Tyler PostleJun 23, 2026
Introducing Smart Skills by Voker
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Introducing Smart Skills by Voker
Tyler Postle
Learn how Voker's Smart Skills automatically generate improvements based on agent performance and failure modes. Discover how to track cost-per-resolution metrics and manage underperforming skills to optimize your AI agents.
Introducing Smart Skills by Voker
Tyler Postle
Learn how Voker's Smart Skills automatically generate improvements based on agent performance and failure modes. Discover how to track cost-per-resolution metrics and manage underperforming skills to optimize your AI agents.
Chapters
00:00
Introduction to Smart Skills
Overview of how Voker generates skills based on failure modes.
00:20
Agent Versions and Skills
00:34
Token Efficiency Metrics
01:04
Managing Agent Skills
01:44
Conclusion
Transcript
00:00
Hey, Vahan here and I want to introduce smart skills.
00:04
So smart skills are skills that Voker generates based on failure modes it observes across your agents.
00:10
So these could be anything from user corrections, which is a concept you might be familiar with at this point, or otherwise other errors, like tool errors, etc.
00:20
Skills are tied directly to agents today.
00:23
these are also generated, alongside an agent version.
00:27
So we auto increment your agent version as skills are generated to accommodate some of these issues.
00:34
Another great benefit to skills is that they can often help with your token efficiency.
00:40
So one metric we like to track here is cost per resolution.
00:44
So a resolution is anytime a user, gets what they want from the agent.
00:48
and with skills, you can see exactly when a, skill was added here in this milestone and see whether or not it had a positive or negative effect on your cost per resolution.
00:59
So here you'll see I added a skill and it went down by a couple cents.
01:04
now we'll click into this intake agent.
01:07
As you can see, here's the skill that we've generated.
01:09
You can edit this directly either in with our Milkdown editor or RAW Markdown.
01:15
it.
01:15
But what I really wanted to show you here was the justification So the reason why this skill was generated is listed below.
01:24
and so this underperforming status means that Voker decided that this agent needed a skill to improve its performance What happened after is that it actually didn't help, over time, right?
01:36
The correction rate has actually gone up, the cost of resolution has gone up.
01:40
From here you can make the decision to cut or pause the skill.
01:44
Yep, that's it for Skills.
01:46
Let me know if you have any questions.
01:47
I'm, really curious to hear what you think and if this is something that you'd be interested in betaing, thanks bye.
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