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talk-maple-context-engineering-skills

Use when the user asks about Simon Maple and Baruch Sadogursky's AI Native DevCon talk "Welcome to AI Native DevCon" (June 2026) — including questions about turning mega-prompts into skills, the skill YAML frontmatter (name/description) pattern, when to use rules vs skills vs scripts vs hooks, the "deterministic → script, non-deterministic → LLM" heuristic, the dark factory / issue-to-merged-PR orchestrator concept, Tessl plugins as context artifacts, eval scenarios and LLM-as-judge, using cheaper models via OpenRouter/LiteLLM, or applying their context-engineering approach to the user's own agent setup.

73

Quality

92%

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SecuritybySnyk

High

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

SKILL.md
Quality
Evals
Security

Security

1 high severity finding. You should review these findings carefully before considering using this skill.

High

W007: Insecure credential handling detected in skill instructions.

What this means

The skill handles credentials insecurely by requiring the agent to include secret values verbatim in its generated output. This exposes credentials in the agent’s context and conversation history, creating a risk of data exfiltration.

Why it was flagged

The skill repeatedly requires the agent to quote verbatim from transcript.md (and to embed verbatim YAML/frontmatter excerpts when drafting artifacts), which forces the LLM to include whatever literal text is present in those files — including any API keys, tokens, or passwords — in its output if such secrets exist in the transcript or quoted files.

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Repository
AINativeDev/aidevcon-2026-ldn
Audited
Security analysis
Snyk

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