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ainativedevcon2026/talk-podjarny-skills-are-the-new-code-aindc

Skills are the new Code by Guy Podjarny

89

1.38x
Quality

90%

Does it follow best practices?

Impact

87%

1.38x

Average score across 4 eval scenarios

SecuritybySnyk

Passed

No known issues

Overview
Quality
Evals
Security
Files

Quality

Content

77%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

This is a well-crafted skill with strong actionability and workflow clarity — it gives Claude precise, unambiguous instructions for multiple interaction modes, with explicit validation steps and a reusable lookup protocol. Its main weaknesses are moderate verbosity (the proactive trigger section and callout template constraints could be tightened) and the absence of bundle files to verify the referenced outline.md and transcript.md paths. The grounding rules and attribution requirements are appropriately rigorous for a skill that demands verbatim accuracy.

Suggestions

Tighten the proactive trigger section by consolidating the constraint bullets — several overlap (e.g., 'exactly one quote' and 'never more than two' convey the same idea) and the callout template could be shown once with less surrounding explanation.

Provide the bundle files (outline.md, transcript.md) or at minimum a stub listing so the progressive disclosure structure can be validated and Claude can confirm the referenced paths exist.

DimensionReasoningScore

Conciseness

The skill is moderately efficient — it provides necessary instructions for a complex, multi-mode skill, but some sections are verbose (e.g., the proactive trigger section repeats constraints that could be tightened, and the callout template is over-specified). The grounding rules are well-justified given the accuracy requirements, but the overall document could be ~30% shorter without losing clarity.

2 / 3

Actionability

The skill provides highly concrete, step-by-step guidance for every mode of operation: exact file lookup sequences, a precise callout template with all four required elements, specific formatting requirements, and clear decision criteria (e.g., 'exactly one verbatim quote', 'if you cannot find a relevant passage, stay quiet'). The instructions are copy-paste ready for Claude to follow.

3 / 3

Workflow Clarity

Multi-step processes are clearly sequenced with explicit validation checkpoints: the lookup protocol is defined once and referenced throughout, each use case (Q&A, teach, apply, audit) has numbered steps with clear ordering, and there are explicit verification steps ('verify by re-reading the cited line range before finalising'). The audit workflow includes a feedback loop (ask before scoring if information is missing).

3 / 3

Progressive Disclosure

The skill references external files (outline.md, transcript.md) appropriately and defines a shared lookup protocol to avoid repetition. However, no bundle files are provided, making it impossible to verify the referenced paths exist. The skill itself is a single monolithic document (~100+ lines) that could benefit from splitting the proactive-trigger constraints and the five use-case modes into separate referenced files, though for a skill of this length it's borderline acceptable.

2 / 3

Total

10

/

12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

This is an exceptionally well-crafted skill description that excels across all dimensions. It provides rich, specific trigger terms covering both reactive (talk-related queries) and proactive (skill development work) scenarios, clearly articulates what the skill does and when to use it, and occupies a highly distinctive niche. The only minor concern is its length, but the density of useful information justifies it.

DimensionReasoningScore

Specificity

The description lists multiple specific concrete concepts and actions: the agentic software stack components, CDLC, skill rot, five-tool framework with named tools, and specific proactive use cases like writing skill specs, designing skill registries, and defining evals. Very detailed and concrete.

3 / 3

Completeness

Clearly answers both 'what' (provides context about Guy Podjarny's keynote concepts and embeds verbatim quotes) and 'when' (explicit dual trigger: when user asks about the talk, AND proactively when user is working on skill-related deliverables). The 'Use when' and 'ALSO use proactively' clauses are explicit and detailed.

3 / 3

Trigger Term Quality

Excellent coverage of natural trigger terms users would say: 'skill spec', 'skill template', 'style guide', 'skill library', 'skill registry', 'skill quality', 'skill rot', 'lifecycle policy', 'agent supply chain security', 'evals for skills', 'skill dependency management', plus the speaker's name and talk title. These are terms users would naturally use.

3 / 3

Distinctiveness Conflict Risk

Highly distinctive — tied to a specific person's specific talk at a specific conference, with a very narrow niche around skill development lifecycle concepts. The combination of the talk reference and the proactive embedding of verbatim quotes makes this unlikely to conflict with other skills.

3 / 3

Total

12

/

12

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation11 / 11 Passed

Validation for skill structure

No warnings or errors.

Reviewed

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