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Adaptive Tool-State Quantization
Adaptive Tool-State Quantization -> Success (score=6.33). Promote this line toward an invention brief.
ID: adaptive-tool-state-quantization
Folder: inventions/adaptive-tool-state-quantization
Created: 2026-03-15 15:58:06
Updated: 2026-05-22 23:55:47
Files: 453
Source: student_autonomy
⬇ Download as .zip ~1.2 MB uncompressed
README.md
ARES's plain-English description of what this invention does and how to run it.
# Adaptive Tool-State Quantization

Adaptive Tool-State Quantization -> Success (score=6.33). 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

Adaptive Tool-State Quantization -> Success (score=6.33). Promote this line toward an invention brief.

## Techniques

- `dynamic_precision`
- `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: `adaptive_tool_state_quantization`
- 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, adaptive_tool_state_quantization/__init__.py, adaptive_tool_state_quantization/_dynamic_precision.py, adaptive_tool_state_quantization/adapter.py, adaptive_tool_state_quantization/adaptive_agent.py, adaptive_tool_state_quantization/adaptive_cache.py, adaptive_tool_state_quantization/adaptive_layer.py, adaptive_tool_state_quantization/adaptive_mamba.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 "adaptive_tool_state_quantization"`
- `FAIL` `"/home/corbybender/ares/.venv-linux/bin/python" run_demo.py`

## Current Limits

- Verification failure: Listing 'adaptive_tool_state_quantization'... Compiling 'adaptive_tool_state_quantization/adaptive_tool.py'... *** File "adaptive_tool_state_quantization/adaptive_tool.py", line 8 return f'Performance
- 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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adaptive_tool_state_quantization/tool_state_quantizer.py 5742
adaptive_tool_state_quantization/tool_tracker.py 943
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adaptive_tool_state_quantization/types.py 853
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adaptive_tool_state_quantization/utils.py 611
DESIGN_BRIEF.md 887
invention.json 5025
pyproject.toml 260
README.md 2369
run_demo.py 357
Manifest
Structured metadata ARES recorded when it created this project.
{
  "id": "adaptive-tool-state-quantization",
  "title": "Adaptive Tool-State Quantization",
  "summary": "Adaptive Tool-State Quantization -> Success (score=6.33). Promote this line toward an invention brief.",
  "source": "student_autonomy",
  "kind": "invention",
  "path": "inventions/adaptive-tool-state-quantization",
  "delivery_mode": "prototype",
  "release_tier": "prototype",
  "release_verification_status": "not_run",
  "created_at": "2026-03-15 15:58:06",
  "updated_at": "2026-05-22 23:55:47",
  "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/adaptive-tool-state-quantization/run_demo.py\", line 5, in <module> from adaptive_tool_state_quantization.demo import run_demo File \"/home/corbybender/ares/inventions/adaptive-tool-state-quantization/adaptive_tool_state_quantization/__init__.py\", line 1, in <module> from .core import InventionPlanner, WorkloadSample, summarize_plan ImportError: cannot import name 'InventionPlanner' from 'adaptive_tool_state_quantization.co",
  "generated_files": 6,
  "project_generated_at": "2026-05-22 23:55:45",
  "source_hypothesis_id": "hyp-adaptive-tool-state-quantization",
  "source_exp_path": "experiments\\exp_self.20260314175900.001_20260314_175926",
  "verification_status": "failed",
  "verification_checked_at": "2026-03-15 15:58:50",
  "verification_commands": [
    "\"Q:\\ARES\\.venv-cuda311\\Scripts\\python.exe\" -m py_compile \"run_demo.py\"",
    "\"Q:\\ARES\\.venv-cuda311\\Scripts\\python.exe\" -m compileall \"adaptive_tool_state_quantization\"",
    "\"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 \"adaptive_tool_state_quantization\"",
      "passed": false,
      "returncode": 1,
      "timed_out": false,
      "stdout_excerpt": "Listing 'adaptive_tool_state_quantization'...\nCompiling 'adaptive_tool_state_quantization/adaptive_tool.py'...\n***   File \"adaptive_tool_state_quantization/adaptive_tool.py\", line 8\n    return f'Performance optimized based on payload: {payload}''\n                                                               ^\nSyntaxError: unterminated string literal (detected at line 8)\n\nListing 'adaptive_tool_state_quantization/config'...\nListing 'adaptive_tool_state_quantization/config/builders'...\nListing 'adaptive_tool_state_quantization/core'...\nCompiling 'adaptive_tool_state_quantization/entropy_engine.py'...\n***   File \"adaptive_tool_state_quantization/entropy_engine.py\", line 33\n    return entropy\n    ^^^^^^^^^^^^^^\nSyntaxError: 'return' outside function\n\nListing 'adaptive_tool_state_quantization/managers'...\nListing 'adaptive_tool_state_quantization/optimizers'...\nCompiling 'adaptive_tool_state_quantization/quantization.py'...\n***   File \"adaptive_tool_state_quantization/quantization.py\", line 3\n    def quantize_data(dataset, threshold, step=2**5): \"\"\"Quantizes the dataset based on adaptive thresholds.\"\"\" filtered = [] for point in range(min(dataset), max(dataset)+1, step): if get_optimal_threshold([point]) >= threshold: filtered.append(point) else: return filtered\n                                                                                                                ^^^^^^^^\nSyntaxError: invalid syntax\n\nCompiling 'adaptive_tool_state_quantization/state_machine.py'...\n*** Sorry: IndentationError: unindent does not match any outer indentation level (state_machine.py, line 9",
      "stderr_excerpt": ""
    },
    {
      "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" run_demo.py",
      "passed": true,
      "returncode": 0,
      "timed_out": false,
      "stdout_excerpt": "Step 1 - Current State Precision: 10\nStep 2 - Current State Precision: 10\nStep 3 - Current State Precision: 10\nStep 4 - Current State Precision: 10\nDecreasing precision from 10 to 9\nStep 5 - Current State Precision: 9\nDecreasing precision from 9 to 8\nDemo completed with final precision level adjusted according to conditions.\nINVENTION_SMOKE_TEST: PASS",
      "stderr_excerpt": ""
    }
  ],
  "verification_failure": {
    "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m compileall \"adaptive_tool_state_quantization\"",
    "reason": ""
  }
}