source-evaluation

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How to judge whether information is reliable. Applies a source hierarchy before incorporating any finding into a research brief.

davidorex By davidorex schedule Updated 2/24/2026

name: source-evaluation description: How to judge whether information is reliable. Applies a source hierarchy before incorporating any finding into a research brief.

Source Hierarchy

When evaluating information, apply this ordering — prefer higher tiers:

  1. Official documentation — vendor docs, RFC specs, language references
  2. Primary source code — the actual library/project, not descriptions of it
  3. Recent authoritative blog posts — from known maintainers or recognized experts
  4. Stack Overflow / community Q&A — useful for patterns, check answer date and vote count
  5. LLM training data recall — treat as a starting point only, not ground truth

When two sources conflict, the higher-tier source wins. When a lower-tier source contradicts official docs, note the discrepancy rather than silently resolving it.

Recency Check

  • API and library guidance older than 2 years is suspect — check for version drift
  • Security guidance must be current — old advisories may describe fixed issues
  • Architectural patterns are longer-lived — age alone does not disqualify them
  • Always note the date or version of a key source in the research brief

Maintenance Status

Before recommending a library or tool, check:

  • Last release date and commit frequency
  • Open issues vs. closed issues ratio
  • Whether the README references abandonment or a maintained fork
  • Community size (number of contributors, downstream dependents)

An abandoned library may still be the right answer for stable, finished domains. Flag it explicitly rather than hiding it.

Red Flags

  • Source cites no version and the landscape changes quickly
  • Source author has obvious vendor bias for one option
  • "Best practice" advice with no rationale — look for the reasoning
  • A single source supporting a strong claim — find corroboration
Install via CLI
npx skills add https://github.com/davidorex/fac --skill source-evaluation
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