# Student hypothesis: dynamic_precision + ssm_mamba co-design Student hypothesis: dynamic_precision + ssm_mamba co-design -> Success (score=6.58). Promote this line toward an invention brief. ## What This Project Does This local package turns the invention signal into a runnable planner for 8GB-class inference decisions. It analyzes workload samples, recommends a memory/latency strategy, and demonstrates the plan on realistic mock workloads. ## Why Now Student hypothesis: dynamic_precision + ssm_mamba co-design -> Success (score=6.58). Promote this line toward an invention brief. ## Techniques - `distillation` ## Validation Context - Benchmark status: `Validated` - Innovation score: `0.00` - Driving question: How should this validated signal be turned into a reusable project? - Build plan: Package the benchmark insight as a local prototype with a stable demo entrypoint. ## Usage ```bash python run_demo.py ```
| Path | Bytes |
|---|---|
| DESIGN_BRIEF.md | 889 |
| invention.json | 1385 |
| pyproject.toml | 320 |
| README.md | 962 |
| run_demo.py | 398 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__init__.py | 138 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__pycache__/__init__.cpython-311.pyc | 400 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__pycache__/__init__.cpython-313.pyc | 364 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__pycache__/core.cpython-311.pyc | 4433 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__pycache__/core.cpython-313.pyc | 3974 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__pycache__/demo.cpython-311.pyc | 1355 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/__pycache__/demo.cpython-313.pyc | 1059 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/core.py | 2327 |
| student_hypothesis_dynamic_precision_ssm_mamba_co_design/demo.py | 641 |
{
"id": "student-hypothesis-dynamic-precision-ssm-mamba-co-design",
"title": "Student hypothesis: dynamic_precision + ssm_mamba co-design",
"summary": "Student hypothesis: dynamic_precision + ssm_mamba co-design -> Success (score=6.58). Promote this line toward an invention brief.",
"source": "student_autonomy",
"kind": "invention",
"path": "inventions/student-hypothesis-dynamic-precision-ssm-mamba-co-design",
"created_at": "2026-03-09 06:35:38",
"updated_at": "2026-03-10 06:26:36",
"project_status": "built",
"project_entrypoint": "run_demo.py",
"smoke_test_status": "passed",
"smoke_test_output": "{ \"recommended\": \"chat-short\", \"average_score\": 1.433, \"plans\": [ { \"workload\": \"chat-short\", \"compression\": \"standard\", \"precision\": \"fp16\", \"state_policy\": \"baseline\", \"expected_score\": 1.65 }, { \"workload\": \"analysis-medium\", \"compression\": \"standard\", \"precision\": \"fp16\", \"state_policy\": \"baseline\", \"expected_score\": 1.45 }, { \"workload\": \"context-long\", \"compression\": \"standard\", \"precision\": \"fp16\", \"state_policy\": \"baseline\", \"expected_score\": 1.2 } ] } INVENTION_SMOKE_TEST: PASS",
"generated_files": 6,
"project_generated_at": "2026-03-09 06:52:17",
"source_exp_path": "experiments\\exp_self.20260309021514.104_20260309_021552"
}