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Seth Hobson

@wshobson

Senior Applied AI Engineer @UnitedDataTechnologies | Founder @major7apps

185 个技能1 个仓库 4.1万

技能(185)

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Choose embedding models, which represent text as numerical vectors, for meaning-based search and RAG applications. Compare options for code, prose, and multilingual content, and plan document splitting, preprocessing, caching, and dimension reduction to improve retrieval quality.

中文简介正在准备中。当前显示英语简介。

  • Choosing an embedding model for RAG
  • Reviewing document chunk size and boundaries
  • Planning code or specialist document search
wshobson/agents4.1万2026年10月20日 更新

Evaluate LLM applications using automated scores, human reviews, and model-based judging. Build repeatable checks to compare models or prompts, assess answer quality, and detect declines in performance before deployment.

中文简介正在准备中。当前显示英语简介。

  • Comparing models and prompts
  • Checking quality after prompt changes
  • Detecting performance declines before deployment
wshobson/agents4.1万2026年10月20日 更新

Design and refine prompts for AI applications using examples, reusable templates, and structured outputs such as JSON. Test variations for accuracy, consistency, response time, and token usage to diagnose unreliable answers and formatting failures.

中文简介正在准备中。当前显示英语简介。

  • Refine prompts that produce inconsistent answers
  • Build reusable prompt templates with variables
  • Design JSON outputs that follow a defined schema
wshobson/agents4.1万2026年10月20日 更新

Build AI applications that answer questions using retrieved documents. Covers vector databases, text embeddings that represent meaning as numbers, search strategies, and result reranking to connect language models with external knowledge.

中文简介正在准备中。当前显示英语简介。

  • Building Q&A systems for internal documents
  • Adding domain knowledge to chatbots
  • Implementing natural language document search
wshobson/agents4.1万2026年10月20日 更新

Write incident review documents that focus on system conditions and learning. Organize timelines, examine root causes with evidence, and turn findings into practical follow-up actions with owners and deadlines, supported by a meeting facilitation guide.

中文简介正在准备中。当前显示英语简介。

  • Writing a review after a service outage
  • Analyzing root causes with the 5 Whys method
  • Preparing an incident review meeting
wshobson/agents4.1万2026年10月20日 更新

Set up Kubernetes deployments with ArgoCD or Flux CD using GitOps, an approach that stores the desired system configuration in Git. Configure automatic synchronization, staged rollouts, secret management, and deployment workflows across environments or clusters.

中文简介正在准备中。当前显示英语简介。

  • Setting up automatic deployments from Git
  • Managing deployments across multiple Kubernetes clusters
  • Configuring canary or blue-green releases
wshobson/agents4.1万2026年10月20日 更新

Modernize existing React applications through version upgrades and migration from class components to Hooks, functions for state and lifecycle behavior. Includes React 18 rendering APIs, grouped state updates, and features for prioritizing interface updates.

中文简介正在准备中。当前显示英语简介。

  • Plan an upgrade from React 16 through React 18
  • Rewrite class components with Hooks
  • Extract shared logic into custom Hooks
wshobson/agents4.1万2026年10月20日 更新

Design AI applications with LangChain 1.x and LangGraph, libraries for coordinating language models and workflows. Build agents that use external tools, manage conversation history and saved state, process documents, and support tracing and testing.

中文简介正在准备中。当前显示英语简介。

  • Build an AI agent that calls external tools
  • Manage conversation history and saved execution state
  • Create document processing and retrieval workflows
wshobson/agents4.1万2026年10月20日 更新

Set up and maintain a monorepo, a single repository containing multiple apps and packages. Use Turborepo, Nx, and pnpm workspaces to organize shared code, manage dependencies, improve builds, and plan package releases.

中文简介正在准备中。当前显示英语简介。

  • Setting up a repository for multiple apps and packages
  • Moving separate repositories into a monorepo
  • Reviewing build caches and test performance
wshobson/agents4.1万2026年10月20日 更新

Combine vector search, which finds similar meanings, with keyword search for exact terms. Design retrieval for search engines and RAG systems that supply reference material to AI, using methods to merge and rerank results.

中文简介正在准备中。当前显示英语简介。

  • Improving retrieval for RAG systems
  • Finding names and codes through exact matching
  • Supporting searches with specialized vocabulary
wshobson/agents4.1万2026年10月20日 更新

Convert local images, audio, video, documents, and data using tools installed on the computer. Preserves original files, keeps conversion local, and checks outputs for content, format, and relevant quality changes before reporting the result.

中文简介正在准备中。当前显示英语简介。

  • Extract MP3 audio from an MP4 file
  • Convert PNG images to JPEG
  • Convert Markdown to DOCX or Office documents to PDF
wshobson/agents4.1万2026年10月20日 更新

Build end-to-end tests with Playwright and Cypress to check complete user workflows, such as login and checkout. Improve test reliability through stable element selection, independent test data, appropriate waits, and debugging with traces and screenshots.

