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Invention Summary
Dynamic Precision State Skipping
Combine recent validated techniques into a productizable artifact.
ID: dynamic-precision-state-skipping
Folder: inventions/dynamic-precision-state-skipping
Created: 2026-03-14 18:31:30
Updated: 2026-05-22 22:27:53
Files: 559
Source: student_autonomy
⬇ Download as .zip ~1.4 MB uncompressed
README.md
ARES's plain-English description of what this invention does and how to run it.
# Dynamic Precision State Skipping

Combine recent validated techniques into a productizable artifact.

## 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

Validated signal from Dynamic Precision State Skipping with status=Success and score=6.33.

## Techniques

- `dynamic_precision`
- `ssm`
- `cache`
- `quantization`

## 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
```

<!-- ARES_AUTO_VERIFIED_SUMMARY:START -->
## Verified Project Notes

- Package import path: `dynamic_precision_state_skipping`
- Entrypoint: `run_demo.py`
- Delivery mode: `prototype`
- Release tier: `prototype`
- Verification status: `FAIL`
- Clean-room release gates: `NOT_RUN`
- Public exports: `InventionPlanner, WorkloadSample, summarize_plan`
- Python files detected: `run_demo.py, dynamic_precision_state_skipping/__init__.py, dynamic_precision_state_skipping/adjuster.py, dynamic_precision_state_skipping/adjustment.py, dynamic_precision_state_skipping/analyzer.py, dynamic_precision_state_skipping/ares_engine.py, dynamic_precision_state_skipping/automaton.py, dynamic_precision_state_skipping/base_layer.py`

## Verification Commands

- `PASS` `"/home/corbybender/ares/.venv-linux/bin/python" -m py_compile "run_demo.py"`
- `FAIL` `"/home/corbybender/ares/.venv-linux/bin/python" -m compileall "dynamic_precision_state_skIPPING" "dynamic_precision_state_skipping"`
- `FAIL` `"/home/corbybender/ares/.venv-linux/bin/python" run_demo.py`
- `FAIL` `"/home/corbybender/ares/.venv-linux/bin/python" -m pytest -q`
- `FAIL` `"/home/corbybender/ares/.venv-linux/bin/python" -m pytest tests -q`

## Current Limits

- Verification failure: Listing 'dynamic_precision_state_skIPPING'... Listing 'dynamic_precision_state_skipping'... Compiling 'dynamic_precision_state_skipping/cache.py'... *** Sorry: IndentationError: expected an indented b
- Orchestration hardening failed: AIIQ orchestration dependencies are not available (missing module: fastapi). Install this package with `pip install -e .[orchestration]`.
<!-- ARES_AUTO_VERIFIED_SUMMARY:END -->
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dynamic_precision_state_skipping/vanilla.py 1155
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dynamic_precision_state_skipping/vector_ops.py 765
dynamic_precision_state_skipping/vector_utils.py 621
dynamic_precision_state_skipping/vocab.py 1297
dynamic_precision_state_skipping/vocabulary.py 627
invention.json 5123
pyproject.toml 260
README.md 2499
run_demo.py 357
Manifest
Structured metadata ARES recorded when it created this project.
{
  "id": "dynamic-precision-state-skipping",
  "title": "Dynamic Precision State Skipping",
  "summary": "Combine recent validated techniques into a productizable artifact.",
  "source": "student_autonomy",
  "kind": "invention",
  "path": "inventions/dynamic-precision-state-skipping",
  "delivery_mode": "prototype",
  "release_tier": "prototype",
  "release_verification_status": "not_run",
  "created_at": "2026-03-14 18:31:30",
  "updated_at": "2026-05-22 22:27:53",
  "project_status": "build_failed",
  "project_entrypoint": "run_demo.py",
  "smoke_test_status": "failed",
  "smoke_test_output": "Traceback (most recent call last): File \"/home/corbybender/ares/inventions/dynamic-precision-state-skipping/run_demo.py\", line 5, in <module> from dynamic_precision_state_skipping.demo import run_demo File \"/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_state_skipping/__init__.py\", line 1, in <module> from .core import InventionPlanner, WorkloadSample, summarize_plan File \"/home/corbybender/ares/inventions/dynamic-precision-state-skipping/dynamic_precision_s",
