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more-with-less-agent-factory

Explain or summarize Baruch Sadogursky's delivered JRush 2026 talk “More With Less,” including its triple policy enforcement, skills/scripts/classifiers split, Jev example, diminishing-returns judge, Herdr roles, and model economics. Use for questions about this specific talk, its demos, or its cited resources.

72

Quality

91%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

85%Weight 40%Scale 1-5

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

A well-built knowledge skill: precise, non-generalizable facts delivered in a clean two-step workflow with explicit attribution and anti-hallucination rules, and well-labeled external source links. Its main structural weakness is that it is a single monolithic file — the timestamped outline and delivery meta-commentary (~half the body) could live in a reference file so the always-loaded SKILL.md holds only the core argument and usage rules.

Suggestions

Move the timestamped 'Delivered sequence' outline into a references/ file (e.g., references/outline.md) and keep only a pointer in SKILL.md, since timestamps are only needed when a user asks where a point appears.

Consolidate 'Confirmed delivery clarifications' and 'Delivery notes' into a single references/delivery-notes.md; both are meta-commentary needed only in edge-case questions.

Trim Step 1's restatement of the frontmatter description to a one-line scope check to save always-loaded tokens.

DimensionReasoningScore

Conciseness

The body is dense with talk-specific facts Claude cannot know, and does not explain general concepts, so nearly every section earns its tokens; however, minor trimming is possible — 'Step 1 — Match the question' restates the frontmatter description, and 'The three policy checks' section repeats the enforcement points already narrated in 'Delivered sequence' item 4 — placing it at 'efficient; minor instances of over-explanation' rather than the fully lean 5 anchor.

4 / 5

Actionability

The guidance is concretely executable for an instruction-only skill: explicit caption-correction mappings ('"Herder" means Herdr, "push domain" means push to main'), explicit attribution rules ('attribute it to the introduction when precision matters', 'Do not report that either CTA was delivered'), a four-way separation of claim types, and specific source links for follow-up — fully specific instructions covering the common answering cases, not the 'minor gaps' of 4.

5 / 5

Workflow Clarity

A clearly sequenced two-step process with explicit ordering ('Process steps in order. Do not skip ahead.'), a gate in Step 1 ('If the user is asking how to build an unrelated agent system, treat the talk as a source of design ideas'), an explicit handoff ('Proceed immediately to Step 2'), and an explicit termination ('Finish after answering.'); no destructive or batch operations apply, and for this simple skill the sequence is unambiguous end to end.

5 / 5

Progressive Disclosure

No bundle files exist (no references/, scripts/, or assets/ directories), so the ~150-line body carries everything inline; while headers are clear, substantial detail-oriented content that would fit a one-level-deep reference — the timestamped 'Delivered sequence', 'Confirmed delivery clarifications', and 'Delivery notes' — sits in SKILL.md itself, matching the anchor 'content that should be separate is inline' rather than the 4 anchor's 'most content appropriately placed'.

3 / 5

Total

17

/

20

Passed

Description

92%Weight 40%Scale 1-5

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

A strong description: third-person, concrete, and comprehensive on 'what', with an explicit 'Use for' trigger clause and tightly scoped to a single identifiable talk. Only minor keyword variations (the talk's full subtitle, the speaker's common handle) are absent.

Suggestions

Add the talk's full subtitle 'A Lean Software Factory Made of Rival Coding Agents' as a trigger phrase, since users may search by subtitle rather than the short title.

Include the common speaker handle 'JBaruch' alongside 'Baruch Sadogursky' to catch users who reference him by his widely used alias.

DimensionReasoningScore

Specificity

The description enumerates multiple concrete content areas — 'triple policy enforcement, skills/scripts/classifiers split, Jev example, diminishing-returns judge, Herdr roles, and model economics' — giving comprehensive coverage of the talk's subject matter, matching the 'lists multiple specific concrete actions' anchor rather than the 4 anchor's 'minor gaps in coverage'.

5 / 5

Completeness

It clearly answers both 'what' ('Explain or summarize... including its triple policy enforcement...') and 'when' with an explicit 'Use for questions about this specific talk, its demos, or its cited resources' trigger clause, matching the anchor requiring concrete trigger phrases for both; not the 4 anchor, where 'when' is present but only vague.

5 / 5

Trigger Term Quality

Natural terms users would say are present ('Baruch Sadogursky', 'More With Less', 'JRush 2026', 'talk', 'demos'), but a few natural variations are missing — the talk's full subtitle 'A Lean Software Factory Made of Rival Coding Agents' and the speaker's common 'JBaruch' handle — fitting the 'good keyword coverage; a few natural terms missing' anchor rather than the comprehensive synonym coverage of 5.

4 / 5

Distinctiveness Conflict Risk

The description is scoped to one named speaker, one named talk, and one conference ('Baruch Sadogursky's delivered JRush 2026 talk'), a clear niche with distinct triggers and minimal overlap with any plausible sibling skill; not 4, which reserves overlap risk with closely related skills.

5 / 5

Total

19

/

20

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.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
jbaruch/shownotes
Reviewed

Table of Contents

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