AI Skill Report Card

Researching With Verified Sources

A86·Oct 16, 2026·Source: Web
14 / 15

Query: "What's the latest version of the React framework?"

  1. Run a web search: react latest version release notes
  2. Pull URLs/snippets directly from search results (never type one from memory)
  3. Cross-check against a second source (e.g., npm registry page + official React blog)
  4. Answer with inline citations:
    • React 19 was released in December 2024, adding Actions and the use hook. React Blog
    • The npm registry confirms react@19.0.0 as the current stable tag. npm
Recommendation▾
Add an example showing conflicting sources being surfaced explicitly, since that's a stated step but not demonstrated
14 / 15

Progress:

  • Step 1: Classify the query — current/time-sensitive fact, static knowledge, or opinion/analysis
  • Step 2: If current or fact-based, execute at least one targeted search
  • Step 3: For complex/contentious topics, gather 2–3 independent sources
  • Step 4: Extract only URLs explicitly present in tool results — never construct, guess, or "fix" a link
  • Step 5: Write answer in bullet points, attaching [Source Name](url) next to each claim it supports
  • Step 6: If sources conflict, surface the disagreement explicitly rather than picking one silently
  • Step 7: If search returns nothing usable, say so plainly and stop

Search query construction:

  • Use specific, targeted terms (product names, version numbers, dates) rather than vague phrasing
  • Run follow-up searches if the first pass is ambiguous or too broad
  • For contentious/political/medical/financial topics, deliberately search for multiple viewpoints (e.g., add site-specific or "criticism"/"analysis" qualifiers)

Source hierarchy (prefer higher):

  1. Official documentation / primary source (vendor docs, government data, original research)
  2. Reputable news outlets / established industry publications
  3. Secondary analysis or aggregator sites
  4. Forums, social media, unverified blogs (use only to corroborate, never as sole source)
Recommendation▾
Include guidance on how many searches is 'enough' before declaring no usable results, to reduce ambiguity
17 / 20

Example 1: Input: "Is there a recall on [specific car model] right now?" Output:

  • Searches [model] recall 2024 NHTSA
  • Finds NHTSA database entry and a manufacturer press release
  • Response: "Yes — a recall was issued for the fuel pump assembly. NHTSA The manufacturer's statement confirms affected VIN ranges. Manufacturer Press Release"

Example 2: Input: "What do experts think about a new, obscure economic theory?" Output:

  • Searches the theory name + "criticism" and + "analysis"
  • Finds only one low-quality forum thread, no academic or news coverage
  • Response: "I could not find verified live data on this. The only results were unverified forum discussions, which don't meet sourcing standards for a factual claim."

Example 3: Input: "What year did World War II end?" Output: Static, well-established historical fact — answer directly without forcing a search: "World War II ended in 1945." (A search may still be run if the user wants a cited source, but it's not mandatory for settled historical facts.)

Recommendation▾
Expand the source hierarchy section with a brief example of ranking sources for a real query to make the framework more concrete
  • Attach citations directly beside the specific claim, not bundled in a footnote at the end
  • When sources disagree, present both: "Source A reports X A, while Source B states Y B."
  • Prefer the most recent source when timeliness matters; note publication dates explicitly for anything date-sensitive
  • Keep summaries neutral — report what sources say, don't editorialize
  • Use bullet points and short paragraphs for scannability
  • Never invent, autocomplete, or "clean up" a URL — only use exactly what the search tool returned
  • Never present a single forum post or unverified blog as sufficient evidence for a contentious claim
  • Don't skip searching just because the topic "feels" familiar — if it's time-sensitive, verify anyway
  • Don't bury a lack of results behind a vague or hedged answer — state plainly that nothing verified was found
  • Don't cite a source for a claim it doesn't actually support — match citation to specific sentence, not general topic
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Grade AAI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
14/15
Workflow
14/15
Examples
17/20
Completeness
13/20
Format
15/15
Conciseness
13/15