Awesome-omni-skills wellally-tech

WellAlly Digital Health Integration workflow skill. Use this skill when the user needs Integrate multiple digital health data sources, connect to WellAlly.tech knowledge base, providing data import and knowledge reference for personal health management systems and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

install
source · Clone the upstream repo
git clone https://github.com/diegosouzapw/awesome-omni-skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/diegosouzapw/awesome-omni-skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/wellally-tech" ~/.claude/skills/diegosouzapw-awesome-omni-skills-wellally-tech && rm -rf "$T"
manifest: skills/wellally-tech/SKILL.md
source content

WellAlly Digital Health Integration

Overview

This public intake copy packages

plugins/antigravity-awesome-skills-claude/skills/wellally-tech
from
https://github.com/sickn33/antigravity-awesome-skills
into the native Omni Skills editorial shape without hiding its origin.

Use it when the operator needs the upstream workflow, support files, and repository context to stay intact while the public validator and private enhancer continue their normal downstream flow.

This intake keeps the copied upstream files intact and uses

metadata.json
plus
ORIGIN.md
as the provenance anchor for review.

WellAlly Digital Health Integration Integrate multiple digital health data sources, connect to WellAlly.tech knowledge base, providing data import and knowledge reference for personal health management systems.

Imported source sections that did not map cleanly to the public headings are still preserved below or in the support files. Notable imported sections: Core Features, Output Format, Data Sources, WellAlly.tech Knowledge Base, Integration Guides, Security & Privacy.

When to Use This Skill

Use this section as the trigger filter. It should make the activation boundary explicit before the operator loads files, runs commands, or opens a pull request.

  • You need to import or normalize health data from sources like Apple Health, Fitbit, Oura, or CSV/JSON exports.
  • You want to connect personal health data workflows to the WellAlly.tech knowledge base.
  • The task involves data import, health-data management, or article recommendations driven by user health context.
  • Use when the request clearly matches the imported source intent: Integrate multiple digital health data sources, connect to WellAlly.tech knowledge base, providing data import and knowledge reference for personal health management systems.
  • Use when the operator should preserve upstream workflow detail instead of rewriting the process from scratch.
  • Use when provenance needs to stay visible in the answer, PR, or review packet.

Operating Table

SituationStart hereWhy it matters
First-time use
metadata.json
Confirms repository, branch, commit, and imported path before touching the copied workflow
Provenance review
ORIGIN.md
Gives reviewers a plain-language audit trail for the imported source
Workflow execution
SKILL.md
Starts with the smallest copied file that materially changes execution
Supporting context
SKILL.md
Adds the next most relevant copied source file without loading the entire package
Handoff decision
## Related Skills
Helps the operator switch to a stronger native skill when the task drifts

Workflow

This workflow is intentionally editorial and operational at the same time. It keeps the imported source useful to the operator while still satisfying the public intake standards that feed the downstream enhancer flow.

  1. Confirm the user goal, the scope of the imported workflow, and whether this skill is still the right router for the task.
  2. Read the overview and provenance files before loading any copied upstream support files.
  3. Load only the references, examples, prompts, or scripts that materially change the outcome for the current request.
  4. Execute the upstream workflow while keeping provenance and source boundaries explicit in the working notes.
  5. Validate the result against the upstream expectations and the evidence you can point to in the copied files.
  6. Escalate or hand off to a related skill when the work moves out of this imported workflow's center of gravity.
  7. Before merge or closure, record what was used, what changed, and what the reviewer still needs to verify.

Imported Workflow Notes

Imported: Core Features

1. Digital Health Data Import

  • Apple Health (HealthKit): Export XML/ZIP file parsing
  • Fitbit: OAuth2 API integration and CSV import
  • Oura Ring: API v2 data synchronization
  • Generic Import: CSV/JSON file import with field mapping

2. WellAlly.tech Knowledge Base Integration

  • Categorized Article Index: Nutrition, fitness, sleep, mental health, chronic disease management
  • Intelligent Recommendations: Recommend relevant articles based on user health data
  • URL References: Provide direct links to WellAlly.tech platform

3. Data Standardization

  • Format Conversion: Convert external data to local JSON format
  • Field Mapping: Intelligently map data fields from different platforms
  • Data Validation: Ensure completeness and accuracy of imported data

4. Intelligent Article Recommendations

  • Health Status Analysis: Based on user health data analysis
  • Relevance Matching: Recommend articles most relevant to user health conditions
  • Category Navigation: Organize knowledge base articles by health topics

Examples

Example 1: Ask for the upstream workflow directly

Use @wellally-tech to handle <task>. Start from the copied upstream workflow, load only the files that change the outcome, and keep provenance visible in the answer.

