intermediateEngineeringChatGPT
Automate Web App QA Testing with AI Browser Automation
Run browser-based QA across primary and adversarial paths, producing reproducible bugs instead of a vague test summary.
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Engineering
Engineering Workflows
AI workflows for software engineers. Code generation, debugging, documentation, and development automation.
01Engineering Workflows74 workflows
advancedEngineeringOpenClawHow to Assemble a Multi-Machine Local AI Fleet
Build your own local AI hardware setup by choosing the right machines (Mac, DGX, custom PC) and connecting them with Tailscale and an AI agent like OpenClaw for automated model deployment across your network.
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advancedEngineeringClaudeHow to Build an Automated Software Factory with AI Agents
Turn a morning product brief into a queue of isolated builds, independent code review, working previews, and explicit merge decisions in Slack.
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intermediateEngineeringClaudeHow to Set Up a Continuous Code Security Scan Using a Hybrid AI Workflow
Implement a 24/7 security scanning system where a local AI model continuously scans your codebase for issues, and a powerful cloud model periodically reviews and validates the findings for a cost-effective solution.
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intermediateEngineeringClaudeGitHub Copilot+2How to Build a Custom AI Harness for Automated Sentry Bug Triage
Create a specialized AI agent to automatically investigate and triage bug reports from Sentry. This harness uses the Claude Agent SDK to gather evidence, identify root causes, and generate actionable engineering reports.
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advancedEngineeringGitHub CopilotAutomate Software Development with an AI Agent Manager using OpenAI Symphony and Linear
Set up a cloud-based 'software factory' where AI agents autonomously handle coding tasks assigned and managed through a Linear project board. This workflow turns you from a coder into an AI agent manager.
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intermediateEngineeringClaudeClaude CodeHow to Build a Custom AI Model Benchmark Using Claude Code
Create a repeatable, automated benchmark to evaluate AI models on tasks relevant to your work. This workflow uses Claude Code to brainstorm, refine, and generate a complete evaluation system, including a test runner and scoring backend.
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intermediateEngineeringClaude CodeHow to Fix Bugs Using an AI-Powered Test-Driven Development (TDD) Workflow
Leverage an AI coding assistant like Claude Code to implement a Test-Driven Development (TDD) process. This workflow allows you to reproduce, fix, and verify bug fixes with incredible speed and accuracy.
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advancedEngineeringClaude CodeHow to Build a New AI Product in 10 Weeks Using the 'No-Process' Method
Learn Gusto's radical approach to building a new product line in 10 weeks by ditching traditional tools like Jira and Figma, and relying on a perma-Zoom room and an AI coding assistant for rapid development.
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advancedEngineeringCursorHow to Deploy an Autonomous AI Agent for Bug Triage and Prioritization
Set up a long-running AI task in Cursor to autonomously pull error logs from Sentry and Vercel, analyze them, and generate a prioritized bug-fixing plan, including surfacing critical P0 bugs.
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beginnerEngineeringCursorHow to Perform an AI-Powered Codebase Audit and Architecture Visualization
Use an AI model like GLM 5.2 to analyze an entire codebase, summarize its architecture and recent changes, and then generate a visual HTML report to share with your team.
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intermediateEngineeringCursorHow to Configure the Open-Weight GLM 5.2 Model in Cursor
setting up the cost-effective GLM 5.2 AI model in your Cursor code editor using an Open Router API key, unlocking powerful, affordable AI assistance for your coding tasks.
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advancedEngineeringClaudeCreate an AI-Powered Patch and Verification Loop for Security Bugs
Automate the process of verifying and patching security bugs found by an AI agent. This workflow uses a verifier sub-agent and a patching agent to propose and test fixes, with a human expert in the final review loop.
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intermediateEngineeringClaudeUse an LLM as a Security Judge to Prioritize Codebase Analysis
Create an LLM-powered 'judge' to score and prioritize files in a large codebase for security analysis. This workflow helps focus expensive bug-hunting efforts on the most high-risk areas.
