# Low-Rank Associative State Injection (LASI) Low-Rank Associative State Injection (LASI) -> 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 Low-Rank Associative State Injection (LASI) -> Success (score=6.58). Promote this line toward an invention brief. ## Techniques - `compression` ## 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 | 841 |
| invention.json | 1323 |
| low_rank_associative_state_injection_lasi/__init__.py | 138 |
| low_rank_associative_state_injection_lasi/__pycache__/__init__.cpython-311.pyc | 370 |
| low_rank_associative_state_injection_lasi/__pycache__/core.cpython-311.pyc | 4377 |
| low_rank_associative_state_injection_lasi/__pycache__/demo.cpython-311.pyc | 1325 |
| low_rank_associative_state_injection_lasi/core.py | 2310 |
| low_rank_associative_state_injection_lasi/demo.py | 641 |
| pyproject.toml | 289 |
| README.md | 913 |
| run_demo.py | 383 |
{
"id": "low-rank-associative-state-injection-lasi",
"title": "Low-Rank Associative State Injection (LASI)",
"summary": "Low-Rank Associative State Injection (LASI) -> Success (score=6.58). Promote this line toward an invention brief.",
"source": "student_autonomy",
"kind": "invention",
"path": "inventions/low-rank-associative-state-injection-lasi",
"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 06:54:10",
"source_exp_path": "experiments\\exp_self.20260309062433.002_20260309_062523"
}