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CognitionReleased on Sep 10, 2026

SWE-2: Benchmarks, Pricing & Context Window

SWE-2 is a language model from Cognition, released in September 2026.

SWE-2 is Cognition's most advanced coding model, post-trained from Moonshot AI's 2.8-trillion-parameter Kimi K3 with reinforcement learning scaled to the multi-trillion-parameter regime for the first time. A single RL run trains all

SWE-2 benchmarks

Capability tiers

Standing within each category, adjusted for leaderboard depth.

Real tasks performance

High-confidence performance for SWE-2 across real-world prompt categories. Only 95% intervals at most 4 points wide are shown.

Performance by conversation depth

How SWE-2 holds up as conversations get longer.

Quality Tracker

SWE-2 Performance Across Datasets

Scores sourced from the model's scorecard, paper, or official blog posts

LLM Stats Logollm-stats.com - Fri Nov 06 2026
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SWE-2 latency

SWE-2 time to first token, sustained output throughput, and failed-request rate from live model usage over the trailing 7 days.

SWE-2 examples

Recent arena outputs from SWE-2, picked from the highest-ranked matchups.

SWE-2 license

SWE-2 is a proprietary model available under its provider's product and API terms.

License
Proprietary
Hosted access

Proprietary license - usage restrictions apply

SWE-2 resources

Official sources for SWE-2: official playground, official launch post.

SWE-2 vs other models

The most-compared alternatives to SWE-2 are Claude Opus 4.8, Claude Sonnet 5.5, GPT-5.6 Sol. Open any pair side-by-side for benchmarks, pricing, context, and latency.

Models like SWE-2

Models ranked just above and below SWE-2 by LLM Stats score.

 

Claude Opus 4.8

Score pending
 

Claude Sonnet 5.5

Score pending
 

GPT-5.6 Sol

Score pending
 

GPT-6.1 Sol

Score pending
 

MiMo-V2.6-Pro

Score pending
 

GPT-5.6 Terra

Score pending

FAQ

Common questions about SWE-2.

When was SWE-2 released?

SWE-2 was released on September 10, 2026 by cognition. This is the official SWE-2 release date tracked on LLM Stats.

Who created SWE-2?

SWE-2 was created by cognition.

What is the license for SWE-2?

SWE-2 is released under the Proprietary license.

Where is the SWE-2 paper or technical report?

SWE-2 has a paper or technical report available at https://cognition.com/blog/swe-2. Use that source for architecture, training, release and evaluation details.

What models should I compare SWE-2 against?

Common SWE-2 comparisons include SWE-2 vs Claude Opus 4.8, SWE-2 vs Claude Sonnet 5.5, SWE-2 vs GPT-5.6 Sol. Compare them side by side for benchmark scores, pricing, context window, latency and provider availability.