry.go","content":"// Package telemetry wires an OpenTelemetry MeterProvider to an OTLP/gRPC\n// collector and publishes per-user reputation as an observable gauge. The\n// collector is expected to fan out to Datadog (or any other backend) via\n// its own exporter pipeline.\npackage telemetry\n\nimport (\n\t\"context\"\n\t\"fmt\"\n\t\"time\"\n\n\t\"go.opentelemetry.io/otel\"\n\t\"go.opentelemetry.io/otel/attribute\"\n\t\"go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc\"\n\t\"go.opentelemetry.io/otel/metric\"\n\tsdkmetric \"go.opentelemetry.io/otel/sdk/metric\"\n\t\"go.opentelemetry.io/otel/sdk/resource\"\n\tsemconv \"go.opentelemetry.io/otel/semconv/v1.24.0\"\n)\n\ntype Config struct {\n\tEnabled      bool          `toml:\"enabled\"`\n\tEndpoint     string        `toml:\"endpoint\"`\n\tInsecure     bool          `toml:\"insecure\"`\n\tServiceName  string        `toml:\"service_name\"`\n\tExportPeriod time.Duration `toml:\"export_period\"`\n\n\t// ShutdownGrace is the delay between receiving SIGINT/SIGTERM and\n\t// cancelling the watcher/poller context. It gives the OTel periodic\n\t// reader time to finish an in-flight export before the app tears\n\t// down; without it shutdowns emit a spurious \"context canceled\"\n\t// error from the exporter. Set to 0 to disable.\n\tShutdownGrace time.Duration `toml:\"shutdown_grace\"`\n}\n\nfunc (c *Config) ApplyDefaults() {\n\tif c.ServiceName == \"\" {\n\t\tc.ServiceName = \"ruth\"\n\t}\n\tif c.ExportPeriod == 0 {\n\t\tc.ExportPeriod = 15 * time.Second\n\t}\n\tif c.ShutdownGrace == 0 {\n\t\tc.ShutdownGrace = 2 * time.Second\n\t}\n}\n\n// ReputationSource is the minimum surface telemetry needs from the\n// reputation store: iterate the users it currently knows about.\ntype ReputationSource interface {\n\tRange(fn func(user string, score int))\n}\n\ntype Meter struct {\n\tprovider *sdkmetric.MeterProvider\n\treg      metric.Registration\n}\n\nfunc New(ctx context.Context, cfg Config, src ReputationSource) (*Meter, error) {\n\topts := []otlpmetricgrpc.Option{}\n\tif cfg.Endpoint != \"\" {\n\t\topts = append(opts, otlpmetricgrpc.WithEndpoint(cfg.Endpoint))\n\t}\n\tif cfg.Insecure {\n\t\topts = append(opts, otlpmetricgrpc.WithInsecure())\n\t}\n\texp, err := otlpmetricgrpc.New(ctx, opts...)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"otlp exporter: %w\", err)\n\t}\n\n\tres, err := resource.New(ctx, resource.WithAttributes(semconv.ServiceName(cfg.ServiceName)))\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"resource: %w\", err)\n\t}\n\n\tprovider := sdkmetric.NewMeterProvider(\n\t\tsdkmetric.WithResource(res),\n\t\tsdkmetric.WithReader(sdkmetric.NewPeriodicReader(exp, sdkmetric.WithInterval(cfg.ExportPeriod))),\n\t)\n\totel.SetMeterProvider(provider)\n\n\tmeter := provider.Meter(\"ruth/reputation\")\n\tgauge, err := meter.Int64ObservableGauge(\n\t\t\"ruth.user.reputation\",\n\t\tmetric.WithDescription(\"Per-user reputation score (lower = worse)\"),\n\t)\n\tif err != nil {\n\t\t_ = provider.Shutdown(ctx)\n\t\treturn nil, fmt.Errorf(\"register gauge: %w\", err)\n\t}\n\n\treg, err := meter.RegisterCallback(func(_ context.Context, o metric.Observer) error {\n\t\tsrc.Range(func(user string, score int) {\n\t\t\to.ObserveInt64(gauge, int64(score), metric.WithAttributes(\n\t\t\t\tattribute.String(\"user\", user),\n\t\t\t))\n\t\t})\n\t\treturn nil\n\t}, gauge)\n\tif err != nil {\n\t\t_ = provider.Shutdown(ctx)\n\t\treturn nil, fmt.Errorf(\"register callback: %w\", err)\n\t}\n\n\treturn &Meter{provider: provider, reg: reg}, nil\n}\n\n// Shutdown unregisters the callback and flushes pending metrics to the\n// collector. Safe to call on a nil receiver.\nfunc (m *Meter) Shutdown(ctx context.Context) error {\n\tif m == nil || m.provider == nil {\n\t\treturn nil\n\t}\n\t_ = m.reg.Unregister()\n\treturn m.provider.Shutdown(ctx)\n}\n","numLines":118,"startLine":1,"totalLines":118}},"sourceToolAssistantUUID":"1faa5724-7fd9-4647-8712-078d2910fd14","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/apps/ruth","sessionId":"de47f4b7-11b2-49bb-83b8-e57d04f0e90e","version":"2.1.126","gitBranch":"master"}
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