  "generated_files": 6,
  "project_generated_at": "2026-05-22 22:27:51",
  "source_hypothesis_id": "hyp-dynamic-precision-state-skipping",
  "source_exp_path": "experiments\\exp_self.20260314183014.002_20260314_183104",
  "verification_status": "failed",
  "verification_checked_at": "2026-03-14 18:32:05",
  "verification_commands": [
    "\"Q:\\ARES\\.venv-cuda311\\Scripts\\python.exe\" -m py_compile \"run_demo.py\"",
    "\"Q:\\ARES\\.venv-cuda311\\Scripts\\python.exe\" -m compileall \"dynamic_precision_state_skipping\"",
    "\"Q:\\ARES\\.venv-cuda311\\Scripts\\python.exe\" run_demo.py"
  ],
  "consistency_warnings": [
    "No additional consistency warnings were detected by the local audit."
  ],
  "auto_hardening_changes": [],
  "verification_results": [
    {
      "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m py_compile \"run_demo.py\"",
      "passed": true,
      "returncode": 0,
      "timed_out": false,
      "stdout_excerpt": "",
      "stderr_excerpt": ""
    },
    {
      "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m compileall \"dynamic_precision_state_skIPPING\" \"dynamic_precision_state_skipping\"",
      "passed": false,
      "returncode": 1,
      "timed_out": false,
      "stdout_excerpt": "Listing 'dynamic_precision_state_skIPPING'...\nListing 'dynamic_precision_state_skipping'...\nCompiling 'dynamic_precision_state_skipping/cache.py'...\n*** Sorry: IndentationError: expected an indented block after class definition on line 1 (cache.py, line 2)\nCompiling 'dynamic_precision_state_skipping/computation_optimization.py'...\n***   File \"dynamic_precision_state_skipping/computation_optimization.py\", line 8\n    return round(data / 2) *\n                            ^\nSyntaxError: invalid syntax\n\nListing 'dynamic_precision_state_skipping/core'...\nListing 'dynamic_precision_state_skipping/criteria'...\nCompiling 'dynamic_precision_state_skipping/criteria/example_criterion.py'...\n***   File \"dynamic_precision_state_skipping/criteria/example_criterion.py\", line 1\n    class ExampleCriterion:    def should_skip(self, value):        # Criterion to determine if state_value allows precision skipping according to predefined rules        return bool(value > 5)\n                               ^^^\nSyntaxError: invalid syntax\n\nCompiling 'dynamic_precision_state_skipping/demo_algorithm.py'...\n***   File \"dynamic_precision_state_skipping/demo_algorithm.py\", line 26\n    '''Threshold defining minimum acceptable precision level before state skipping occurs.'''     \n                                                                                          ^\nSyntaxError: unterminated triple-quoted string literal (detected at line 31)\n\nCompiling 'dynamic_precision_state_skipping/demo_manager.py'...\n*** Sorry: IndentationError: expected an indented block after class definition on line 1 (demo_mana",
      "stderr_excerpt": ""
    },
    {
      "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" run_demo.py",
      "passed": true,
      "returncode": 0,
      "timed_out": false,
      "stdout_excerpt": "Original States: [0.1, 0.3, 0.7]\nOptimized States: [0.3, 0.7]\nINVENTION_SMOKE_TEST: PASS",
      "stderr_excerpt": ""
    },
    {
      "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m pytest -q",
      "passed": false,
      "returncode": 1,
      "timed_out": false,
      "stdout_excerpt": "",
      "stderr_excerpt": "/home/corbybender/ares/.venv-linux/bin/python: No module named pytest"
    }
  ],
  "verification_failure": {
    "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m compileall \"dynamic_precision_state_skIPPING\" \"dynamic_precision_state_skipping\"",
    "reason": ""
  }
}