AI Skill Report Card

Speedrunning Wikipedia Links

B70·Oct 26, 2026·Source: Extension-page
13 / 15

Given Start = Pizza, Target = Moon landing:

  1. Scan Pizza for a broad hub link → Italy (geographic hub).
  2. From Italy → United States (another major hub, likely linked via history/culture).
  3. From United States → NASA (government agency link common in US articles).
  4. From NASA → Moon landing (direct link, NASA runs the program).

Path: Pizza → Italy → United States → NASA → Moon landing (4 clicks).

Recommendation▾
Examples are plausible-sounding but speculative since actual Wikipedia link graphs aren't verified—acknowledge or build in a verification/fallback step when a hypothesized link doesn't exist in practice.
13 / 15

Progress:

  • Step 1: Identify the Start and Target article's core category (science, history, geography, person, pop culture, etc.)
  • Step 2: Find the fastest "hub" from Start — a broad, highly-linked concept (a country, century, major field of study, war, religion, or famous figure)
  • Step 3: Find the fastest hub that connects toward Target, ideally working backward from Target too (meet-in-the-middle)
  • Step 4: Chain hubs together, preferring the fewest total jumps
  • Step 5: State the final path and click count

Core heuristic: work both directions.

  • Forward from Start: what's the most "exit-rich" link in this article (country, era, discipline, war, continent)?
  • Backward from Target: what broad categories would plausibly link to Target? (e.g., Target "Black hole" is reachable from "Physics," "Astronomy," "General relativity")
  • The optimal path usually meets in the middle at a mega-hub: a country, a century/decade, a major war, a scientific discipline, a religion, or a prominent historical figure.

Hub tiers (most to least connective):

  1. Major countries (United States, France, China, Germany, United Kingdom)
  2. Time periods (20th century, Middle Ages, Renaissance)
  3. Broad disciplines (Physics, Mathematics, Biology, Philosophy)
  4. World wars / major historical events
  5. Prominent people (frequently cross-linked: Einstein, Napoleon, Aristotle)
  6. Universal concepts (Human, Earth, Science, Energy, Language)

Only use links that plausibly exist in real article text — don't invent connections; reason about what a Wikipedia article on that topic would realistically link to (infobox fields, opening paragraph, "see also" categories).

Recommendation▾
Add a 'bad outcome' example showing a failed/inefficient path (e.g., over-reliance on an obscure hub leading to a dead end) to contrast with the good examples.
13 / 20

Example 1: Input: Start = Coffee, Target = Ancient Rome Output: Coffee → Ethiopia → Trade → Ancient Rome (3 clicks). Reasoning: Coffee's origin links to Ethiopia; Ethiopia/trade history links to ancient trade routes; Ancient Rome is a top-level link from major trade/history articles.

Example 2: Input: Start = Microprocessor, Target = Philosophy Output: Microprocessor → Computer science → Logic → Philosophy (3 clicks). Reasoning: Microprocessor links to Computer science (direct field link); Computer science links to Logic (foundational discipline link); Logic is a core branch of Philosophy, linked in its opening paragraph.

Example 3: Input: Start = Skateboard, Target = Moon Output: Skateboard → United States → Apollo program → Moon (3 clicks). Reasoning: Skateboard's invention/history links to United States; US space history links to Apollo program; Apollo program directly links to Moon (landing site).

Recommendation▾
The hub-tier heuristic list and best practices overlap significantly with the workflow section—consolidate to reduce redundancy and tighten the skill further.
  • Always prefer broad geographic or disciplinary hubs over narrow, specific articles — they have exponentially more outbound links.
  • When stuck, pivot through "century" or "country" pages — nearly everything eventually links to one.
  • For person-to-person routes, route through nationality, field, or era (e.g., Einstein → Germany/Physics → target's field).
  • For object-to-abstract routes (e.g., Pizza → Black hole), route: object → origin country/culture → science/discovery link → field → target.
  • Keep paths to 3-5 clicks; if a plan exceeds 6, re-evaluate your hub choice.
  • State assumptions about link existence honestly — flag any jump that's a guess rather than a near-certainty.
  • Don't assume Ctrl+F-style shortcuts exist in the actual game — the real play-mode blocks in-page search, so your plan must rely on genuinely visible, logical links, not just any string match.
  • Don't chain through overly obscure or narrow articles — they rarely link onward to broad hubs and create dead ends.
  • Don't skip the backward pass from Target — forward-only planning often misses a shorter route.
  • Don't invent links that wouldn't realistically appear in an article's prose or infobox (e.g., don't assume "Pizza" links directly to "Quantum mechanics").
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Grade BAI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
13/15
Workflow
13/15
Examples
13/20
Completeness
14/20
Format
14/15
Conciseness
13/15