中文简介正在准备中。当前显示英语简介。

  • Automate tests for login and checkout workflows
  • Investigate tests that fail intermittently
  • Run browser tests in CI/CD pipelines
wshobson/agents4.1万2026年10月20日 更新

Prepare handoffs between engineers responsible for responding to system incidents. Organize active incidents, investigations, recent changes, and upcoming events into shift summaries, with guidance for mid-incident transfers, asynchronous updates, and checks that the incoming engineer receives alerts.

中文简介正在准备中。当前显示英语简介。

  • Prepare an on-call shift handoff summary
  • Transfer incident response leadership during an active incident
  • Arrange asynchronous handoffs across time zones
wshobson/agents4.1万2026年10月20日 更新

Create incident response runbooks with ordered recovery steps, severity levels, escalation contacts, and status update templates. Help on-call engineers follow clear procedures during outages, verify recovery, and keep stakeholders informed.

中文简介正在准备中。当前显示英语简介。

  • Writing a payment service outage runbook
  • Documenting database incident recovery
  • Preparing guides for new on-call engineers
wshobson/agents4.1万2026年10月20日 更新

Check ten recurring problems before or during machine learning runs on NVIDIA DGX Spark. Diagnose startup failures, out-of-memory errors, and falling throughput, with guidance on compatible environments, resource use, numeric formats, and training across two devices.

中文简介正在准备中。当前显示英语简介。

  • Checking a DGX Spark before a long training run
  • Diagnosing memory errors despite apparent free capacity
  • Investigating throughput drops during training
wshobson/agents4.1万2026年10月20日 更新

Design and review REST and GraphQL APIs with consistent naming, data structures, error responses, pagination for large result sets, and versioning strategies. Helps teams define shared standards and plan changes that existing clients can adopt gradually.

中文简介正在准备中。当前显示英语简介。

  • Designing a new REST or GraphQL API
  • Reviewing API specifications before implementation
  • Establishing shared API design standards
wshobson/agents4.1万2026年10月20日 更新

Design or refactor backend services with clear layers and dependency rules. Using Clean Architecture, Hexagonal Architecture, and Domain-Driven Design, it separates business logic from databases and frameworks and defines interfaces that support testing without external services.

中文简介正在准备中。当前显示英语简介。

  • Designing the structure of a new backend service
  • Separating business logic from database and HTTP code
  • Resolving circular dependencies between layers
wshobson/agents4.1万2026年10月20日 更新

Design storage for event sourcing, an approach that records changes as events. Compare database options and plan event ordering, duplicate handling, concurrent writes, and scaling to build a consistent event persistence layer.

中文简介正在准备中。当前显示英语简介。

  • Compare event storage technologies
  • Design event schemas and streams
  • Handle concurrent and duplicate writes
wshobson/agents4.1万2026年10月20日 更新

Plan microservices by defining service responsibilities, communication methods, and data ownership. Use patterns for gradual migration, distributed transactions, and failure isolation to design systems made of independently responsible services.

中文简介正在准备中。当前显示英语简介。

  • Gradually splitting a monolithic system into services
  • Defining service responsibilities and interfaces
  • Designing event-based communication and distributed transactions
wshobson/agents4.1万2026年10月20日 更新

Design query-ready data from streams of recorded events. The skill guides read models, databases shaped for queries, with practices for replaying events, resuming after failures, and tracking delays in dashboards or search indexes.

中文简介正在准备中。当前显示英语简介。

  • Build read models for systems that separate reads and writes
  • Create dashboard data from recorded events
  • Build search indexes from event streams
wshobson/agents4.1万2026年10月20日 更新

Test Temporal workflows in Python with pytest. Use time skipping to avoid long waits, replace activities with controlled test versions, and replay execution histories to check that workflow changes remain consistent with previous runs.

中文简介正在准备中。当前显示英语简介。

  • Testing long-running workflows without waiting
  • Testing workflow logic with mocked activities
  • Checking workflow changes against execution histories
wshobson/agents4.1万2026年10月20日 更新

Build NFT contracts using ERC-721 and ERC-1155, standards for unique assets and multiple token types. Covers issuance limits, descriptive metadata, marketplace integration, and royalty information for art collections, collectibles, and game items.

中文简介正在准备中。当前显示英语简介。

  • Creating NFT art and collectible collections
  • Managing multiple game item types
  • Designing metadata storage and references
wshobson/agents4.1万2026年10月20日 更新

Follow Conductor's development plans using test-driven development: write a failing test, implement the change, then improve the code. Manage phase verification, progress updates, and focused git commits as tasks move toward completion.

中文简介正在准备中。当前显示英语简介。

  • Implementing tasks from plan.md
  • Following the test-driven development cycle
  • Verifying completion at phase checkpoints
wshobson/agents4.1万2026年10月20日 更新

Build reusable Terraform modules for AWS, Azure, GCP, and OCI. Organize cloud infrastructure as code with documented inputs, validation, usage examples, provider version constraints, and Terratest tests for consistent provisioning.

中文简介正在准备中。当前显示英语简介。

  • Create reusable cloud infrastructure modules
  • Standardize Terraform conventions across a team
  • Connect network and database modules
wshobson/agents4.1万2026年10月20日 更新

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