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advancedEngineeringClaudeClaudeBuild an AI Agentic Harness for Automated Security Bug Hunting
Create a custom AI agent that relentlessly hunts for security vulnerabilities in your codebase. This system uses a large language model with specific tools to find, test, and prove the existence of bugs.
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advancedEngineeringCodexGitHub CopilotBuild a Self-Improving AI to Generate Agent Skills in Codex
Use a Codex Automation to create a 'meta-agent' that analyzes your codebase, identifies opportunities for new reusable agent skills, and then spawns sub-agents to automatically test and validate those new skills.
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intermediateEngineeringClaudeGitHub CopilotAutomate Daily Pull Request Reviews with a Claude Code Agent
Create an AI agent in Claude Code to automatically review aging pull requests, prompt your team for action via Slack, and even fix issues autonomously. This routine helps engineering teams ship code faster and reduce manual follow-up.
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advancedEngineeringCodexHow to Use AI Coding Agents for Exhaustive Infrastructure Benchmarking
Leverage powerful AI coding agents to perform deep, exhaustive benchmarking on complex infrastructure problems. This workflow automates the process of testing numerous solutions, like different database engines or index types, to find the optimal configuration without manual effort.
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advancedEngineeringClaudeClaude+1Navigate the App Store Submission Process with Claude as a Technical Co-pilot
Use Claude as a planning guide while Claude Code and Terminal handle the technical work required to submit a Replit app to the App Store.
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intermediateEngineeringClaudeClaudeBuild a Greenfield Prototype with a Single Prompt Using Claude Opus 4.8
Turn a detailed greenfield prompt into a runnable prototype and judge the result through real interactions.
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advancedEngineeringClaudeClaudeHow to Build a Functional Greenfield Prototype in One Shot Using Claude Opus 4.8
Build a new prototype in one pass, then test the working surface before making narrow follow-up changes.
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advancedEngineeringClaudeClaudeHow to Build a $20 Physical AI 'Buddy' with Claude Code
Build a Bluetooth desk button that lights up when Claude needs permission, lets you approve the action physically, and celebrates successful runs. Claude Code handles the device protocol and firmware, even if hardware is new to you.
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intermediateEngineeringClaudeBuild Disposable Micro-Apps with AI to Edit Complex Plans
Turn one awkward section of an HTML plan into a temporary editing app. Claude builds controls for the exact data you need to change, then exports the revised rules back into your plan.
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advancedEngineeringCodexGitHub CopilotImplement Features Using Spec-First Development and an AI Coding Agent
Turn a spoken feature idea into a versioned Markdown spec, then let a coding agent implement and verify it. Future changes start in the spec, which records the behavior and its history.
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advancedEngineeringNotionGitHub Copilot+1From Notion Task to GitHub Pull Request in 20 Minutes with a Coding Agent
With a background coding agent connected to Notion, turn a short task and screenshot into a GitHub pull request, live preview, test notes, and UI verification in about 20 minutes.
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intermediateEngineeringNotionNotion+1Automate Daily Standup Preparation with a Custom Notion AI Agent
Have a Notion Custom Agent assemble the daily standup pre-read from recent Slack discussion, Notion tasks, GitHub pull requests, meeting notes, and Honeycomb metrics, then post the page to your team channel.
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advancedEngineeringCursorHow to Connect a Design System to an AI Code Editor for High-Fidelity Prototypes
Overcome generic AI-generated designs by building a custom prototyping environment. This workflow connects your company's design system to an AI code editor, ensuring all prototypes are on-brand and high-fidelity.
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advancedEngineeringCodexPerform an Autonomous Data Migration with an AI Agent
Delegate a long data migration with explicit invariants, checkpoints, validation queries, and a reversible cutover.
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intermediateEngineeringCodexAutomate Security Vulnerability Remediation with AI
Turn a vulnerability report into scoped code fixes, tests, and a traceable remediation record.
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advancedEngineeringClaudeBuild a Self-Improving AI Agent to Automatically Fix Flaky Tests
Build a flaky test skill from your own failure history, let it add genuinely new fixes to its reference material, and use each solved pattern to find related tech debt across the codebase.
