#180

Ring-2.6-1T

Inclusionai Release: 2026-05-10 Tested on: 2026-08-14 03:08 inclusionai/ring-2.6-1t::medium

1T total (63B active)MoEOpen source

(medium) (none)

Summary

Ring-2.6-1T scores 6.4 on AI BENCHY and ranks #180. It has 10.0 reliability, a 59.1% pass rate, $0.102 total cost, and 68.80s average response time.

What makes Ring-2.6-1T unique: It stands out most in Combined, where it ranks #2, while Data parsing and extraction is its weakest area at #13.

Model facts

Researched on 2026-08-12

Reported

Parameters: 1T total (63B active)
Architecture: MoE
Availability: Open source
License: MIT

Parameter source Availability source

Score

6.4

Consistency

8.9

Reliability

10.0

Total Cost (Current Price)

$0.102 ↑ +41.9%

Tested at: $0.072

Total Output Tokens

165,031

Total Input Tokens

113,613

Input Price

$0.075 / 1M

Output Price

$0.625 / 1M

Tests Correct

Wrong Tests: 11

Attempt pass rate: 59.1%

Flaky tests

Flaky tests had mixed outcomes across runs (at least one pass and one fail).

Response Time (avg)

68.80s

Response Time (max): 304.19s

Response Time (total): 1375.99s

Wrong answer: 6 API error: 2 Did not follow instructions: 2 Invalid tool call: 1

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#180 Ring-2.6-1T

medium

Ring-2.6-1T is no longer available as a free model. It has transitioned to a paid model. Continue using it here: https://openrouter.ai/inclusionai/ring-2.6-1t

Cost: $0.000
Time: 0.1s
Tokens: 0 tok

Run history

Tested on	Score	Reliability	Total Cost	Compare
2026-08-14 03:08 Re-test	6.4	10.0	$0.102 ↑	Current run
2026-07-16 23:27 New test added	6.3	10.0	$0.103 ↑	Compare
2026-06-04 14:30 New test added	6.9	10.0	$0.033