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Radar

Five or fewer confirmed AI changes, with original sources, on mornings when something changed.A free source-linked morning brief.

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Model A
Llama 4 Maverick

Meta

22.8/100

Supported · Public rank #212

90% interval 15.0–30.5

Llama 4 Maverick vs Qwen3.6 Plus

Updated August 18, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.

Model B
Qwen3.6 Plus

Alibaba

64.8/100

Supported · Public rank #36

90% interval 55.7–73.9

Decision reading

Qwen3.6 Plus has the higher public score, 64.79 versus 22.76, and the 90% score intervals do not overlap.

1 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.

Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

No workload recommendation clears the current evidence threshold.

Use the matched evidence, workload costs, and sourced specifications below instead of treating a point score as a universal answer.

Show secondary and unsupported calls
  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    No shared weighted benchmark basis supports a winner.

    Confidence: limited

  • Agentic work

    Tool use, computer use, and multi-step task completion

    Not enough matched evidence

    No shared weighted benchmark basis supports a winner.

    Confidence: limited

  • Long documents

    Prompts that approach the documented context limit

    No clear pick

    The documented context windows are equal.

    Confidence: documented

  • Chat turn cost

    1K fresh input + 500 output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

  • Cache-heavy agent loop cost

    200K cached + 20K fresh input + 10K output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

  • Repository review cost

    50K fresh input + 3K output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

What is actually comparable

Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.

Shared results
1
Llama 4 Maverick only
0
Qwen3.6 Plus only
43
Like-for-like categories
0 / 8

1 category uses different evidence sets. Those rows remain visible for coverage context but do not name a winner.

Category results, on a stated basis

Each row states whether both averages use the same weighted benchmark set. Directional and not-comparable rows remain visible, but they never receive a winner in this template.

Math

Directional only
Llama 4 Maverick
0.7
Qwen3.6 Plus
60.5
Weighted basis
1 vs 4 rows
Reading
Directional only

Agentic

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
61.6
Weighted basis
0 vs 1 rows
Reading
Not comparable

Coding

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
70.3
Weighted basis
0 vs 2 rows
Reading
Not comparable

Reasoning

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
62.0
Weighted basis
0 vs 1 rows
Reading
Not comparable

Knowledge

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
57.1
Weighted basis
0 vs 4 rows
Reading
Not comparable

Multilingual

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
84.7
Weighted basis
0 vs 1 rows
Reading
Not comparable

Multimodal

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
79.8
Weighted basis
0 vs 2 rows
Reading
Not comparable

Instruction following

Not comparable
Llama 4 Maverick
Not measured
Qwen3.6 Plus
82.3
Weighted basis
0 vs 2 rows
Reading
Not comparable

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.

  • FrontierMath v2 (Tiers 1-3)

    Math

    Llama 4 Maverick: 0.690%Qwen3.6 Plus: 26.207%Normalized gap 25.5Shared source

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Llama 4 Maverick
Self-hosted; infrastructure cost varies
Fits in one request
Qwen3.6 Plus
API rate not published
Fits in one request

Llama 4 Maverick has no comparable published API token rate. Qwen3.6 Plus has no comparable published API token rate.

Repository review

50K fresh input + 3K output tokens

Llama 4 Maverick
Self-hosted; infrastructure cost varies
Fits in one request
Qwen3.6 Plus
API rate not published
Fits in one request

Llama 4 Maverick has no comparable published API token rate. Qwen3.6 Plus has no comparable published API token rate.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Llama 4 Maverick
Self-hosted; infrastructure cost varies
Fits in one request
Cached-input rate unavailable
Qwen3.6 Plus
API rate not published
Fits in one request
Cached-input rate unavailable

Llama 4 Maverick has no comparable published API token rate. Qwen3.6 Plus has no comparable published API token rate.

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

Context window

Maximum documented context; output-token limits may be lower.

