Model vs model

DeepSeek V3.2 Speciale vs Agnes 2.5 Pro Alpha

A debate-ready pair page: current winner, strongest alternative, decisive benchmarks, and the warning that should travel with the claim.

Use case · Everyday chatbot
Winner · DeepSeek V3.2 Speciale
Sources · All public sources

Winner

DeepSeek V3.2 Speciale

DeepSeek

0benchmarks won

Reasoning / math / science

Versus · Everyday chatbot

DeepSeek V3.2 Speciale leads this compare set for everyday chatbot.

DeepSeek V3.2 Speciale0 of 0 wins

Thin verified coverage

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.

Close calls: 0
Sources: All public

Full compare workspace Disagreement page

0%win share

Challenger

Agnes 2.5 Pro Alpha

Unknown

0benchmarks won

Reasoning / math / science

The cases in full

DeepSeek V3.2 Speciale case

Reasoning / math / science

Agnes 2.5 Pro Alpha case

Reasoning / math / science

What changes the outcome

DeepSeek V3.2 Speciale: 127 visible benchmark gaps still leave room for the result to move.
Agnes 2.5 Pro Alpha: 121 visible benchmark gaps still leave room for the result to move.

Why this result is surprising

The visible shared evidence is more decisive than usual for this compare set.
Very few shared benchmarks are decisively separating these models.

Why this is not a clean win

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
Agnes 2.5 Pro Alpha remains the strongest alternative once you change use case, mode, or missing-evidence assumptions.

Open full compare workspace Open evidence page Open disagreement page

Advanced framings and X composerNeutral, contrarian, open-model, and skeptical variants

Neutral analystLead with the recommendation, then attach the reason and warning.DeepSeek V3.2 Speciale leads this compare set for everyday chatbot.

ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: DeepSeek V3.2 Speciale leads this compare set for everyday chatbot.

Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · DeepSeek V3.2 Speciale vs Agnes 2.5 Pro Alpha

Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · DeepSeek V3.2 Speciale vs Agnes 2.5 Pro Alpha

Decisive benchmarks

8 of 138 benchmarks


Intelligence Index AA · index Text · Chat / text	23n/a exact aliasverified runtimeContext only Row details Raw value 23 Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	40n/a exact aliasverified runtimeContext only Row details Raw value 40 Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
GPQA AA · % Text · Reasoning / math / science	87.1%n/a exact aliasverified runtimeContext only Row details Raw value 87.1% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	87.6%n/a exact aliasverified runtimeContext only Row details Raw value 87.6% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Humanity's Last Exam AA · % Text · Reasoning / math / science	28.7%n/a exact aliasverified runtimeContext only Row details Raw value 28.7% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	33.6%n/a exact aliasverified runtimeContext only Row details Raw value 33.6% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
CritPt AA · % Text · Reasoning / math / science	7.4%n/a exact aliasverified runtimeContext only Row details Raw value 7.4% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	10.9%n/a exact aliasverified runtimeContext only Row details Raw value 10.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
SciCode AA · % Code · Coding	44%n/a exact aliasverified runtimeContext only Row details Raw value 44% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	42.2%n/a exact aliasverified runtimeContext only Row details Raw value 42.2% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
AA-Omniscience accuracy AA · % Text · Chat / text	37.8%n/a exact aliasverified runtimeContext only Row details Raw value 37.8% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	33.5%n/a exact aliasverified runtimeContext only Row details Raw value 33.5% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
AA-Omniscience non-hallucination AA · % Text · Chat / text	10.8%n/a exact aliasverified runtimeContext only Row details Raw value 10.8% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	11.9%n/a exact aliasverified runtimeContext only Row details Raw value 11.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Long Context Reasoning AA · % Document · Long context	64%n/a exact aliasverified runtimeContext only Row details Raw value 64% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label DeepSeek V3.2 Speciale Source row	73%n/a exact aliasverified runtimeContext only Row details Raw value 73% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a

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Intelligence Index

AA · index

Text · Chat / text

23n/a

exact aliasverified runtimeContext only

Row details

Raw value: 23
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: DeepSeek V3.2 Speciale

DeepSeek V3.2 Speciale vs Agnes 2.5 Pro Alpha

DeepSeek V3.2 Speciale

DeepSeek V3.2 Speciale leads this compare set for everyday chatbot.

Agnes 2.5 Pro Alpha

DeepSeek V3.2 Speciale case

Agnes 2.5 Pro Alpha case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks

Loading model comparison.

DeepSeek V3.2 Speciale vs Agnes 2.5 Pro Alpha

DeepSeek V3.2 Speciale

DeepSeek V3.2 Speciale leads this compare set for everyday chatbot.

Agnes 2.5 Pro Alpha

DeepSeek V3.2 Speciale case

Agnes 2.5 Pro Alpha case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks