ainativedevcon2026/talk-podjarny-skills-are-the-new-code-aindc
Skills are the new Code by Guy Podjarny
89
90%
Does it follow best practices?
Impact
87%
1.38xAverage score across 4 eval scenarios
Passed
No known issues
Evaluation results
97%
97%Skill Style Guide for a Shared Engineering Library
Proactive callout in skill style guide
Callout inside deliverable
0%
100%
Why-this-matters header
0%
100%
Verbatim transcript quote
0%
100%
Transcript line citation
0%
70%
Full attribution present
0%
100%
Task-specific connecting sentence
0%
100%
Contextual callout placement
0%
100%
Quote count limit
0%
100%
96%
-4%Talk Research Brief: Skills Are the New Code
Q&A research brief with lookup and verbatim quoting
Verbatim quotes present
100%
100%
Line range citations
100%
73%
OpenClaw preserved verbatim
100%
100%
Transcription artifact annotation
100%
100%
Quality metrics: talk doesn't address
100%
100%
No fabricated attribution
100%
100%
Outline-guided lookup evidence
100%
100%
81%
-10%Developer Onboarding Explainer: Harnesses
Teach harness concept using Guy's framing first
Verbatim quote with line citation
90%
100%
Guy's framing appears first
75%
50%
Additions marked as not from the talk
96%
64%
Transcription artifact preserved
100%
100%
No fabricated Guy quotes
95%
100%
75%
14%Skill Development Practice Audit
Full audit of skill dev setup against talk framework
All five tools covered
70%
100%
All three problems covered
100%
100%
Verbatim definitions with line citations
20%
50%
Clear verdict per dimension
90%
100%
Gap summary section present
100%
100%
Gap summary includes verbatim quotes
0%
0%
- Evaluated
- Agent
- Claude Code
- Model
- Claude Sonnet 4.6