Llama 4 Maverick

1M

Qwen3.6 Plus

1M

API model ID

Llama 4 Maverick

Not sourced

Qwen3.6 Plus

Not sourced

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Llama 4 Maverick

No comparable hosted API rate

Qwen3.6 Plus

No comparable hosted API rate

Documented inputs

Llama 4 Maverick

Not sourced

Qwen3.6 Plus

Not sourced

Documented outputs

Llama 4 Maverick

Not sourced

Qwen3.6 Plus

Not sourced

Provider availability

Llama 4 Maverick

Not sourced

Qwen3.6 Plus

Not sourced

Reasoning profile

Llama 4 Maverick

Non-Reasoning

Qwen3.6 Plus

Reasoning

Weight access

Llama 4 Maverick

Open Weight

Qwen3.6 Plus

Proprietary

License

Llama 4 Maverick

Open Weight

Qwen3.6 Plus

Proprietary

Release date

Llama 4 Maverick

2026-02-28

Qwen3.6 Plus

2026-04-02

If you already use one of these models
Deployment change
The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal
Qwen3.6 Plus has the higher public score, 64.79 versus 22.76, and the 90% score intervals do not overlap.
Workload cost
A complete comparable API-rate estimate is not available for both models.
Context tradeoff
Both models list 1M.

Run the same representative tasks against both endpoints before changing production traffic.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Llama 4 Maverick
API / mo$0
Self-host / mo$2,610
Break-even
Qwen3.6 Plus
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence44 rows