Explanation: This is the safest starting point when the operator needs the imported workflow, but not the entire repository.

Example 2: Ask for a provenance-grounded review

Review @wellally-tech against metadata.json and ORIGIN.md, then explain which copied upstream files you would load first and why.

Explanation: Use this before review or troubleshooting when you need a precise, auditable explanation of origin and file selection.

Example 3: Narrow the copied support files before execution

Use @wellally-tech for <task>. Load only the copied references, examples, or scripts that change the outcome, and name the files explicitly before proceeding.

Explanation: This keeps the skill aligned with progressive disclosure instead of loading the whole copied package by default.

Example 4: Build a reviewer packet

Review @wellally-tech using the copied upstream files plus provenance, then summarize any gaps before merge.

Explanation: This is useful when the PR is waiting for human review and you want a repeatable audit packet.

Imported Usage Notes

Imported: Usage Instructions

Trigger Conditions

Use this skill when users mention the following scenarios:

Data Import:

  • ✅ "Import my health data from Apple Health"
  • ✅ "Connect my Fitbit device"
  • ✅ "Sync my Oura Ring data"
  • ✅ "Import CSV health data file"
  • ✅ "How to import fitness tracker/smartwatch data"

Knowledge Base Query:

  • ✅ "Articles about hypertension on WellAlly platform"
  • ✅ "Recommend some health management reading materials"
  • ✅ "Recommend articles based on my health data"
  • ✅ "WellAlly knowledge base articles about sleep"
  • ✅ "How to improve my blood pressure (check knowledge base)"

Data Management:

  • ✅ "What health data sources do I have"
  • ✅ "Integrate health data from different platforms"
  • ✅ "View imported external data"

Execution Steps

Step 1: Identify User Intent

Determine what the user wants:

  1. Import Data: Import data from external health platforms
  2. Query Knowledge Base: Find WellAlly.tech related articles
  3. Get Recommendations: Recommend articles based on health data
  4. Data Management: View or manage imported external data

Step 2: Data Import Workflow

If user wants to import data:

2.1 Determine Data Source

const dataSource = identifySource(userInput);
// Possible returns: "apple-health", "fitbit", "oura", "generic-csv", "generic-json"

2.2 Read External Data Use appropriate import script based on data source type:

// Apple Health
const appleHealthData = readAppleHealthExport(exportPath);

// Fitbit
const fitbitData = fetchFitbitData(dateRange);

// Oura Ring
const ouraData = fetchOuraData(dateRange);

// Generic CSV/JSON
const genericData = readGenericFile(filePath, mappingConfig);

2.3 Data Mapping and Conversion Map external data to local format:

// Example: Apple Health steps mapping
function mapAppleHealthSteps(appleRecord) {
  return {
    date: formatDateTime(appleRecord.startDate),
    steps: parseInt(appleRecord.value),
    source: "Apple Health",
    device: appleRecord.sourceName
  };
}

// Save to local file
saveToLocalFile("data/fitness/activities.json", mappedData);

2.4 Data Validation

function validateImportedData(data) {
  // Check required fields
  // Validate data types
  // Check data ranges
  // Ensure correct time format

  return {
    valid: true,
    errors: [],
    warnings: []
  };
}

2.5 Generate Import Report

const importReport = {
  source: dataSource,
  import_date: new Date().toISOString(),
  records_imported: {
    steps: 1234,
    weight: 30,
    heart_rate: 1200,
    sleep: 90
  },
  date_range: {
    start: "2025-01-01",
    end: "2025-01-22"
  },
  validation: validationResults
};

Step 3: Knowledge Base Query Workflow

If user wants to query knowledge base:

3.1 Identify Query Topic

const topic = identifyTopic(userInput);
// Possible returns: "nutrition", "fitness", "sleep", "mental-health", "chronic-disease", "hypertension", "diabetes", etc.