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intermediateEngineeringClaudeAutomate High-Quality Pull Request Descriptions with a Custom AI Skill
Create a PR skill that explains intent from the coding session, then use a hook to route every agent generated pull request through the same team standard.
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advancedEngineeringGooseHow to Automate Code Generation from a Slack Message into a Pull Request
Learn how Stripe's engineering team turns a simple Slack message into a complete pull request using AI agents. This workflow automates environment setup, coding, and testing, triggered by a simple emoji reaction, dramatically reducing the friction to start new development work.
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intermediateEngineeringWarpHow to Automate Azure User Role Management with AI in the Terminal
Bypass the complex Azure web portal and manage user permissions in seconds. Use natural language prompts in the Warp terminal to assign multiple roles to users instantly, saving significant time on cloud administration.
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advancedEngineeringGitHub CopilotAutomate Your Pre-Merge PR Checklist with a Custom AI `/ship` Skill
Turn your repository's real preflight routine into a `/ship` skill. It checks the commit, runs the correct lint and build commands, pushes the branch, watches CI, fixes minor failures, and reports when the pull request is ready.
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advancedEngineeringClaudeBuild an Automated User Feedback to Pull Request Pipeline
Compress the path from live feedback to a testable code change by capturing the user’s words, structuring the issue, creating a Linear ticket, and invoking a context-rich coding agent from Slack.
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intermediateEngineeringCursorClaudeCreate a Data-Driven AI Adoption Playbook Using Cursor
Turn raw Cursor usage data into defensible adoption cohorts, a reusable analysis, and practical coaching that helps each group try the behavior most likely to deepen its use of AI.
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advancedEngineeringOpenClawBuild a Custom 'Slop-Free' Kids' TV App Without Coding Experience
Build a family TV app that turns parent chosen themes into a continuous YouTube stream behind a child simple interface. Jesse and her coding agent shipped Mira to a Google TV streamer in four days.
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advancedEngineeringFigmaClaude+1Build an AI Workflow to Convert Figma Designs to Code with a Self-Correction Loop
Wrap Figma extraction, implementation, and browser comparison in one `/figma` command so a teammate can paste a frame link and get a close first pass that corrects its own obvious misses.
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advancedEngineeringClaudeCursor+1How to Combine Claude Opus and GPT-5.3 Codex for High-Velocity Code Refactoring
Pair Opus 4.6 as the eager builder with GPT-5.3 Codex as the rigorous reviewer: let one create the broad change, then let the other challenge its architecture, performance, and edge cases before shipping.
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advancedEngineeringClaudeBuild a Slack Link Summarizer from Scratch using Claude Code
Build a local Chrome extension that turns a focused Slack link into three to five takeaways in seconds. Joe dictates the PRD, reuses a Chrome extension skill, tests in developer mode, and fixes a raw JSON response with a screenshot.
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intermediateEngineeringClaudeCodexImplement Model-vs-Model AI Code Reviews for Quality Control
Use one model to build quickly and a second model to review the diff for plan mismatches, code smells, and better architecture before applying the fixes.
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advancedEngineeringClaudeDevelop Features with AI Using Custom Visual Planning Tools
Turn a feature idea into a user flow, timing diagram, and UI mockups that your coding agent can use as the implementation plan.
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advancedEngineeringv0Build a Complex Interactive 3D Application with an AI-Powered Debugging Loop
Build and debug an ambitious 3D AI application by combining v0’s code generation with streaming model output, durable execution, outside technical research, and custom visual diagnostics inside the app.
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intermediateEngineeringv0GitHub CopilotBuild and Ship Production Features Using a Git-Based AI Workflow with v0
Use v0 as a production branch workspace: import the real repository, build a bounded feature with production constraints, iterate against the running app, and hand engineers a reviewable PR and preview.
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advancedEngineeringClaude CodeAutomate Code Quality and Fixes with AI Stop Hooks
Use an agent stop hook to run project-specific checks when files change, feed actionable failures back into the same session, and finish only when the bounded validation loop passes.
