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Invention Summary
Frequency-Modulated State Spaces (FMSS)
Combine recent validated techniques into a productizable artifact.
ID: frequency-modulated-state-spaces-fmss
Folder: inventions/frequency-modulated-state-spaces-fmss
Created: 2026-03-12 07:18:37
Updated: 2026-05-22 22:30:53
Files: 376
Source: student_autonomy
⬇ Download as .zip ~633.9 KB uncompressed
README.md
ARES's plain-English description of what this invention does and how to run it.
# Frequency-Modulated State Spaces (FMSS)

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 Frequency-Modulated State Spaces (FMSS) with status=Success and score=6.33.

## Techniques

- `ssm`
- `cache`
- `memory`
- `dynamic_precision`

## 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: `frequency_modulated_state_spaces_fmss`
- 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, frequency_modulated_state_spaces_fmss/__init__.py, frequency_modulated_state_spaces_fmss/_state_space.py, frequency_modulated_state_spaces_fmss/agent.py, frequency_modulated_state_spaces_fmss/analysis.py, frequency_modulated_state_spaces_fmss/analyzer.py, frequency_modulated_state_spaces_fmss/analyzers.py, frequency_modulated_state_spaces_fmss/block.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 "frequency_modulated_state Spaces_fmss" "frequency_modulated_state_spaces_fmss`
- `PASS` `"/home/corbybender/ares/.venv-linux/bin/python" run_demo.py`