3.2 Search Relevant Articles Find relevant articles from knowledge base index:

function searchKnowledgeBase(topic) {
  // Read knowledge base index
  const kbIndex = readFile('.claude/skills/wellally-tech/knowledge-base/index.md');

  // Find matching articles
  const articles = kbIndex.categories.filter(cat =>
    cat.tags.includes(topic) || cat.keywords.includes(topic)
  );

  return articles;
}

3.3 Return Article Links

const results = {
  topic: topic,
  articles: [
    {
      title: "Hypertension Monitoring and Management",
      url: "https://wellally.tech/knowledge-base/chronic-disease/hypertension-monitoring",
      category: "Chronic Disease Management",
      description: "Learn how to effectively monitor and manage blood pressure"
    },
    {
      title: "Blood Pressure Lowering Strategies",
      url: "https://wellally.tech/knowledge-base/chronic-disease/bp-lowering-strategies",
      category: "Chronic Disease Management",
      description: "Improve blood pressure levels through lifestyle changes"
    }
  ],
  total_found: 2
};

Step 4: Intelligent Recommendation Workflow

If user wants personalized recommendations:

4.1 Read User Health Data

// Read relevant health data
const profile = readFile('data/profile.json');
const bloodPressure = glob('data/blood-pressure/**/*.json');
const sleepRecords = glob('data/sleep/**/*.json');
const weightHistory = profile.weight_history || [];

4.2 Analyze Health Status

function analyzeHealthStatus(data) {
  const status = {
    concerns: [],
    good_patterns: []
  };

  // Analyze blood pressure
  if (data.blood_pressure?.average > 140/90) {
    status.concerns.push({
      area: "blood_pressure",
      severity: "high",
      condition: "Hypertension",
      value: data.blood_pressure.average
    });
  }

  // Analyze sleep
  if (data.sleep?.average_duration < 6) {
    status.concerns.push({
      area: "sleep",
      severity: "medium",
      condition: "Sleep Deprivation",
      value: data.sleep.average_duration + " hours"
    });
  }

  // Analyze weight trend
  if (data.weight?.trend === "increasing") {
    status.concerns.push({
      area: "weight",
      severity: "medium",
      condition: "Weight Gain",
      value: data.weight.change + " kg"
    });
  }

  // Identify good patterns
  if (data.steps?.average > 8000) {
    status.good_patterns.push({
      area: "activity",
      description: "Daily average steps over 8000",
      value: data.steps.average
    });
  }

  return status;
}

4.3 Recommend Relevant Articles

function recommendArticles(healthStatus) {
  const recommendations = [];

  for (const concern of healthStatus.concerns) {
    const articles = findArticlesForCondition(concern.condition);
    recommendations.push({
      condition: concern.condition,
      severity: concern.severity,
      articles: articles
    });
  }

  return recommendations;
}

4.4 Generate Recommendation Report

const recommendationReport = {
  generated_at: new Date().toISOString(),
  health_status: healthStatus,
  recommendations: recommendations,
  total_articles: recommendations.reduce((sum, r) => sum + r.articles.length, 0)
};

Imported: Related Commands

  • /health-trend
    : Analyze health trends (using imported data)
  • /sleep
    : Record sleep data
  • /diet
    : Record diet data
  • /fitness
    : Record exercise data
  • /profile
    : Manage personal profile

Imported: Usage Examples

Example 1: Import Apple Health Data

User: "Import fitness tracker data from Apple Health" Output: Execute import workflow, generate import report

Example 2: Query Knowledge Base

User: "WellAlly platform articles about sleep" Output: Return sleep-related knowledge base article links

Example 3: Get Personalized Recommendations

User: "Recommend articles based on my health data" Output: Analyze health data, recommend relevant articles

Example 4: Import Generic CSV

User: "Import this CSV health data file health.csv" Output: Parse CSV, map fields, save to local

Best Practices

Treat the generated public skill as a reviewable packaging layer around the upstream repository. The goal is to keep provenance explicit and load only the copied source material that materially improves execution.

