# Gradient-Scoped State Unrolling (GSSU) Gradient-Scoped State Unrolling (GSSU) -> Success (score=6.32). 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 Gradient-Scoped State Unrolling (GSSU) -> Success (score=6.32). Promote this line toward an invention brief. ## Techniques - `adaptive_planning` ## 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 | 826 |
| gradient_scoped_state_unrolling_gssu/__init__.py | 138 |
| gradient_scoped_state_unrolling_gssu/__pycache__/__init__.cpython-311.pyc | 360 |
| gradient_scoped_state_unrolling_gssu/__pycache__/core.cpython-311.pyc | 4377 |
| gradient_scoped_state_unrolling_gssu/__pycache__/demo.cpython-311.pyc | 1315 |
| gradient_scoped_state_unrolling_gssu/__pycache__/ssm_cell.cpython-311.pyc | 4581 |
| gradient_scoped_state_unrolling_gssu/core.py | 2311 |
| gradient_scoped_state_unrolling_gssu/demo.py | 641 |
| gradient_scoped_state_unrolling_gssu/ssm_cell.py | 3224 |
| invention.json | 1303 |
| pyproject.toml | 279 |
| README.md | 904 |
| run_demo.py | 378 |
{
"id": "gradient-scoped-state-unrolling-gssu",
"title": "Gradient-Scoped State Unrolling (GSSU)",
"summary": "Gradient-Scoped State Unrolling (GSSU) -> Success (score=6.32). Promote this line toward an invention brief.",
"source": "student_autonomy",
"kind": "invention",
"path": "inventions/gradient-scoped-state-unrolling-gssu",
"created_at": "2026-03-09 06:38:06",
"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 06:57:22",
"source_exp_path": "experiments\\exp_self.20260309020620.102_20260309_020743"
}