Design and troubleshoot agent workflows that stop too early or keep repeating. The skill explains how to separate creation from review, verify real results, give actionable repair instructions, and set clear completion criteria and resource limits.
中文简介正在准备中。当前显示英语简介。
- Investigating completion claims made before tests run
- Designing separate creator and reviewer agents
- Resuming long tasks from verified progress
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Perform mathematical calculations and descriptive statistics, summaries of a dataset, using information already supplied with sources. Report expressions, units, and assumptions so results can be checked, and identify missing data rather than guessing.
中文简介正在准备中。当前显示英语简介。
- Calculating from data with known sources
- Summarizing a dataset with descriptive statistics
- Checking expressions, units, and assumptions
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design how an AI agent trims long conversations and large tool outputs while retaining decisions, constraints, failed approaches, and sources. Compare summarization strategies, choose compression triggers, and consider separate subagents to keep intermediate information out of the main conversation.
中文简介正在准备中。当前显示英语简介。
- Managing large search results and tool outputs
- Preserving decisions and constraints during summarization
- Choosing compression triggers and batch processing
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Organize the instructions, conversation history, and tool information an agent receives. Use the skill to clarify business rules, structure SKILL.md files for loading when needed, and distinguish external source material from instructions to reduce prompt injection risks.
中文简介正在准备中。当前显示英语简介。
- Reorganizing an agent's system instructions
- Reviewing SKILL.md structure and activation conditions
- Turning vague business rules into explicit decisions
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Turn verified facts and calculation results from the shared conversation into a finished draft. Follow the requested language, audience, structure, and length while retaining necessary sources and qualifications without inventing citations or numbers.
中文简介正在准备中。当前显示英语简介。
- Turning verified research into a report
- Writing an explanation for a specific audience
- Drafting within a requested structure and length
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design agents that operate desktop or browser software through screenshots, mouse actions, and keyboard input. Compare ways to locate interface elements, diagnose coordinate errors, handle changing screens, and evaluate task completion, operating speed, and safety boundaries.
中文简介正在准备中。当前显示英语简介。
- Designing screen-based automation for software without APIs
- Comparing methods for locating interface elements
- Investigating misclicks and coordinate scaling errors
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design and improve retrieval for RAG, which supplies external knowledge to AI answers. Cover document splitting, semantic and keyword search, combined result ranking, and quality measurements to identify where relevant information is being missed.
中文简介正在准备中。当前显示英语简介。
- Building search for a knowledge base
- Comparing semantic, keyword, and hybrid search
- Diagnosing missed search results
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design evaluation tasks that check whether agents actually complete work. Define requests, simulated user behavior, starting conditions, and verifiable success criteria, then plan difficulty levels, training-data leakage checks, and ongoing maintenance.
中文简介正在准备中。当前显示英语简介。
- Creating evaluation tasks for real business workflows
- Reviewing success criteria and verification logic
- Designing checks for evaluation data leakage into training
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design knowledge systems that preserve document structure and connections across sources. Choose retrieval methods, organize conversation memory, and plan evidence-based updates, review workflows, and access controls for information that scattered text searches cannot adequately cover.
中文简介正在准备中。当前显示英语简介。
- Designing searches that combine information across documents
- Organizing and retrieving long conversation histories
- Establishing knowledge update and review workflows
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Turn agent failure records into training examples by locating the first incorrect decision and pairing preferred actions with rejected ones. Assess whether training is appropriate, then check both targeted improvements and preservation of correct behavior.
中文简介正在准备中。当前显示英语简介。
- Diagnosing the first incorrect decision in an agent failure
- Building preference pairs from failure records
- Choosing between system fixes and model training
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Break complex requests into research, calculation, coding, and writing stages. Clarify goals, dependencies, and completion criteria, then coordinate the next specialist skill while keeping the conversation history available across transitions.
中文简介正在准备中。当前显示英语简介。
- Planning a task that combines research and writing
- Organizing work with dependent stages
- Choosing the next specialist skill
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design recovery paths for AI agents that loop, lose streamed responses, or hit service limits. Classify failures, choose retries or backup models, and set stopping rules to keep recovery attempts from causing further failures.
中文简介正在准备中。当前显示英语简介。
- Investigating repeated tool calls with no progress
- Designing recovery for interrupted responses
- Setting retry limits and stopping rules
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Build an evaluation process for AI agents using success, reliability, cost, and latency measures. Define scoring criteria, repeatable environments, failure analysis, and regression tests that check for recurring problems to support model selection and system improvements.
