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talk-podjarny-skills-are-the-new-code

Assists with questions about Guy Podjarny's talk "Skills are the new Code". Use when the user wants to understand, apply, audit, or explore frameworks from this keynote — including the five engineering disciplines for skills (static analysis, evals, security testing, dependency management, observability), the three challenge buckets, the agentic development stack, or concepts like skill authoring, context engineering, agent harnesses, and skill quality scoring.

72

Quality

88%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

High

Do not use without reviewing

The canonical home for this skill is ainativedev/aidevcon-2026-ldn

SKILL.md
Quality
Evals
Security

Quality

Content

77%Scale 1-3

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-structured skill that provides clear, actionable guidance for grounding answers in a specific talk transcript. Its strongest aspects are the explicit workflow (outline → transcript → quote → paraphrase) and the concrete output format example. The main weaknesses are the missing bundle files that the skill depends on and some minor verbosity that could be trimmed.

Suggestions

Ensure bundle files (outline.md, transcript.md, quotes.md) are actually provided alongside the skill, as the entire skill's value depends on their presence.

Trim the parenthetical biography of Guy Podjarny and the introductory summary paragraph, which restate metadata already available in the skill description.

DimensionReasoningScore

Conciseness

The skill is reasonably efficient but includes some unnecessary elaboration. The parenthetical about Guy Podjarny's background and the detailed edge case guidance add tokens that could be trimmed. However, it avoids explaining concepts Claude already knows and stays focused on the task.

2 / 3

Actionability

The skill provides highly concrete, actionable guidance: a specific workflow for answering questions (read outline → find section → read transcript → quote verbatim), a detailed expected output format with a worked example, explicit formatting rules (italics for quotes, line ranges), and clear instructions for edge cases. This is copy-paste-ready behavioral guidance.

3 / 3

Workflow Clarity

The multi-step process is clearly sequenced: (1) read outline.md to locate section, (2) read that section of transcript.md, (3) anchor claims in verbatim quotes with line ranges, (4) separate paraphrase from quotes. Edge cases are handled with explicit branching instructions. The validation step (checking if a claim is in the transcript) serves as a checkpoint against hallucination.

3 / 3

Progressive Disclosure

The skill references three bundle files (outline.md, transcript.md, quotes.md) with clear purposes, which is good structure. However, no bundle files were actually provided, making it impossible to verify the references work. The skill also inlines all guidance in a single file rather than splitting the detailed formatting rules or edge case guidance into separate references, though for a skill of this length that's borderline acceptable.

2 / 3

Total

10

/

12

Passed

Description

100%Scale 1-3

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 a strong description that clearly identifies a narrow, well-defined domain (a specific keynote talk), lists concrete concepts and frameworks covered, and provides explicit 'Use when' guidance with multiple trigger verbs (understand, apply, audit, explore). The description uses proper third-person voice and includes rich, natural trigger terms that would help Claude accurately select this skill.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions and concepts: five engineering disciplines (static analysis, evals, security testing, dependency management, observability), three challenge buckets, agentic development stack, skill authoring, context engineering, agent harnesses, and skill quality scoring.

3 / 3

Completeness

Clearly answers both what ('Assists with questions about Guy Podjarny's talk') and when ('Use when the user wants to understand, apply, audit, or explore frameworks from this keynote') with explicit trigger scenarios and detailed enumeration of covered topics.

3 / 3

Trigger Term Quality

Includes highly specific natural keywords a user would say: 'Guy Podjarny', 'Skills are the new Code', 'static analysis', 'evals', 'security testing', 'dependency management', 'observability', 'skill authoring', 'context engineering', 'agent harnesses', 'skill quality scoring'. These are terms someone familiar with the talk would naturally use.

3 / 3

Distinctiveness Conflict Risk

Extremely distinctive — tied to a specific person's specific talk with unique terminology. Very unlikely to conflict with other skills given the narrow, well-defined scope around 'Skills are the new Code' keynote content.

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.

Repository
AINativeDev/aidevcon-2026-ldn
Reviewed

Table of Contents

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