Give the task and raw updates only; let the agent choose its own method.
Results vary more
Skill
You might say
I have to teach the AI the same process every time. Can it remember how to do this task?
A specialized workflow and instruction package organized in a standard directory, with SKILL.md as the entry point for agents to execute on demand.A Skill can include instructions, scripts, references, and templates. When a task matches it, an agent reads those materials and follows the documented method.
Know first
Agent SkillSKILL.md
What is inside a Skill?
Current taskPrepare a video and complete its pre-publish checkRead the overview
video-publisher/a Skill folder
AgentRead entry
Read the overviewSKILL.md
This Skill: help publish a videoWhen to use it: when preparing to publish or checking a videoHow: read the rules → check → produce the result
SKILL.md explains what the Skill does, when to use it, and how to complete the task.
A Skill is a folder with SKILL.md as its entry point; add other files when the task needs them.
How to install a Skill
Send the repository address and the Skill path to your agent so it can download, install, and check it.
https://github.com/ans-org/ans-vibehub-skills Install the skills/vibehub Skill from this repository.
Installedskills/vibehub/Your agent can use it now
A Skill can also come from: GitHub, SkillHub, A local folder shared by someone else
How to use it after installationTell your agent what you want to do
You can name the Skill directly or describe the task and let the agent decide whether it applies.
Use VibeHub to help me understand Git Branch.
Different agents can store Skills in different places. Ask the current agent to confirm its location during installation.
What a Skill does
A Skill mainly solves two problems: it preserves a repeatable method and gives the agent the knowledge and files it needs.
A repeatable weekly-report workflow
- Collect records
- Organize them using the template
- Check and deliver
Skill
Team references
Writing guide.mdcheck-report.mjsWeekly report template.pptx1Standardize a workflowUse the same steps each time2Provide new knowledgeGive the agent information it did not have
How to create a Skill
Do not start from a blank format. Ask Skill Creator to generate a first version.
Use Skill Creator to create a Video Publishing Skill. Ask what problem it should solve first, then generate a first version.
video-publisher/
SKILL.mdscripts/references/- 1
Tell the AI what problem the Skill should solve
- 2
Ask Skill Creator for a first version
- 3
Test it on real work, then improve it
How to test a Skill
Give the same task to an agent with the Skill and to one without it, then compare the results directly.
Same model · same input · same taskTurn 12 project updates into a weekly report
Give the same task and updates, and tell the agent to use the weekly-report Skill.
Results are easier to reproduce
ResultProcessConsistencyCost
If the platform supports subagents, test in parallel. Otherwise, use two separate conversations.
Skill best practices
Skills are read by AI, so keep them short, clear, and executable.
name: video-publisherdescription: Publish videos and check platform requirements. Use when someone is preparing to publish, checking dimensions, or making a cover image.Complete the checks, generation, and pre-publish confirmation in order.Write a clear description：State what the Skill does and what tasks should use it.
You can say this to an AI Agent
Package the weekly release-note workflow as a Skill: define triggers, inputs, steps, and acceptance in SKILL.md and keep scripts and templates in their directories. Exclude temporary chat and verify repeatability on a real change set.
Recommended tool
Web fine-tuning tool · Selector Pro
Select page elements for precise AI edits
Click a button, text, or card, note the change, then copy its exact location to AI.
Open Selector Pro website↗Further reading
Quick check
Every week, a team teaches an Agent the same release-note rules and reuses scripts and templates. How can repetition be reduced?
ANS Original Methods
Apply this term in a real workflow
Agent Skill Engineering
Build Agent Skills Like a Product: Silent Checks, Per-Page Chunking & Blind A/B Eval
Upgrade repeated prompts into productized Skills: run with defaults first, put deterministic logic in scripts, chunk long outputs per page, inject into HTML previews, and run blind sub-agent A/B tests.
Media & Video Pipeline
Ship Talking-Head Videos in 1–2 Hours: Outline, Auto Rough-Cut, OCR Captions & Drafts
Build in public around real engineering pain points: record in one take from a lean outline, then automate VAD+ASR retake cuts, screen-OCR caption fixes, 16:9/3:4 covers, and safe draft uploads.