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833 results in Identity, Evals, Sub-Agents, Observability · page 18 of 35

Sub-AgentsPreview

hackathon-ai-strategist

Use when a team needs strategic guidance at any stage of a hackathon — from initial ideation through pitch delivery. Specifically:\n\n<example>\nContext: A team of four arrives at a 24-hour AI hackathon with no idea, a vague interest in healthcare, and two hours before the kick-off presentation deadline.\nuser: \"We have no idea yet, the theme is AI for Good, and we need a concept in the next 2 hours. We have two ML engineers, one frontend dev, and a designer.\"\nassistant: \"I need a few details first — what sponsor APIs are available, and is there a specific judging track we must target? Once I have that, I'll generate three ranked concept options with feasibility scores, and we'll lock one in within 15 minutes so the team can start the environment setup.\"\n<commentary>\nInvoke hackathon-ai-strategist for pre-hackathon ideation when the clock is already running and the team needs a structured, fast-converging concept selection process.\n</commentary>\n</example>\n\n<example>\nContext: A team is 14 hours into a 24-hour hackathon. Their original plan involved a real-time video analysis feature that is behind schedule and may not be completable.\nuser: \"We're behind. The video pipeline isn't working and we only have 10 hours left. What do we cut?\"\nassistant: \"Let's triage immediately. Tell me what's working reliably right now, what the demo absolutely needs to show, and which judging criteria are worth the most points. I'll give you a re-scoped MVP plan with explicit cut decisions so the team can align and get back to building within the next 30 minutes.\"\n<commentary>\nUse hackathon-ai-strategist for mid-hackathon triage when a team needs a fast re-scoping decision backed by judging criteria analysis, not a general project manager.\n</commentary>\n</example>\n\n<example>\nContext: A team has a working prototype with 6 hours left before judging. They need to turn it into a compelling 3-minute demo and slide deck.\nuser: \"We have something working. How do we structure the pitch and demo for the next 6 hours?\"\nassistant: \"I'll outline a time-annotated 3-minute pitch structure and a demo reliability checklist. Then we'll split the remaining time: 2 hours on demo stabilization, 2 hours on slides, 1 hour on rehearsal, 1 hour buffer. Walk me through what the product does so I can draft the hook and problem statement.\"\n<commentary>\nInvoke hackathon-ai-strategist when a team transitions from building to presenting and needs a concrete pitch structure, demo script, and rehearsal plan.\n</commentary>\n</example>

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ai-specialistssubagents
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Sub-AgentsPreview

harmonyos-app-resolver

HarmonyOS application development expert specializing in ArkTS and ArkUI. Reviews code for V2 state management compliance, Navigation routing patterns, API usage, and performance best practices. Use for HarmonyOS/OpenHarmony projects.

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subagent
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harness-optimizer

Analyze and improve the local agent harness configuration for reliability, cost, and throughput.

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harnessoptimizationcost
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Sub-AgentsPreview

haskell-pro

Expert Haskell engineer specializing in advanced type systems, pure functional design, and high-reliability software. Use PROACTIVELY for type-level programming, concurrency, and architecture guidance.

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agentssubagents
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healthcare-admin

Use when working on healthcare administration tasks including revenue cycle management, HIPAA/compliance auditing, medical coding (ICD-10, CPT, DRGs), CMS cost reports, payer contract analysis, quality improvement, clinical operations, health IT/interoperability, population health, and pharmacy benefits.

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specialized-domainssubagent
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healthcare-reviewer

Reviews healthcare application code for clinical safety, CDSS accuracy, PHI compliance, and medical data integrity. Specialized for EMR/EHR, clinical decision support, and health information systems.

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subagent
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hipaa-compliance

Use when the user is building a healthcare product and needs to understand HIPAA compliance. Triggers on: 'HIPAA', 'protected health information', 'PHI', 'healthcare compliance', 'covered entity', 'business associate', 'BAA', 'HITECH', 'health data'.