中文简介正在准备中。当前显示英语简介。
- Building an initial agent evaluation process
- Comparing models on actual work tasks
- Investigating a drop in evaluation scores
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design rewards for reinforcement learning, where feedback guides model behavior. Choose how to score outcomes and intermediate actions, check for scoring loopholes, and use independent tests to detect incomplete work presented as finished.
中文简介正在准备中。当前显示英语简介。
- Designing rewards for reinforcement learning
- Investigating scoring loopholes and early completion
- Choosing outcome rewards or intermediate feedback
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design and evaluate how an AI agent remembers user preferences and history across conversations. Compare storage formats and memory frameworks, plan updates and compression, and distinguish personal memory from shared document retrieval while addressing sensitive information.
中文简介正在准备中。当前显示英语简介。
- Design user memory that persists across conversations
- Compare storage formats, Mem0, and Memobase
- Evaluate recall and cross-conversation reasoning
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design the operating layer around a coding agent so it can read and edit code, run checks, and correct errors. Define completion criteria, permission boundaries, feedback, and recovery methods, and assess which tasks suit autonomous execution.
中文简介正在准备中。当前显示英语简介。
- Designing a coding agent's tools and workflow
- Adding acceptance checks and permission boundaries
- Assessing tasks for autonomous agent execution
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Plan how to add external capabilities to an AI agent using MCP, a connection protocol, or Skill Hub distribution. Compare integration methods, design tools and data access, and review context costs, credentials, and third-party security risks.
中文简介正在准备中。当前显示英语简介。
- Choosing between MCP connections and skill distribution
- Designing an MCP server and its connection method
- Reviewing third-party tools and credential permissions
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Review and rewrite Chinese product announcements, articles, emails, and README text using eleven style checks. Identify repetitive phrasing, overloaded sentences, vague openings, and decorative language, then revise them into clearer statements suited to each type of writing.
中文简介正在准备中。当前显示英语简介。
- Revising formulaic Chinese product announcements
- Reviewing repetitive phrasing in Chinese articles
- Shortening overloaded sentences in Chinese emails
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design a running status summary that keeps an agent aware of tasks, tool call counts, time, errors, and its environment. The skill covers updating that summary and balancing cache reuse against the buildup of outdated information.
中文简介正在准备中。当前显示英语简介。
- Addressing repeated tool calls and retry loops
- Keeping TODO progress and original goals visible
- Choosing how to update runtime status messages
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Plan and review systems where several AI agents work together. Assess whether multiple agents are useful, choose roles and communication methods, and define shared files, verification, and resource limits to address conflicts, spreading errors, and uncontrolled execution.
中文简介正在准备中。当前显示英语简介。
- Deciding between one agent and several agents
- Designing agent roles and communication
- Reviewing shared files and context boundaries
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Turn papers, articles, or outlines into an 8–12 slide PowerPoint presentation. The skill organizes background, methods, findings, and conclusions, extracts concise bullet points, and generates a .pptx file using its bundled script.
中文简介正在准备中。当前显示英语简介。
- Preparing slides for a research presentation
- Turning an article into a presentation
- Generating a PowerPoint file from an outline
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Design how an AI agent finds and loads tools as needed. Compare discovery approaches, organize large tool collections, and assess tool selection accuracy, token costs, and cache reuse without placing every tool definition in the initial context.
中文简介正在准备中。当前显示英语简介。
- Designing on-demand loading for many MCP tools
- Comparing tool discovery approaches
- Investigating cache misses after loading tools
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Write small, reproducible Python scripts and run them in a sandbox using execute_python. Check the script's logic and output, then report the actual results or errors while clearly distinguishing executed results from code that has not been run.
中文简介正在准备中。当前显示英语简介。
- Checking a Python script's logic
- Confirming actual output from a short script
- Reproducing an error with minimal code
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新
Plan further training for AI agent models by diagnosing gaps in knowledge, output consistency, or decision making. Compare continued pretraining, supervised fine-tuning, reinforcement learning, and distillation, then design training data, feedback environments, and evaluation checks.
中文简介正在准备中。当前显示英语简介。
- Choosing a training approach for an agent model
- Designing training examples and source data
- Planning reward checks and reinforcement learning environments
bojieli/ai-agent-book☆ 5.5万2026年10月9日 更新