Occamy 1.0 35B-A3B (Accio-Lab)
Occamy 1.0 by Accio-Lab is an agentic derivative of the Qwen3.6-35B-A3B checkpoint, focused on long-horizon co-work sessions with tools, structured APIs, and persistent state tracking. The NVFP4 quantization is selective: only the routed experts are quantized, while attention, router, embeddings, and output head remain in BF16. The 35-billion-parameter MoE activates only 3 billion parameters per token and supports 262,000 tokens of context. Apache 2.0 license and documented provenance with recipe, data, and validation artifacts.
- Open Weights
- Workstation
- vLLM
- Text
- Vision
- Interactive
Sovereign Risk: MEDIUM Occamy 1.0 NVFP4 is a community derivative of Qwen/Qwen3.6-35B-A3B with a published provenance chain, including quantization recipe, data provenance file, and validation artifacts. The upstream base is Apache 2.0, the checkpoint runs locally, and the NVFP4 export is restricted to the routed experts; however, the organizational jurisdiction of Accio-Lab is not publicly documented, so provenance risk remains medium.
Key metrics
Score · Latency · Cost · Quality
- Total Score Silver
- 74.39
- Routine
- 45.41
- Reasoning
- 28.98
- LLM Judge Avg
- 3.79 / 5
- 100 Coverage
- Avg Task Duration
- 26.27s
- Interactive
- Token Rate
- 30tok/s
- Output Rate
- P95 Latency
- 66.3s
- Top 5 %
- Total Tokens
- 71600
- Output Volume
- Cost per 1K
- $0
- USD / 1K Requests
- Benchmark Cost
- $0
- Total · 71600 tok
Benchmark modules
10 modules · weighted · vs. model median & top performer
Token efficiency & latency
Consumption per module vs. model median
Token consumption per module
Performance profile
Key metrics – legend
Score
- Total Score
- Overall score derived from Routine and Reasoning scores. Basis for the fleet rank and tier assignment (Gold / Silver / Bronze / Standard).
- Routine
- Score for standard tasks: code generation, text transformation, structured outputs. Weighted by task complexity.
- Reasoning
- Score for analytical and logical tasks: multi-step problem solving, mathematical reasoning, structured argumentation.
- Rank
- Position in the fleet comparison, sorted by Total Score. Refers to the snapshot at the time of testing.
LLM Judge
- LLM Judge Ø
- Average quality rating by an independent judge model on a scale of 1–5.
- Coverage
- Share of tasks for which a judge rating is available. 100% means all responses were evaluated.
Latency & speed
- Avg. Task Duration
- Average time per task from the first to the last token of the response, measured across all benchmark tasks.
- Token Rate
- Output speed in tokens per second. Relevant for interactive applications and real-time streaming.
- P95 Latency
- 95th percentile of response times — shows outliers. Lower values mean fewer long wait times in edge cases.
Cost
- Cost per 1K
- API price per 1,000 output tokens in US dollars. Basis for cost calculation in production use.
- Benchmark Cost
- Total cost for the complete benchmark run of this model.