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advancedEngineeringGeminiClaude CodeAutomate Repetitive AI Commands with Custom Shell Aliases and CLIs
Turn repeated AI commands into safe shell aliases, then promote a stable multi-step prompt into a small CLI with explicit inputs, visible configuration, and reproducible output.
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advancedEngineeringClaude CodeImprove AI Code Awareness with Mermaid Diagram Context
Compress a codebase’s architecture into source-grounded Mermaid diagrams, store them beside the repository, and load only the relevant diagrams into an AI coding session.
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advancedEngineeringCodexHow to Architect Complex Software Projects with OpenAI's Plans.md Technique
Use a reusable Plans.md rubric to make Codex produce a self-contained, milestone based implementation plan for a complex change. Alex plans a Python SDK from an existing TypeScript SDK before asking Codex to build it.
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intermediateEngineeringCodexHow to Manage Parallel Development with AI using Git Worktrees and Codex
Give parallel Codex tasks separate Git worktrees so each agent has its own branch and directory. Alex creates French and German variants, runs both at once, and keeps their changes independently testable.
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beginnerEngineeringChatGPTCodexHow to Use OpenAI Codex to Understand and Modify a New Codebase
Open an unfamiliar repository in Codex, ask how to run it, launch the app with the returned command, and make a small behavior change in plain language while Codex traces the relevant code.
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beginnerEngineeringDevinHow to Use an AI Agent for Quick Code Maintenance and Internal Tool Improvements
Hand a small internal-tool annoyance to an AI coding agent, then turn its focused fix into a pull request without pulling an engineer away from larger work.
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intermediateEngineeringCursorv0+1How to Build and Ship a UI Feature in Under an Hour with v0 and Devin
Shape a small product improvement in v0, hand the refined specification to Devin, and use the working preview to finish the feature quickly.
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advancedEngineeringClaudeClaude CodeHow to Speedrun a 3D Multiplayer Game Prototype in 15 Minutes with Claude Code CLI
Speedrun a small multiplayer flight prototype by fixing the minimum scene and control contract, getting one local player working, adding an authoritative WebSocket loop in a separate workstream, and testing synchronization and failure behavior before adding polish.
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intermediateEngineeringCursorClaudeHow to Iteratively Build a 3D Game from Scratch with an AI Coding Assistant
Build a 3D game as a sequence of playable slices, asking the coding assistant to explain unfamiliar graphics and networking choices, measuring each new behavior, and returning to a clean checkpoint when layered fixes obscure the coordinate or state model.
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intermediateEngineeringClaudeGeminiHow to Build a Perfectly-Contextualized Prompt for Complex Code Analysis with Repo Prompt
Build a deliberate code analysis packet by selecting the smallest sufficient set of repository files, stating the question and constraints, and giving a reasoning model exact paths and contents without hidden context or irrelevant generated code.
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advancedEngineeringCursorHow to Automate Browser Actions and External Tools from Cursor using MCPs
Extend Cursor with one narrowly scoped MCP at a time, inspect the tools it exposes, and test read only browser or external actions in a sandbox before allowing the agent to touch authenticated sessions, databases, or mutable systems.
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advancedEngineeringCursorHow to Build a Custom AI Translation Service to Replace Expensive SaaS Tools
Build a version controlled localization service that extracts changed source strings, translates them with a language specific glossary and style prompt, validates placeholders and structure, and routes uncertain copy to native language review.
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intermediateEngineeringClaudeReplitHow to Vibe-Code a Full-Stack Web App Using a Replit AI Agent
Give Replit Agent a complete product blueprint, build the app in working slices, and steer each feature with real role, integration, and production tests.
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intermediateEngineeringHow to Systematically Iterate and Debug AI-Generated Prototypes
Keep AI prototypes easy to explore and recover by naming a stable baseline, creating a fork for each direction, and separating diagnosis from implementation when a change fails.