## Current Limits

- Verification failure: Listing 'frequency_modulated_state Spaces_fmss'... Listing 'frequency_modulated_state_spaces_fmss'... Compiling 'frequency_modulated_state_spaces_fmss/_state_space.py'... *** Sorry: IndentationError:
- 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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frequency_modulated_state_spaces_fmss/fmod_freq.py 205
frequency_modulated_state_spaces_fmss/fms_model.py 574
frequency_modulated_state_spaces_fmss/fms_module.py 385
frequency_modulated_state_spaces_fmss/fms_space.py 379
frequency_modulated_state_spaces_fmss/fmss.py 555
frequency_modulated_state_spaces_fmss/fmss_block.py 3092
frequency_modulated_state_spaces_fmss/fmss_core.py 262
frequency_modulated_state_spaces_fmss/fmss_engine.py 606
frequency_modulated_state_spaces_fmss/fmss_example.py 295
frequency_modulated_state_spaces_fmss/fmss_generator.py 188
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frequency_modulated_state_spaces_fmss/fmss_logic.py 3543
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frequency_modulated_state_spaces_fmss/fmss_module.py 148
frequency_modulated_state_spaces_fmss/fmss_operations.py 286
frequency_modulated_state_spaces_fmss/fmss_processor.py 249
frequency_modulated_state_spaces_fmss/fmss_sequence.py 311
frequency_modulated_state_spaces_fmss/fmss_simulation.py 461
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frequency_modulated_state_spaces_fmss/freq_analyzer.py 1598
frequency_modulated_state_spaces_fmss/freq_mod_state.py 219
frequency_modulated_state_spaces_fmss/frequency_analyzer.py 2621
frequency_modulated_state_spaces_fmss/frequency_classifier.py 852
frequency_modulated_state_spaces_fmss/frequency_estimator.py 1699
frequency_modulated_state_spaces_fmss/frequency_modulated_state_space.py 366
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frequency_modulated_state_spaces_fmss/frequency_modulated_state_spaces_fmss/state_machine.py 3077
frequency_modulated_state_spaces_fmss/frequency_modulation.py 200
frequency_modulated_state_spaces_fmss/frequency_modulator.py 2149
frequency_modulated_state_spaces_fmss/frequency_simulation.py 231
frequency_modulated_state_spaces_fmss/generator.py 864
frequency_modulated_state_spaces_fmss/generators.py 838
frequency_modulated_state_spaces_fmss/helpers.py 602
frequency_modulated_state_spaces_fmss/heuristic.py 1883
frequency_modulated_state_spaces_fmss/heuristic_analyzer.py 1698
frequency_modulated_state_spaces_fmss/heuristics.py 1692
frequency_modulated_state_spaces_fmss/kernel.py 4767
frequency_modulated_state_spaces_fmss/kernels.py 3105
frequency_modulated_state_spaces_fmss/layer.py 4396
frequency_modulated_state_spaces_fmss/lexicon.py 480
frequency_modulated_state_spaces_fmss/linalg.py 1316
frequency_modulated_state_spaces_fmss/main.py 625
frequency_modulated_state_spaces_fmss/manager.py 609
frequency_modulated_state_spaces_fmss/math_utils.py 661
frequency_modulated_state_spaces_fmss/matops.py 2255
frequency_modulated_state_spaces_fmss/matrix_engine.py 1515
frequency_modulated_state_spaces_fmss/matrix_utils.py 559
frequency_modulated_state_spaces_fmss/memory_cache.py 239
frequency_modulated_state_spaces_fmss/memory_management.py 203
frequency_modulated_state_spaces_fmss/memory_optimization.py 303
frequency_modulated_state_spaces_fmss/memory_storage.py 193
frequency_modulated_state_spaces_fmss/model.py 760
frequency_modulated_state_spaces_fmss/model_utility.py 292
frequency_modulated_state_spaces_fmss/models.py 2652
frequency_modulated_state_spaces_fmss/modulated_ssm.py 926
frequency_modulated_state_spaces_fmss/modulation.py 457
frequency_modulated_state_spaces_fmss/modulator.py 1697
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frequency_modulated_state_spaces_fmss/module_example.py 379
frequency_modulated_state_spaces_fmss/more_methods.py 82
frequency_modulated_state_spaces_fmss/nucleus.py 3680
frequency_modulated_state_spaces_fmss/operations.py 126
frequency_modulated_state_spaces_fmss/oscillator.py 637
frequency_modulated_state_spaces_fmss/pipeline.py 1206
frequency_modulated_state_spaces_fmss/policy.py 1945
frequency_modulated_state_spaces_fmss/precision_calculator.py 644
frequency_modulated_state_spaces_fmss/processor.py 1499
frequency_modulated_state_spaces_fmss/recurrence.py 1808
frequency_modulated_state_spaces_fmss/recurrent.py 2312
frequency_modulated_state_spaces_fmss/runtime.py 1362
frequency_modulated_state_spaces_fmss/sample_scenario.py 646
frequency_modulated_state_spaces_fmss/sensor.py 1745
frequency_modulated_state_spaces_fmss/sensors.py 2124
frequency_modulated_state_spaces_fmss/sequence_generator.py 844
frequency_modulated_state_spaces_fmss/signal.py 204
frequency_modulated_state_spaces_fmss/signal_engine.py 4969
frequency_modulated_state_spaces_fmss/signal_processing.py 289
frequency_modulated_state_spaces_fmss/signal_processor.py 271
frequency_modulated_state_spaces_fmss/signal_utils.py 1695
frequency_modulated_state_spaces_fmss/simple_demo.py 394
frequency_modulated_state_spaces_fmss/simulation.py 140
frequency_modulated_state_spaces_fmss/simulator.py 1025
frequency_modulated_state_spaces_fmss/smm_cache_handler.py 430
frequency_modulated_state_spaces_fmss/solver.py 1970
frequency_modulated_state_spaces_fmss/ssm.py 380
frequency_modulated_state_spaces_fmss/ssm_cell.py 2144
frequency_modulated_state_spaces_fmss/ssm_core.py 4905
frequency_modulated_state_spaces_fmss/ssm_engine.py 3589
frequency_modulated_state_spaces_fmss/ssm_layer.py 2383
frequency_modulated_state_spaces_fmss/ssm_math.py 1008
frequency_modulated_state_spaces_fmss/ssm_ops.py 1633
frequency_modulated_state_spaces_fmss/ssm_processor.py 275
frequency_modulated_state_spaces_fmss/state_creator.py 499
frequency_modulated_state_spaces_fmss/state_management.py 127
frequency_modulated_state_spaces_fmss/state_manager.py 1406
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frequency_modulated_state_spaces_fmss/state_modulation.py 499