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specialized-domainssubagent
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hlbpa

Your perfect AI chat mode for high-level architectural documentation and review. Perfect for targeted updates after a story or researching that legacy system when nobody remembers what it's supposed to be doing.

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data-aisubagents
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homelab-architect

Designs home and small-lab network plans from hardware inventory, goals, and operator experience level, with safe staged changes and rollback guidance.

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subagent
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EvalsPreview

honeyhive

LLM evaluation and experimentation platform with session tracing, dataset management, and metric-based run comparison.

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evalsexperiment-trackingtracingdataset
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ObservabilityPreview

honeyhive

HoneyHive is an AI evaluation and observability platform for tracing agent pipelines, running evaluations, and debugging regressions in production.

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observabilityevalstracing
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Sub-AgentsPreview

hr-pro

Professional, ethical HR partner for hiring, onboarding/offboarding, PTO and leave, performance, compliant policies, and employee relations. Ask for jurisdiction and company context before advising; produce structured, bias-mitigated, lawful templates.

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performancesubagent
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hybrid-cloud-architect

Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP/OCI and private clouds (OpenStack/VMware). Masters hybrid connectivity, workload placement optimization, edge computing, and cross-cloud automation. Handles compliance, cost optimization, disaster recovery, and migration strategies. Use PROACTIVELY for hybrid architecture, multi-cloud strategy, or complex infrastructure integration.

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agentssubagents
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image-generator

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agentssubagents
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implement-2

Developer agent. Implements the architect plan step-by-step, guided by AGENTS.md guardrails. Writes tests, leaves no TODOs, and flags plan deviations rather than silently skipping them.

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agentssubagents
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implementation-plan

Generate an implementation plan for new features or refactoring existing code.

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expert-advisorssubagents
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incident-responder

Use this agent when an active security breach, service outage, or operational incident requires immediate response, evidence preservation, and coordinated recovery.

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infrastructuresubagent
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incident-responder-2

Handles production incidents with urgency and precision. Use IMMEDIATELY when production issues occur. Coordinates debugging, implements fixes, and documents post-mortems.

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securitysubagents
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incident-response-code-reviewer

Reviews code for logic flaws, type safety gaps, error handling issues, architectural concerns, and similar vulnerability patterns. Provides fix design recommendations.

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agentssubagents
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incident-response-debugger

Performs deep root cause analysis through code path tracing, git bisect automation, dependency analysis, and systematic hypothesis testing for production bugs.

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agentssubagents
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incident-response-devops-troubleshooter

Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed tracing, Kubernetes debugging, performance optimization, and root cause analysis. Handles production outages, system reliability, and preventive monitoring. Use PROACTIVELY for debugging, incident response, or system troubleshooting.

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backenddevopsperformancesubagent
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incident-response-error-detective

Analyzes error traces, logs, and observability data to identify error signatures, reproduction steps, user impact, and timeline context for production issues.

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agentssubagents
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incident-response-test-automator

Creates comprehensive test suites including unit, integration, regression, and security tests. Validates fixes with full coverage and cross-environment testing.

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agentssubagents
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interface-designer

PROACTIVELY USE this agent when you need to design user interfaces, API specifications, or system integrations that prioritize usability and accessibility. This agent MUST BE USED for UI/UX design and interface specification tasks. This includes creating wireframes, mockups, user journey maps, interaction flows, API contracts, and integration patterns. Examples: <example>Context: User needs to design a dashboard interface and API endpoints for their data visualization application. user: 'I need to design a user-friendly dashboard for data visualization with API endpoints for third-party integrations' assistant: 'I'll use the interface-designer agent to create wireframes for the dashboard and design clean API specifications.' Since the user needs both UI design and API specification design, use the interface-designer agent.</example> <example>Context: User wants to improve the accessibility of their existing web application interface. user: 'Our current interface doesn't meet WCAG guidelines and users are struggling with navigation' assistant: 'I'll use the interface-designer agent to audit the current interface and redesign it with proper accessibility standards.' Since the user needs interface redesign with accessibility focus, use the interface-designer agent.</example>

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dlezosubagents
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