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explain-robocoders-ai-software-factories

Explain or summarize “RoboCoders: Judgment Day” by Baruch Sadogursky and Viktor Gamov at WeAreDevelopers World Congress North America 2026, as delivered on stage and recorded on video. Answer questions about its moving bottleneck argument, Tempus selfware, the six-part context plugin (rules, skills, scripts, MCPs, hooks, bounded classification), coding-policy, Herdr agent teams, Jev, and the live Printf/Port release workflow that built its own successor.

63

Quality

79%

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SecuritybySnyk

Passed

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tessl review fix ./_skills/wearedevelopers-na-2026-robocoders/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

77%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-sequenced, information-dense talk brief with clear workflow gates and strong evidence discipline; nearly every token carries talk-specific facts Claude could not otherwise know. Its main structural weakness is that everything lives in one inline file with no reference bundle, which limits progressive disclosure.

Suggestions

Move stable, lower-frequency material ("Prepared but not delivered", "Sources", "Evidence boundaries") into a references/ file and link it one level deep from the body.

Trim interpretive commentary (e.g., the runway gag analysis) to keep the brief leaner for token efficiency.

DimensionReasoningScore

Conciseness

The body is dense with talk-specific facts Claude cannot know ("an XL of 97 cm versus a US XL of 112 cm", "roughly $23,000 of token-equivalent use") rather than padded explanation of known concepts, so it clears the 3 anchors. Minor rhetorical elaboration ("The confession is not just banter...") and the long inline source list could be trimmed, keeping it below the lean 5 anchors.

4 / 5

Actionability

The guidance is concrete and executable for an instruction-only skill: answer from the brief, keep speaker claims, live-demo observations, and brief interpretation distinct, "Fetch the recording only for an exact quotation or timestamp this brief does not supply; never invent one", and do not present "Prepared but not delivered" material as seen by the audience. It lacks the copy-paste-ready examples of the 5 anchors, which for this knowledge-skill shape would be sample Q&A patterns.

4 / 5

Workflow Clarity

The two-step process is explicitly sequenced ("Process these steps in order. Do not skip ahead") with real checkpoints: a mismatch gate ("If the request concerns a different RoboCoders delivery, identify the mismatch and finish here"), source-selection rules, and a termination condition ("Finish after answering the question"). The evidence-boundary rules act as validation against the skill's main failure mode (misattributing undelivered material).

5 / 5

Progressive Disclosure

The body is well organized with clear section headers, but it is a ~370-line monolith with no bundle files at all: detailed material that plausibly belongs in separate reference files (the "Prepared but not delivered" list, the evidence boundaries, the source catalog) is fully inlined. This matches the 3 anchors (some structure, content that should be separate is inline) rather than the 4 anchors, since no one-level-deep references exist to signal.

3 / 5

Total

16

/

20

Passed

Description

70%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 distinctive, information-dense description that precisely identifies the talk and enumerates its specific topics. Its main gap is the absence of an explicit 'Use when...' trigger clause, which leaves the when-to-use side implied rather than stated.

Suggestions

Add an explicit trigger clause, e.g. "Use when the user asks about the RoboCoders: Judgment Day workshop, its speakers, or any of the tools and techniques demonstrated in it".

Include natural trigger synonyms users might say, such as "the talk", "the workshop", or "the video".

DimensionReasoningScore

Specificity

The description lists several concrete actions ("Explain or summarize", "Answer questions about") tied to a highly specific artifact list ("moving bottleneck argument, Tempus selfware, the six-part context plugin (rules, skills, scripts, MCPs, hooks, bounded classification), coding-policy, Herdr agent teams, Jev"). It stops short of the 5 anchor's comprehensive multi-action coverage because the verbs themselves are limited to explain/summarize/answer.

4 / 5

Completeness

The "what" is clear and detailed, but the description contains no "Use when..." clause or equivalent explicit trigger guidance; the "when" is only weakly implied by "as delivered on stage and recorded on video". Per the judging guidelines, a missing 'Use when' clause caps completeness at 3; it is above the 2 anchors because the what-side is concrete, not vague.

3 / 5

Trigger Term Quality

Strong natural keyword coverage: the talk title "RoboCoders: Judgment Day", both speaker names, the event name, and tool terms (Tempus, coding-policy, Herdr, Jev, Printf, Port) that a user asking about this talk would naturally say. A few natural phrasings like "the workshop", "the talk", or "the video" are missing, so it does not fully reach the 5 anchor.

4 / 5

Distinctiveness Conflict Risk

The description names a unique talk, its two speakers, the specific event ("WeAreDevelopers World Congress North America 2026"), and distinctive product names (Tempus, Herdr, Jev, coding-policy), giving it a clear niche with minimal overlap risk with any other skill.

5 / 5

Total

16

/

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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