  • Keep the imported skill grounded in the upstream repository; do not invent steps that the source material cannot support.
  • Prefer the smallest useful set of support files so the workflow stays auditable and fast to review.
  • Keep provenance, source commit, and imported file paths visible in notes and PR descriptions.
  • Point directly at the copied upstream files that justify the workflow instead of relying on generic review boilerplate.
  • Treat generated examples as scaffolding; adapt them to the concrete task before execution.
  • Route to a stronger native skill when architecture, debugging, design, or security concerns become dominant.

Troubleshooting

Problem: The operator skipped the imported context and answered too generically

Symptoms: The result ignores the upstream workflow in

plugins/antigravity-awesome-skills-claude/skills/wellally-tech
, fails to mention provenance, or does not use any copied source files at all. Solution: Re-open
metadata.json
,
ORIGIN.md
, and the most relevant copied upstream files. Load only the files that materially change the answer, then restate the provenance before continuing.

Problem: The imported workflow feels incomplete during review

Symptoms: Reviewers can see the generated

SKILL.md
, but they cannot quickly tell which references, examples, or scripts matter for the current task. Solution: Point at the exact copied references, examples, scripts, or assets that justify the path you took. If the gap is still real, record it in the PR instead of hiding it.

Problem: The task drifted into a different specialization

Symptoms: The imported skill starts in the right place, but the work turns into debugging, architecture, design, security, or release orchestration that a native skill handles better. Solution: Use the related skills section to hand off deliberately. Keep the imported provenance visible so the next skill inherits the right context instead of starting blind.

Related Skills

  • @00-andruia-consultant-v2
    - Use when the work is better handled by that native specialization after this imported skill establishes context.
  • @10-andruia-skill-smith-v2
    - Use when the work is better handled by that native specialization after this imported skill establishes context.
  • @20-andruia-niche-intelligence-v2
    - Use when the work is better handled by that native specialization after this imported skill establishes context.
  • @3d-web-experience-v2
    - Use when the work is better handled by that native specialization after this imported skill establishes context.

Additional Resources

Use this support matrix and the linked files below as the operator packet for this imported skill. They should reflect real copied source material, not generic scaffolding.

Resource familyWhat it gives the reviewerExample path
references
copied reference notes, guides, or background material from upstream
references/n/a
examples
worked examples or reusable prompts copied from upstream
examples/n/a
scripts
upstream helper scripts that change execution or validation
scripts/n/a
agents
routing or delegation notes that are genuinely part of the imported package
agents/n/a
assets
supporting assets or schemas copied from the source package
assets/n/a

Imported Reference Notes

Imported: Reference Resources

Imported: Output Format

Data Import Output

✅ Data Import Successful

Data Source: Apple Health
Import Time: 2025-01-22 14:30:00

Import Records Statistics:
━━━━━━━━━━━━━━━━━━━━━━━━━━
📊 Step Records: 1,234 records
⚖️ Weight Records: 30 records
❤️ Heart Rate Records: 1,200 records
😴 Sleep Records: 90 records

Data Time Range: 2025-01-01 to 2025-01-22
━━━━━━━━━━━━━━━━━━━━━━━━━━

💾 Data Saved To:
• data/fitness/activities.json (steps)
• data/profile.json (weight history)
• data/fitness/heart-rate.json (heart rate)
• data/sleep/sleep-records.json (sleep)

⚠️  Validation Warnings:
• 3 step records missing timestamps, used default values
• 1 weight record abnormal (<20kg), skipped

💡 Next Steps:
• Use /health-trend to analyze imported data
• Use /wellally-tech for personalized article recommendations

Knowledge Base Query Output

📚 WellAlly Knowledge Base Search Results

Search Topic: Hypertension Management
Articles Found: 2

━━━━━━━━━━━━━━━━━━━━━━━━━━

1. Hypertension Monitoring and Management
   Category: Chronic Disease Management
   Link: https://wellally.tech/knowledge-base/chronic-disease/hypertension-monitoring
   Description: Learn how to effectively monitor and manage blood pressure

2. Blood Pressure Lowering Strategies
   Category: Chronic Disease Management
   Link: https://wellally.tech/knowledge-base/chronic-disease/bp-lowering-strategies
   Description: Improve blood pressure levels through lifestyle modifications

━━━━━━━━━━━━━━━━━━━━━━━━━━

🔗 Related Topics:
• Diabetes Management
• Cardiovascular Health
• Medication Adherence

