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ml-optimization
Optimizes TensorFlow.js WebGPU backend, WebLLM offline inference, and implements memory safety for heavy ML models
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数据库 AI 技能
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image-preprocessing
Normalizes image histograms to preserve melanin features using Canvas API before analysis
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GitHub
image-verification
Validates image file signatures using Magic Bytes and calculates SHA-256 cryptographic hash
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audit-trail
Commits transaction hash to immutable AgentDB ledger for complete audit trail of clinical analysis
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feature-extraction
Extracts vector embeddings for fairness analysis using MobileNetV3 with FairDisCo disentanglement
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segmentation
Isolates skin regions from background clutter using calibrated thresholds for downstream analysis
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similarity-search
Retrieves 10 similar historical cases from AgentDB vector store for RAG-based diagnosis support
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goap-orchestrator
Central Goal-Oriented Action Planning orchestrator that plans and executes clinical analysis pipelines
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calibration
Applies decision thresholds for high-confidence inputs or enforces conservative safety margins for low-confidence cases
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git-worktree
Manage Git worktrees for working on multiple branches simultaneously without cloning the repository
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lesion-detection
Classifies skin conditions including Melanoma and Basal Cell Carcinoma using TF.js MobileNetV3
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risk-assessment
Synthesizes lesion data and historical cases into a comprehensive risk profile using WebLLM SmolLM2
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web-verification
Grounds clinical diagnosis via live medical literature search using Google Search Tool
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skin-tone-detection
Classifies patient skin tone using Fitzpatrick/Monk scale with Gemini 3 Flash and outputs confidence score
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github-release
Create GitHub releases with version tags, release notes, and changelog generation from merged PRs
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recommendations
Generates actionable clinical advice (max 25 words) calibrated for patient skin tone using WebLLM or Gemini
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learning
Updates local AgentDB vector store with new case patterns while monitoring for bias introduction
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testing
Implements comprehensive test suite using Vitest for unit tests and Playwright for E2E tests with safety interception scenarios
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github-commit
Create, amend, and manage Git commits with gh CLI including status checks and commit message validation
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debugger
Debug JavaScript/TypeScript applications using browser DevTools protocol, VS Code debugger, or Node.js inspector
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devops
Manages CI/CD pipelines, linting with ESLint/SonarJS, and release tagging for production deployments
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fairness-audit
Validates True Positive Rate and False Positive Rate gaps across demographics using AgentDB metrics
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security-audit
Enforces CSP, input sanitization, encryption standards, and GDPR compliance for clinical data
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GitHub
i18n-validation
Validate translation keys exist in both Polish and English locale files before committing. Use when adding new user-facing text or translation keys.
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默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库，同一仓库的多个技能可能共享相同数值；它反映仓库关注度，不代表单个技能的安装量或质量评分。