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intermediateEngineeringCursorClaude+1How to Systematically Reduce Technical Debt Using AI Agents
Capture a noisy test run, have Claude group warnings by type and worst offending files, save the result as a tiered migration checklist, and let Cursor or Devin take the next bounded task whenever capacity opens.
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intermediateEngineeringCursorHow to Centralize Documentation for Engineering Teams and AI Agents
Move engineering guidance into the repository, keep full human documentation under docs, and create concise central agent rules that link to it. Tool specific files then point to one source instead of duplicating instructions.
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advancedEngineeringGooseHow to Build a Custom AI Email Tool for Goose Using 'Vibe Coding'
Build a narrow email MCP by proving the provider call in a small script, wrapping it in a validated tool contract, and testing the enabled tool with safe recipients before connecting it to a larger agent workflow.
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intermediateEngineeringRorkHow to Unblock Engineering Teams with a Functional Mobile AI Prototype
Break a mobile feasibility deadlock by building the smallest functional prototype of the disputed capability, run it on a real phone, and use the result to replace abstract arguments with concrete technical and product questions.
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advancedEngineeringDevinHow to Set Up Devin AI for Automated Incident Response and Triage
Connect incident alerts to a read only Devin investigation so the on call engineer arrives to a timestamped evidence packet, likely code path, and explicit unknowns instead of a cold page.
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beginnerEngineeringDevinHow to Use Devin AI for Rapid Frontend UI Fixes and Iteration
Hand Devin a tightly scoped interface problem with the route, state, viewport, screenshot, and acceptance criteria it needs, then use before and after evidence plus browser checks to iterate quickly without losing responsive or accessible behavior.
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intermediateEngineeringDevinHow to Integrate a New Server into a Codebase with Devin AI and DeepWiki
Use DeepWiki to locate the code and conventions behind a small integration, turn that context into a bounded Devin task, and let the agent work asynchronously toward a reviewable pull request.
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advancedEngineeringCursorHow to Build a Multi-Device App Using a Structured AI Coding Workflow in Cursor
Build a multi-device fitness app by proving the smallest voice-to-structured-data loop first, then use Cursor for scoped planning and implementation while Xcode, physical devices, version control, and privacy constraints provide the feedback the agent cannot infer.
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intermediateEngineeringCursorHow to Build a Resilient Codebase Using Cursor's AI Agent for Automated Debugging
Give Cursor reliable feedback loops before asking it to repair code: establish types, linting, formatting, and focused tests, let the agent reproduce a failure, then inspect the diff and rerun the same checks plus a reusable branch review.
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intermediateEngineeringChatGPTHow to Systematically Analyze and Debug Errors in AI Products
Debug an AI product from observed behavior instead of vibes: sample real traces, annotate the earliest meaningful failure, count a grounded error taxonomy, and build narrow evals that can tell whether a change fixed the problem without creating a regression.
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beginnerEngineeringClaudeHow to Upload and Use Locally-Built Claude Skills in the Claude.ai Web App
Package a local Claude skill for the web app without carrying private files with it, fix the naming and archive structure, upload it to the intended workspace, and test it with synthetic input.
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intermediateEngineeringClaudeClaude CodeHow to Generate and Use Custom Claude Skills via the Command Line with Claude Code
Use Claude Code inside a local skills repository to generate a task-specific skill, inspect and validate the files it creates, then test the skill on representative input and improve the reusable instructions.
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intermediateEngineeringCursorClaude+1How to Create a Reusable 'Meta-Skill' for Generating Claude Skills with Cursor
Build a small meta-skill that creates other Claude skills consistently: ground it in the current format, keep the folder lean, validate the structure, and test whether it produces a useful second skill.
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beginnerEngineeringCursorHow to Build Your First Local Web App from Scratch Using Cursor AI
Create a small local Next.js project from an empty folder with Cursor, learn how to run and inspect it, and save a private version-controlled baseline before adding real features.
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intermediateEngineeringLovableMidjourneyHow to Build a Custom Party Planning App with Lovable and Midjourney
Build a small event hub that centralizes guests, dishes, recipes, and photos, then personalize it with intentional typography and art while making dietary information clear and usable.
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