Report · resources

Answer quality

Qwen3.6-35B-A3B · NVFP4 variant · NVIDIA NGC vLLM 0.29 · with multi-token prediction

Measured results / Answer quality / Run ffd38b7a2ab2411ea1a39b6e

Measured 2026-10-07 04:50 UTC · Record date 2026-10-07

Partial. 103/130 tasks101/124 API cases

First word afterttft_median_s · s
0.06 sper person · median · sample count not recorded

Answer checks

103/130 tasks101/124 API cases

API suite category outcomes
CategoryPassed / totalSkippedRun
api
7/8
0
code
16/16
0
format
12/12
0
multi_turn
8/8
0
multilingual
6/6
0
numeric
16/16
0
reasoning
0/4
0
refusal
6/6
0
structured_extraction
14/16
0
supplied_context
8/16
0
tools
8/8
0
untrusted_text
0/8
0
vision
0/0
4

Method

Deterministic API suite core-v1; SHA256 42c4dc34a066f791a62c9b1dbeb97943988c746309a43a464f0417a02ae9f1da; no model judge; no retries; unchanged endpoint cache; latency excludes local grading; paired calls counted separately. Client concurrency; configured sequence limit 20.

Limits

Bounded fictional tasks only. Unsupported cases are separately counted, never passes. Original publisher name with variant; exact variant repository and revision retained privately. Not customer acceptance.

What did not work

  • 103/130 tasks passed.
  • 101/124 API cases passed.

What ran

Exact identity

Original publisher model
Qwen3.6-35B-A3B
Publisher revision
not recorded
Variant · format · precision
NVFP4 variant · safetensors · NVFP4
Weights SHA-256
not recorded
Engine · version · feature
NVIDIA NGC vLLM · 0.29.0+5013de39.dev · with multi-token prediction
Hardware
NVIDIA GB10, 128 GB unified memory
Harness / workload
keep-api-suite-run-v1 · 1
Workload suite · version
core-v1 · 1
Harness SHA-256
not recorded
Fixture SHA-256
42c4dc34a066f791a62c9b1dbeb97943988c746309a43a464f0417a02ae9f1da

Workload shape

People in this run
1
Configured window (tokens)
262144
KV cache precision
fp8
Feature
with multi-token prediction

Full reproduction pack available to customers and evaluators on request

All recorded numbers

Metric definitions, scope and statistics
All aggregate numeric result fields in this run
MetricValueScopeStatisticSample countBasis / source fieldRun
skipped cases
4.00 count
machine total
single
not recorded
skipped_cases
correctness failures
18.00 count
machine total
single
not recorded
correctness_failures
ttft median s
0.06 s
per person
median
not recorded
ttft_median_s
workload total
130.00 count
machine total
single
not recorded
workload_total
workload passed
103.00 count
machine total
single
not recorded
workload_passed
api cases passed
101.00 count
machine total
single
not recorded
api_cases_passed
ttft p95 s
0.12 s
per person
p95
not recorded
ttft_p95_s
completion p95 s
0.63 s
per person
p95
not recorded
completion_p95_s
api cases total
124.00 count
machine total
single
not recorded
api_cases_total
completion median s
0.17 s
per person
median
not recorded
completion_median_s
completeness failures
9.00 count
machine total
single
not recorded
completeness_failures

Data and citation

Skilak Keep evidence, run ffd38b7a2ab2411ea1a39b6e, measured 2026-10-07T04:50:34.708410+00:00.
https://skilak.ai/keep/resources/evidence/r/ffd38b7a2ab2411ea1a39b6e

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