Agentic

  • Terminal-Bench 2.0

    Llama 4 Maverick
    Qwen3.6 Plus61.6%
    Source

    Not directly comparable

  • Claw-Eval

    Llama 4 Maverick
    Qwen3.6 Plus58.8%
    Source

    Not directly comparable

  • QwenClawBench

    Llama 4 Maverick
    Qwen3.6 Plus57.2%
    Source

    Not directly comparable

  • τ³-bench results

    Llama 4 Maverick
    Qwen3.6 Plus70.7%
    Source

    Not directly comparable

  • VITA-Bench

    Llama 4 Maverick
    Qwen3.6 Plus44.3%
    Source

    Not directly comparable

  • DeepPlanning

    Llama 4 Maverick
    Qwen3.6 Plus41.5%
    Source

    Not directly comparable

  • Toolathlon

    Llama 4 Maverick
    Qwen3.6 Plus39.8%
    Source

    Not directly comparable

  • MCP Atlas

    Llama 4 Maverick
    Qwen3.6 Plus48.2%
    Source

    Not directly comparable

  • MCP-Tasks

    Llama 4 Maverick
    Qwen3.6 Plus74.1%
    Source

    Not directly comparable

  • WideResearch

    Llama 4 Maverick
    Qwen3.6 Plus74.3%
    Source

    Not directly comparable

  • Gert Labs

    Llama 4 Maverick
    Qwen3.6 Plus50.60%
    Source

    Not directly comparable

  • ResearchClawBench

    Llama 4 Maverick
    Qwen3.6 Plus18.0%
    Source

    Not directly comparable

Coding

  • SWE-bench Verified

    Llama 4 Maverick
    Qwen3.6 Plus78.8%
    Source

    Not directly comparable

  • SWE-bench Pro

    Llama 4 Maverick
    Qwen3.6 Plus56.6%
    Source

    Not directly comparable

  • SWE Multilingual

    Llama 4 Maverick
    Qwen3.6 Plus73.8%
    Source

    Not directly comparable

  • LiveCodeBench v6

    Llama 4 Maverick
    Qwen3.6 Plus87.1%
    Source

    Not directly comparable

  • Vibe Code Bench

    Llama 4 Maverick
    Qwen3.6 Plus25.56%
    Source

    Not directly comparable

  • EEBench

    Llama 4 Maverick
    Qwen3.6 Plus12.7%
    Source

    Not directly comparable

Reasoning

  • AI-Needle

    Llama 4 Maverick
    Qwen3.6 Plus68.3%
    Source

    Not directly comparable

  • LongBench v2

    Llama 4 Maverick
    Qwen3.6 Plus62%
    Source

    Not directly comparable

Knowledge

  • GPQA

    Llama 4 Maverick
    Qwen3.6 Plus90.4%
    Source

    Not directly comparable

  • SuperGPQA

    Llama 4 Maverick
    Qwen3.6 Plus71.6%
    Source

    Not directly comparable

  • MMLU-Pro

    Llama 4 Maverick
    Qwen3.6 Plus88.5%
    Source

    Not directly comparable

  • MMLU-Redux

    Llama 4 Maverick
    Qwen3.6 Plus94.5%
    Source

    Not directly comparable

  • C-Eval

    Llama 4 Maverick
    Qwen3.6 Plus93.3%
    Source

    Not directly comparable

  • HLE

    Llama 4 Maverick
    Qwen3.6 Plus28.8%
    Source

    Not directly comparable

Math

  • FrontierMath v2 (Tiers 1-3)

    Shared source
    Llama 4 Maverick0.690%
    Qwen3.6 Plus26.207%

    Qwen3.6 Plus leads this result

  • AIME26

    Llama 4 Maverick
    Qwen3.6 Plus95.3%
    Source

    Not directly comparable

  • HMMT Feb 2025

    Llama 4 Maverick
    Qwen3.6 Plus96.7%
    Source

    Not directly comparable

  • HMMT Nov 2025

    Llama 4 Maverick
    Qwen3.6 Plus94.6%
    Source

    Not directly comparable

  • HMMT Feb 2026

    Llama 4 Maverick
    Qwen3.6 Plus87.8%
    Source

    Not directly comparable

  • MMAnswerBench

    Llama 4 Maverick
    Qwen3.6 Plus83.8%
    Source

    Not directly comparable

  • FrontierMath v2 (Tier 4)

    Llama 4 Maverick
    Qwen3.6 Plus8.333%
    Source

    Not directly comparable

Multilingual

  • MMLU-ProX

    Llama 4 Maverick
    Qwen3.6 Plus84.7%
    Source

    Not directly comparable

  • NOVA-63

    Llama 4 Maverick
    Qwen3.6 Plus57.9%
    Source

    Not directly comparable

Multimodal

  • MMMU

    Llama 4 Maverick
    Qwen3.6 Plus86.0%
    Source

    Not directly comparable

  • MMMU-Pro

    Llama 4 Maverick
    Qwen3.6 Plus78.8%
    Source

    Not directly comparable

  • MathVision

    Llama 4 Maverick
    Qwen3.6 Plus88.0%
    Source

    Not directly comparable

  • VideoMMMU

    Llama 4 Maverick
    Qwen3.6 Plus84.0%
    Source

    Not directly comparable

  • ScreenSpot Pro

    Llama 4 Maverick
    Qwen3.6 Plus68.2%
    Source

    Not directly comparable

  • CharXiv

    Llama 4 Maverick
    Qwen3.6 Plus81.5%
    Source

    Not directly comparable

  • V*

    Llama 4 Maverick
    Qwen3.6 Plus96.9%
    Source

    Not directly comparable

Instruction following

  • IFEval

    Llama 4 Maverick
    Qwen3.6 Plus94.3%
    Source

    Not directly comparable

  • IFBench

    Llama 4 Maverick
    Qwen3.6 Plus75.8%
    Source

    Not directly comparable

Frequently asked questions

Which is better, Llama 4 Maverick or Qwen3.6 Plus?

Qwen3.6 Plus has the higher public score, 64.79 versus 22.76, and the 90% score intervals do not overlap. That is the clearest overall quality signal in the current public data.

Which is better for coding, Llama 4 Maverick or Qwen3.6 Plus?

The published evidence does not provide a shared weighted coding basis for both models, so BenchLM does not name a coding winner.

Which is better for agentic tasks, Llama 4 Maverick or Qwen3.6 Plus?

The published evidence does not provide a shared weighted agentic tasks basis for both models, so BenchLM does not name a agentic tasks winner.

Which costs less, Llama 4 Maverick or Qwen3.6 Plus?

Both models do not have comparable published API token rates, so this page does not name a universal price winner.

Which has the larger context window, Llama 4 Maverick or Qwen3.6 Plus?

Both models list the same context window, 1M.

Related comparisons

Last updated August 18, 2026

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