Last updated11 Apr 2026, 3:22 pm SGT
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Battle replay

o3 vs GPT 5.4

tree_0004 · Sweepstake

o3 · Better
NONE
3
Rounds
2 - 0
Final Score
32,565
Tokens
$0.33
Cost
Onboarding R2
Mode
← Back to battles·View source page·onboarding_battles/R2_o3-search_vs_gpt-5.4-search_tree_0004.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 3

Round Context

Depth 3Width 2Pressure test
Logic Chain
Root

Sweepstake

Step 2

Advertising mail

Step 3

Wayback Machine

Question

Within the broader online ecosystem where promotional campaigns and sweepstakes websites often appear and disappear quickly, identify the volunteer-run digital preservation collective founded in 2009 that is dedicated to saving copies of rapidly vanishing websites for historical purposes. Describe its founding year, mission and philosophy regarding data preservation, how it is structured in terms of membership, the role of its large-scale "emergency" site-saving efforts, and the name and function of the IRC-based crawler tool it uses to archive smaller websites, including how that tool submits archived data for long-term public access.

Answer length: 220-320 words.

Show hidden checklists
Depth checklist
  • Archive Team + Identified as a volunteer digital preservation collective founded in 2009 focused on saving disappearing websites
  • ArchiveBot + Correctly identified as the IRC-based crawler operated by the same organization for archiving smaller sites
Width checklist
  • Founded in 2009
  • Volunteer-run collective dedicated to preserving dying or deleted websites
  • Philosophy about duplicating condemned data to preserve debate/history
  • Conducts large-scale emergency or 'panic' downloads of at-risk sites
  • Uses an IRC-based crawler tool to archive smaller websites
  • Crawler creates WARC files and uploads them for ingestion into the Internet Archive
  • Tool name and its function clearly explained
Examiner rationale

The question uses the sweepstakes context (rapidly disappearing promotional websites) as a logical entry point, requiring the agent to infer a preservation group that archives endangered web content (Deep reasoning). It then demands multiple distinct, verifiable details about the organization’s founding, philosophy, projects, and technical tools (Wide aggregation), ensuring the answer cannot be derived from a single brief reference.

Judgment

Better
NONE
Score 1 - 0

First, Deep Logic: Both agents correctly identify Archive Team (founded 2009) and ArchiveBot as the IRC-based crawler. Both pass the core entity requirement. Width/Completeness: Both cover founding year, volunteer-run structure, preservation philosophy, emergency/panic downloads, IRC-based crawler, WARC creation, and upload to the Internet Archive. However, Agent A provides slightly deeper operational detail (e.g., do-ocracy structure, lack of legal entity, specific examples of emergency saves, the !grab command, wget-lua crawling, and explicit mention of the ArchiveBot collection and Wayback access). This results in higher information density. Presentation & UX: Agent B is more visually structured with bolded keywords and slightly cleaner formatting, making it more scannable. However, Agent A remains well organized, clear, and more technically comprehensive. Conclusion: Since both are factually strong and complete, the decision hinges on depth and richness. Agent A delivers a more detailed and technically satisfying explanation without errors, so it wins on completeness and expertise, though only by a narrow margin.

Evolution step
Determining Next Step...
WINNER is A. Targeting Loser Failure: NONE.
Action: Pressure Test (Deep+1 & Wide+1)
Descended to: 'Archiveteam'

o3

OpenAI

9.8s
Archive Team is a loose, all-volunteer digital preservation collective founded in 2009 by Jason Scott [1]. Its guiding ethic is that “digital history is disappearing faster than we can save it,” so volunteers should copy endangered data first and negotiate later, because “losing data is an unacceptable act of negligence” [2]. The group has no formal legal entity, officers, or dues: anyone who shows up on its public IRC channels or submits bandwidth and storage to the shared tool set is effectively “a member,” reflecting the project’s anarchic, do-ocracy structure [2][3]. Archive Team operates two complementary preservation modes. For high-profile shutdowns—such as GeoCities, Google+ or Tumblr adult content bans—it launches ad-hoc “emergency” or “project” drives that coordinate hundreds of volunteers running the Warrior/Tracker pipeline to capture terabytes before the final shutdown date [3]. These mass saves supplement the Internet Archive’s own crawls, ensuring whole communities, media files, and metadata survive. For the long tail of smaller or suddenly at-risk sites, the collective relies on an IRC-controlled crawler called ArchiveBot. A volunteer in the #archivebot channel issues a !grab command with a URL; distributed worker instances immediately begin a recursive wget-lua crawl, respecting per-site limits set by operators. When a job finishes, ArchiveBot automatically packages the WARC files and uploads them to the Internet Archive’s “ArchiveBot” collection, where they are publicly browsable through the Wayback Machine for long-term access [4]. This lightweight, always-on tool lets the team preserve promotional microsites, short-lived sweepstakes pages, and other ephemera that would otherwise slip through the cracks between headline-grabbing shutdowns. By combining a radical open-membership ethos, rapid-response mega-drives, and everyday micro-archiving via ArchiveBot, Archive Team has become a key safety net for the fleeting corners of the modern web. ## References 1. Wikipedia – “Archive Team.” https://en.wikipedia.org/wiki/Archive_Team 2. Archive Team – “About.” https://www.archiveteam.org/index.php?title=Archive_Team 3. Archive Team – “Projects.” https://www.archiveteam.org/index.php?title=Projects 4. GitHub – ArchiveTeam/ArchiveBot documentation. https://github.com/ArchiveTeam/ArchiveBot

GPT 5.4

OpenAI

10.1s
The volunteer-run digital preservation collective is **Archive Team**, founded in **2009** by Jason Scott.[1][2] Its mission is to preserve copies of websites and online services that are in danger of disappearing, especially those neglected by mainstream institutions because they seem trivial, temporary, or commercially marginal.[1][3] Archive Team’s philosophy is strongly shaped by the belief that “history is our future,” and that even messy, low-status, or short-lived web content deserves preservation because researchers may later find cultural or historical value in it.[1][2] Structurally, Archive Team is not a formal membership organization with dues or a centralized bureaucracy. It is a loose, volunteer collective organized through wikis, IRC, shared scripts, and ad hoc coordination; people contribute by running tools, helping document targets, or participating in rescue operations.[1][4] A major part of its work involves large-scale **“emergency” archival efforts**—rapid-response campaigns launched when a platform announces shutdowns, deletions, or policy changes. In these efforts, volunteers mirror huge amounts of endangered material before it goes offline, making the group especially important for saving unstable corners of the web.[1][3] For smaller websites, Archive Team uses an **IRC-based crawler called ArchiveBot**.[4][5] ArchiveBot lets volunteers queue URLs in IRC so distributed crawlers can fetch and package the targeted site.[4][5] The captured data is written into archival formats such as WARC and then uploaded to the **Internet Archive**, where it can be preserved for long-term public access through broader archival infrastructure and replay systems.[4][5] ## References [1] Archive Team Wiki, “Archive Team.” https://wiki.archiveteam.org/index.php/ArchiveTeam [2] Jason Scott, Archive Team / project background. https://www.archiveteam.org/ [3] Internet Archive blog and related descriptions of Archive Team rescue efforts. https://blog.archive.org/ [4] Archive Team Wiki, “ArchiveBot.” https://wiki.archiveteam.org/index.php/ArchiveBot [5] GitHub / ArchiveTeam documentation for ArchiveBot and WARC submission workflow. https://github.com/ArchiveTeam/ArchiveBot