Agent Skills Testing Guide: Measure Trigger Precision, False Positives, and Context Cost
Audit an Agent Skills loadout with specification checks, catalog budgets, overlap detection, near-miss prompts, and real activation records.
Audit an Agent Skills loadout with specification checks, catalog budgets, overlap detection, near-miss prompts, and real activation records.
Write useful AGENTS.md files with correct Codex discovery and precedence, root and nested scopes, practical templates, and maintenance checks.
Build an evidence-based AI code review workflow that checks intent, runtime behavior, tests, risk boundaries, and the latest diff before merge.
A practical beginner route for choosing an AI coding agent, writing safe prompts, using Git checkpoints, reviewing diffs, running checks, and understanding tool roles.
Master ChatGPT for programming with this comprehensive guide. Learn prompt patterns, debugging techniques, and best practices with real code examples.
A beginner guide to Claude Code: when to use it, how to install it, how to write your first task, review diffs, run checks, and keep Git checkpoints.
Learn when to use Claude Code Skills, Hooks, or MCP by separating reusable procedures, lifecycle automation, and external tool connections.
Understand Claude Code token usage, /usage fields, active context, prompt cache reads and writes, session cost, and practical ways to diagnose growth.
A beginner guide to OpenAI Codex across the app, IDE extension, CLI, and cloud workflows, with safe prompting, AGENTS.md, planning, tests, and review habits.
Build a fair 3–5-task pilot to compare Coding Agents on your repository with fixed commits, tests, permissions, budgets, repeated trials, and review burden.
Learn what a Coding Agent should verify in a real browser before trusting a UI patch: layout, network, console, session state, and evidence limits.
Turn a preserved Coding Agent trace into a local JSONL dataset, deterministic graders, machine-readable reports, and a CI quality gate.
Understand how a coding agent harness controls repository context, tools, orchestration, sandbox boundaries, memory, verification, and agent selection.
Learn how to separate coding-agent memory into durable project rules, active task state, retrievable history, and disposable working context.
Build a local Coding Agent trace audit that preserves tool failures, retries, Token usage, handoffs, and explicit telemetry gaps.
Understand coding agent sandbox boundaries, workspace-write risks, host trust, command allowlists, privileged daemons, and practical isolation checks.
Master DeepSeek, the best free AI coding assistant. Learn algorithms, competitive programming, and get GPT-4 quality without paying. Perfect for China developers.
A practical tutorial for generating TypeScript, JavaScript, or Python API client code from an OpenAPI JSON spec in your browser, without creating an account.
Design a Coding Agent Graph with explicit dependencies, serial and parallel execution, typed signals, merge rules, escalation, and governor authority.
Run parallel Coding Agents with isolated worktrees, runtime state, evidence, and merge authority so concurrency does not become integration chaos.
Install Kimi Code CLI, migrate safely from the legacy Kimi CLI, verify configuration, understand permission modes, and run a careful first task.
Master Kimi K2 with this complete tutorial. Learn to leverage 2 million token context, API integration, codebase analysis, and cost optimization for Chinese developers.
Build a bounded Coding Agent Loop with an explicit local aim, evaluator, budget, stopping condition, authority scope, and escalation path.
Use a practical MCP server security checklist to verify provenance, OAuth scopes, token handling, tool side effects, data access, logging, and revocation.
Design MCP Tools that help Agents choose the right action through task-shaped boundaries, schemas, honest annotations, compact results, and actionable errors.
Learn a practical GitHub Spec Kit workflow from constitution and specification through plan, tasks, implementation, and human review gates.
Migrate TypeScript MCP SDK v2 to protocol 2026-07-28 with explicit negotiation, stateless HTTP handling, state relocation, and legacy client checks.