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CognitionReleased on Nov 4, 2026

SWE-2 Flash: Benchmarks, Pricing & Context Window

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

SWE-2 Flash is Cognition's fast, low-cost coding model, built on Thinking Machines' Inkling-Small (276B total / 12B active parameters) with a large-scale mid-training stage (a few trillion tokens of scientific articles, blogs, code and

SWE-2 Flash benchmarks

Capability tiers

Standing within each category, adjusted for leaderboard depth.

Real tasks performance

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

Performance by conversation depth

How SWE-2 Flash holds up as conversations get longer.

Quality Tracker

SWE-2 Flash Performance Across Datasets

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

LLM Stats Logollm-stats.com - Thu Nov 12 2026
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SWE-2 Flash latency

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

SWE-2 Flash examples

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

SWE-2 Flash license

SWE-2 Flash is a proprietary model available under its provider's product and API terms, has 276.0B parameters.

License
Proprietary
Hosted access
Parameters
276.0B

Proprietary license - usage restrictions apply

SWE-2 Flash resources

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

SWE-2 Flash vs other models

The most-compared alternatives to SWE-2 Flash are Muse Spark 1.3, Claude Opus 4.8, GPT-5.5. Open any pair side-by-side for benchmarks, pricing, context, and latency.

Models like SWE-2 Flash

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

 

Muse Spark 1.3

Score pending
 

Claude Opus 4.8

Score pending
 

GPT-5.5

Score pending
 

GLM-5.3-Flash

Score pending
 

GPT-5.6 Sol

Score pending
 

Mistral Large 4

Score pending

FAQ

Common questions about SWE-2 Flash.

When was SWE-2 Flash released?

SWE-2 Flash was released on November 4, 2026 by cognition. This is the official SWE-2 Flash release date tracked on LLM Stats.

How big is SWE-2 Flash?

SWE-2 Flash has 276 billion parameters.

Who created SWE-2 Flash?

SWE-2 Flash was created by cognition.

What is the license for SWE-2 Flash?

SWE-2 Flash is released under the Proprietary license.

Where is the SWE-2 Flash paper or technical report?

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

What models should I compare SWE-2 Flash against?

Common SWE-2 Flash comparisons include SWE-2 Flash vs Muse Spark 1.3, SWE-2 Flash vs Claude Opus 4.8, SWE-2 Flash vs GPT-5.5. Compare them side by side for benchmark scores, pricing, context window, latency and provider availability.