BrowserForge: Scaling Web Episode via Parallel Browser Sandboxes
Web agents that act from rendered pixels avoid the fragility and heavy token cost of reading a page's HTML or accessibility tree, but training them depends on large amounts of high-quality interaction trajectories, and how to produce such data at scale remains an open problem. Public datasets typically contain only a few thousand trajectories drawn from a fixed and narrow set of websites, and even recent automated synthesis pipelines stay bound to predefined site lists or tutorial sources, so the number of distinct websites the agent ever sees barely grows. We present BrowserForge, a framework
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
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- PossiblePossibly related (embedding) · 61%Meet WebBrain: An Open-Source, Local-First AI Browser Agent That Reads Pages and Automates Tasks in Chrome and Firefox - MarkTechPost →
- PossiblePossibly related (embedding) · 61%Weblica: Scalable and Reproducible Training Environments for Visual Web Agents - Apple Machine Learning Research →
- FuzzySimilar title/name (fuzzy) · 87%CodeForge-15B →
“Fuzzy title match (0.94): “BrowserForge: Scaling Web Episode via Parallel Browser Sandb” ≈ “CodeForge-15B””
- PossiblePossibly related (embedding) · 26%firecrawl/firecrawl →
“Possibly related via embedding similarity 0.57 (not asserted). Timestamp check: artifact slightly before paper (-54d).”
- FuzzySimilar title/name (fuzzy) · 87%browseros-ai/BrowserOS →
“Fuzzy title match (0.94): “BrowserForge: Scaling Web Episode via Parallel Browser Sandb” ≈ “browseros-ai/BrowserOS””
- FuzzySimilar title/name (fuzzy) · 87%browser-use/browser-use →
“Fuzzy title match (0.94): “BrowserForge: Scaling Web Episode via Parallel Browser Sandb” ≈ “browser-use/browser-use””
- FuzzyOverlapping authors or contributors · 62%TauricResearch/TradingAgents →
“Shared author/contributor keys: xiao”
- FuzzySimilar title/name (fuzzy) · 59%browser-use/browser-harness →
“Fuzzy title match (0.73): “BrowserForge: Scaling Web Episode via Parallel Browser Sandb” ≈ “browser-use/browser-harness””