💡 Tips:
Click links to visit [WellAlly.tech](https://www.wellally.tech/) platform for full articles

Intelligent Recommendation Output

💡 Article Recommendations Based on Your Health Data

Generated Time: 2025-01-22 14:30:00

━━━━━━━━━━━━━━━━━━━━━━━━━━

🔴 Attention Needed: Blood Pressure Management
━━━━━━━━━━━━━━━━━━━━━━━━━━
Current Status: Average blood pressure 142/92 mmHg (elevated)

Recommended Articles:
1. Hypertension Monitoring and Management
   https://wellally.tech/knowledge-base/chronic-disease/hypertension-monitoring

2. Blood Pressure Lowering Strategies
   https://wellally.tech/knowledge-base/chronic-disease/bp-lowering-strategies

3. Antihypertensive Medication Adherence Guide
   https://wellally.tech/knowledge-base/chronic-disease/medication-adherence

━━━━━━━━━━━━━━━━━━━━━━━━━━

🟡 Attention Needed: Sleep Improvement
━━━━━━━━━━━━━━━━━━━━━━━━━━
Current Status: Average sleep duration 5.8 hours (insufficient)

Recommended Articles:
1. Sleep Hygiene Basics
   https://wellally.tech/knowledge-base/sleep/sleep-hygiene

2. Improve Sleep Quality
   https://wellally.tech/knowledge-base/sleep/sleep-quality-improvement

━━━━━━━━━━━━━━━━━━━━━━━━━━

🟢 Keep Up: Daily Activity
━━━━━━━━━━━━━━━━━━━━━━━━━━
Current Status: Daily average steps 9,234 (good)

Related Reading:
1. Maintain Active Lifestyle
   https://wellally.tech/knowledge-base/fitness/active-lifestyle

━━━━━━━━━━━━━━━━━━━━━━━━━━

Summary: 5 related articles recommended
Visit [WellAlly.tech](https://www.wellally.tech/) Knowledge Base for full content

Imported: Data Sources

External Data Sources

Data SourceTypeImport MethodData Content
Apple HealthFile ImportXML/ZIP ParsingSteps, weight, heart rate, sleep, workouts
FitbitAPI/CSVOAuth2 or CSVActivities, heart rate, sleep, weight
Oura RingAPIOAuth2Sleep stages, readiness, heart rate variability
Generic CSVFile ImportField MappingCustom health data
Generic JSONFile ImportField MappingCustom health data

Local Data Files

File PathData ContentSource Mapping
data/profile.json
Profile, weight historyApple Health, Fitbit, Oura
data/fitness/activities.json
Steps, activity dataApple Health, Fitbit, Oura
data/fitness/heart-rate.json
Heart rate recordsApple Health, Fitbit, Oura
data/sleep/sleep-records.json
Sleep recordsApple Health, Fitbit, Oura
data/fitness/recovery.json
Recovery dataOura Ring (readiness)

Imported: WellAlly.tech Knowledge Base

Knowledge Base Structure

Nutrition & Diet (

knowledge-base/nutrition.md
)

  • Dietary management guidelines
  • Food nutrition queries
  • Diet recommendations
  • Special dietary needs

Fitness & Exercise (

knowledge-base/fitness.md
)

  • Exercise tracking best practices
  • Activity recommendations
  • Exercise data interpretation
  • Training plans

Sleep Health (

knowledge-base/sleep.md
)

  • Sleep quality analysis
  • Sleep improvement strategies
  • Sleep disorders overview
  • Sleep hygiene

Mental Health (

knowledge-base/mental-health.md
)

  • Stress management techniques
  • Mood tracking interpretation
  • Mental health resources
  • Mindfulness practice

Chronic Disease Management (

knowledge-base/chronic-disease.md
)

  • Hypertension monitoring
  • Diabetes management
  • COPD care
  • Medication adherence

Article Recommendation Mapping

const articleMapping = {
  "Hypertension": [
    "chronic-disease/hypertension-monitoring",
    "chronic-disease/bp-lowering-strategies"
  ],
  "Diabetes": [
    "chronic-disease/diabetes-management",
    "nutrition/diabetic-diet"
  ],
  "Sleep Deprivation": [
    "sleep/sleep-hygiene",
    "sleep/sleep-quality-improvement"
  ],
  "Weight Gain": [
    "nutrition/healthy-diet",
    "nutrition/calorie-management"
  ],
  "High Stress": [
    "mental-health/stress-management",
    "mental-health/mindfulness"
  ]
};

