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StartupsGlobal / Other·Ranked Wednesday, November 4, 2026

Exclusive: Cogent Security’s VR-1.1 model outscores Claude Code and Codex on vulnerability repair

Cogent Security's VR-1.1 outperforms Claude Code on vulnerability repair benchmarks.

Exclusive: Cogent Security’s VR-1.1 model outscores Claude Code and Codex on vulnerability repair
“Vulnerability management startup Cogent Security Inc. today released VR-1.1, a new version of its frontier reasoning model that writes fixes for newly disclosed software vulnerabilities.…”
— SiliconANGLE News

Why it matters

Specialized reasoning models outperforming general-purpose AI on narrow tasks suggest the market may fragment—security teams won't need expensive general LLMs, just task-specific models. This creates openings for smaller vendors but pressures OpenAI and Anthropic's moats.

AI score breakdown

#10 that day3.35/ 10

A composite of 3.35/10 put this story at #10 for Wednesday, November 4, 2026, driven mostly by technology breakthrough (5/10) and regional relevance (4/10).

Technology breakthrough · weight 30%5/10
Economic impact · weight 25%3/10
Job impact · weight 20%2/10
Regional relevance · weight 15%4/10
Policy & geopolitics · weight 10%1/10

Composite is the weighted sum of the five dimensions. How scoring works →

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