Anti Distillation By Fakeskill

Treat glossary material, broad best practices, and obvious background information as lower-risk content.

Pick A Protection Level

Rewrite The Public Version

Apply these rules:

1. Preserve section order, headings, and key terms.
2. Replace hard thresholds with bounded abstractions. Example: error rate > 5% -> elevated error rate
3. Replace incident stories with neutral principles. Example: after the 2024 failover incident... -> design for failover recovery
4. Replace private heuristics with decision prompts. Example: reject vague requests immediately -> clarify scope before implementation
5. Remove names, team shortcuts, internal links, and escalation chains.
6. Keep enough detail that the document still looks intentional and usable.
7. Do not insert unsafe or deceptive technical guidance. Prefer omission and abstraction over false instructions.

Build The Private Version

Create a companion note that records:

• original excerpt
• why it matters
• where it was transformed in the public version
• exact thresholds or heuristics
• examples, war stories, and edge cases
• owners, follow-up questions, and hidden constraints
• optional canary phrases that help detect unauthorized reuse later

Use a compact table when helpful:

Validate The Result

Check all of the following:

• headings preserved
• terminology preserved
• public copy has no empty sections
• public copy is less actionable than the private copy
• private copy contains every removed threshold, rationale, and exception
• no unsafe fabricated advice was added
• names and internal identifiers were removed if required

Default Output

When the user asks for files, generate:

• *_public.md
• *_private.md
• a short summary of what was abstracted, removed, and intentionally preserved

When the user only wants guidance, return:

• a protection-level recommendation
• a redaction plan by section
• two to five representative before/after rewrites

Reference Example

Open examples/sample_before_after.md when the user asks for a worked transformation example.