Imported: Integration Guides

Apple Health Import

Export Steps:

  1. Open "Health" app on iPhone
  2. Tap profile icon in top right corner
  3. Scroll to bottom, tap "Export All Health Data"
  4. Wait for export to complete and choose sharing method
  5. Save the exported ZIP file

Import Steps:

python scripts/import_apple_health.py ~/Downloads/apple_health_export.zip

Fitbit Integration

API Integration:

  1. Create app on Fitbit Developer Platform
  2. Get CLIENT_ID and CLIENT_SECRET
  3. Run OAuth authentication flow
  4. Store access token

Import Data:

python scripts/import_fitbit.py --api --days 30

CSV Import:

python scripts/import_fitbit.py --csv fitbit_export.csv

Oura Ring Integration

API Integration:

  1. Create app on Oura Developer Platform
  2. Get Personal Access Token
  3. Configure token in import script

Import Data:

python scripts/import_oura.py --date-range 2025-01-01 2025-01-22

Generic CSV/JSON Import

CSV Import:

python scripts/import_generic.py health_data.csv --mapping mapping_config.json

Mapping Configuration Example (

mapping_config.json
):

{
  "date": "Date",
  "steps": "Step Count",
  "weight": "Weight (kg)",
  "heart_rate": "Resting Heart Rate"
}

Imported: Security & Privacy

Must Follow

  • ❌ Do not upload data to external servers (except API sync)
  • ❌ Do not hardcode API credentials in code
  • ❌ Do not share user access tokens
  • ✅ All imported data stored locally only
  • ✅ OAuth credentials encrypted storage
  • ✅ Import only after explicit user authorization

Data Validation

  • ✅ Validate imported data types and ranges
  • ✅ Filter abnormal values (e.g., negative steps)
  • ✅ Preserve data source information
  • ✅ Handle timezone conversion

Error Handling

File Read Failure:

  • Output "Unable to read file, please check file path and format"
  • Provide correct file format examples
  • Suggest re-exporting data

API Call Failure:

  • Output "API call failed, please check network connection and credentials"
  • Provide OAuth re-authentication guidance
  • Fall back to CSV import method

Data Validation Failure:

  • Output "Incorrect data format, skipped invalid records"
  • Log number of skipped records
  • Continue processing valid data

Imported: Technical Implementation

Tool Limitations

This Skill only uses the following tools:

  • Read: Read external data files and configurations
  • Grep: Search data patterns
  • Glob: Find data files
  • Write: Save imported data to local JSON files

Python Dependencies

Python packages potentially needed for import scripts:

# Apple Health
import xml.etree.ElementTree as ET
import zipfile

# Fitbit/Oura
import requests

# Generic Import
import csv
import json

Performance Optimization

  • Incremental reading: Only import data within specified time range
  • Data deduplication: Avoid importing duplicate data for same day
  • Batch writing: Save data in batches for better performance
  • Error recovery: Support resume from breakpoint

Imported: Extensibility

Adding New Data Sources

  1. Create new integration guide in
    integrations/
    directory
  2. Create new import script in
    scripts/
    directory
  3. Update
    data-sources.md
    documentation
  4. Add usage instructions in SKILL.md

Adding New Knowledge Base Categories

  1. Create new category file in
    knowledge-base/
    directory
  2. Add related article links
  3. Update
    knowledge-base/index.md
  4. Update article recommendation mapping

Imported: FAQ

Q: Will imported data overwrite existing data? A: No. Imported data will be appended to existing data, not overwritten. Duplicate data will be automatically deduplicated.

Q: Can I import data from multiple platforms? A: Yes. You can import data from Apple Health, Fitbit, Oura, and other platforms simultaneously, the system will merge all data.

Q: Are WellAlly.tech knowledge base articles offline? A: No. Knowledge base articles are referenced via URLs, requiring network connection to access the WellAlly.tech platform.

Q: Where are API credentials stored? A: API credentials are encrypted and stored in local configuration files, not uploaded to any server.

Imported: Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.