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frequency_modulated_state_spaces_fmss/state_space.py 179
frequency_modulated_state_spaces_fmss/state_space_management.py 540
frequency_modulated_state_spaces_fmss/state_space_model.py 218
frequency_modulated_state_spaces_fmss/state_space_models.py 209
frequency_modulated_state_spaces_fmss/state_transformer.py 731
frequency_modulated_state_spaces_fmss/staterunner.py 1026
frequency_modulated_state_spaces_fmss/states.py 116
frequency_modulated_state_spaces_fmss/stats.py 704
frequency_modulated_state_spaces_fmss/strategies.py 1270
frequency_modulated_state_spaces_fmss/tick_engine.py 3933
frequency_modulated_state_spaces_fmss/token_complexity.py 1329
frequency_modulated_state_spaces_fmss/tokenizer.py 1361
frequency_modulated_state_spaces_fmss/types.py 199
frequency_modulated_state_spaces_fmss/util.py 305
frequency_modulated_state_spaces_fmss/utils.py 194
frequency_modulated_state_spaces_fmss/vector_math.py 535
frequency_modulated_state_spaces_fmss/viz.py 313
frequency_modulated_state_spaces_nmss/__pycache__/constants.cpython-314.pyc 435
frequency_modulated_state_spaces_nmss/constants.py 90
invention.json 5134
pyproject.toml 272
README.md 2396
run_demo.py 362
Manifest
Structured metadata ARES recorded when it created this project.
{
  "id": "frequency-modulated-state-spaces-fmss",
  "title": "Frequency-Modulated State Spaces (FMSS)",
  "summary": "Combine recent validated techniques into a productizable artifact.",
  "source": "student_autonomy",
  "kind": "invention",
  "path": "inventions/frequency-modulated-state-spaces-fmss",
  "created_at": "2026-03-12 07:18:37",
  "updated_at": "2026-05-22 22:30:53",
  "project_status": "verification_failed",
  "project_entrypoint": "run_demo.py",
  "smoke_test_status": "passed",
  "smoke_test_output": "{ \"recommended\": \"context-long\", \"average_score\": 4.453, \"plans\": [ { \"workload\": \"chat-short\", \"compression\": \"cache-aware\", \"precision\": \"mixed-int8\", \"state_policy\": \"stateful-streaming\", \"expected_score\": 4.105 }, { \"workload\": \"analysis-medium\", \"compression\": \"cache-aware\", \"precision\": \"mixed-int8\", \"state_policy\": \"stateful-streaming\", \"expected_score\": 4.166 }, { \"workload\": \"context-long\", \"compression\": \"cache-aware\", \"precision\": \"mixed-int8\", \"state_policy\": \"stateful-streaming\", \"e",
  "generated_files": 6,
  "project_generated_at": "2026-05-22 22:30:52",
  "source_hypothesis_id": "hyp-frequency-modulated-state-spaces-fmss",
  "source_exp_path": "experiments\\exp_self.20260312071726.002_20260312_071812",
  "delivery_mode": "prototype",
  "release_tier": "prototype",
  "release_verification_status": "not_run",
  "verification_status": "failed",
  "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 \"frequency_modulated_state Spaces_fmss\" \"frequency_modulated_state_spaces_fmss\" \"frequency_modulated_state_spaces_nmss\"",
      "passed": false,
      "returncode": 1,
      "timed_out": false,
      "stdout_excerpt": "Listing 'frequency_modulated_state Spaces_fmss'...\nListing 'frequency_modulated_state_spaces_fmss'...\nCompiling 'frequency_modulated_state_spaces_fmss/_state_space.py'...\n*** Sorry: IndentationError: unexpected indent (_state_space.py, line 6)\nCompiling 'frequency_modulated_state_spaces_fmss/cache_handler.py'...\n*** Sorry: IndentationError: expected an indented block after class definition on line 2 (cache_handler.py, line 4)\nCompiling 'frequency_modulated_state_spaces_fmss/cache_manager.py'...\nCompiling 'frequency_modulated_state_spaces_fmss/cache_provider.py'...\n*** Sorry: TabError: inconsistent use of tabs and spaces in indentation (cache_provider.py, line 7)\nListing 'frequency_modulated_state_spaces_fmss/core'...\nCompiling 'frequency_modulated_state_spaces_fmss/fm_state_factory.py'...\n***   File \"frequency_modulated_state_spaces_fmss/fm_state_factory.py\", line 5\n    class FMStateFactory:    @staticmethod      def generate_example_states():          \"\"\"Generates a simple sequence of 10 Frequency Modulated States for demonstration purposes.\"\"\n                                                                                        ^\nSyntaxError: unterminated triple-quoted string literal (detected at line 6)\n\nCompiling 'frequency_modulated_state_spaces_fmss/fmod_freq.py'...\n*** Sorry: IndentationError: expected an indented block after class definition on line 2 (fmod_freq.py, line 3)\nListing 'frequency_modulated_state_spaces_fmss/frequency_modulated_state_spaces_fmss'...\nCompiling 'frequency_modulated_state_spaces_fmss/main.py'...\n***   File \"frequency_modulated_state_spaces",
      "stderr_excerpt": ""
    },
    {
      "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" run_demo.py",
      "passed": true,
      "returncode": 0,
      "timed_out": false,
      "stdout_excerpt": "{\n  \"recommended\": \"context-long\",\n  \"average_score\": 4.453,\n  \"plans\": [\n    {\n      \"workload\": \"chat-short\",\n      \"compression\": \"cache-aware\",\n      \"precision\": \"mixed-int8\",\n      \"state_policy\": \"stateful-streaming\",\n      \"expected_score\": 4.105\n    },\n    {\n      \"workload\": \"analysis-medium\",\n      \"compression\": \"cache-aware\",\n      \"precision\": \"mixed-int8\",\n      \"state_policy\": \"stateful-streaming\",\n      \"expected_score\": 4.166\n    },\n    {\n      \"workload\": \"context-long\",\n      \"compression\": \"cache-aware\",\n      \"precision\": \"mixed-int8\",\n      \"state_policy\": \"stateful-streaming\",\n      \"expected_score\": 5.088\n    }\n  ]\n}\nINVENTION_SMOKE_TEST: PASS",
      "stderr_excerpt": ""
    }
  ],
  "verification_failure": {
    "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m compileall \"frequency_modulated_state Spaces_fmss\" \"frequency_modulated_state_spaces_fmss\" \"frequency_modulated_state_spaces_nmss\"",
    "reason": ""
  }
}