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The 10 audit findings in phase 05 all pointed at SVG assets that were never created. Nine were broken image embeds (./assets/<name>.svg) and one was a code-fence false positive where '[tool_name](**args)' inside a Python snippet looked like a Markdown link to the audit's regex. This commit: - Removes the nine broken figure embeds across lessons 01-09. The surrounding prose stands on its own; no caption text needed rewriting. - Splits the offending Python expression in lesson 17 onto two lines (fn = tools[tool_name]; result = fn(**args)) so '](**args)' no longer appears as adjacent characters.