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Invention Summary
Delta-State Compression for Long Context
Combine recent validated techniques into a productizable artifact.
ID: delta-state-compression-for-long-context
Folder: inventions/delta-state-compression-for-long-context
Created: 2026-03-31 14:28:30
Updated: 2026-05-22 22:26:55
Files: 392
Source: student_autonomy
⬇ Download as .zip ~990.0 KB uncompressed
README.md
ARES's plain-English description of what this invention does and how to run it.
# Delta-State Compression for Long Context

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 Delta-State Compression for Long Context with status=Success and score=6.50.

## Techniques

- `compression`
- `cache`
- `ssm`
- `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: `delta_state_compression_for_long_context`
- 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, delta_state_compression_for_long_context/__init__.py, delta_state_compression_for_long_context/algorithm.py, delta_state_compression_for_long_context/analysis.py, delta_state_compression_for_long_context/analyzer.py, delta_state_compression_for_long_context/automata.py, delta_state_compression_for_long_context/benchmark.py, delta_state_compression_for_long_context/buffer.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 "delta_state_compression_for_long_context"`
- `PASS` `"/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 'delta_state_compression_for_long_context'... Compiling 'delta_state_compression_for_long_context/cache_manager.py'... *** Sorry: IndentationError: expected an indented block after function de
- 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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delta_state_compression_for_long_context/compression_test.py 491
delta_state_compression_for_long_context/compression_tool.py 1675
delta_state_compression_for_long_context/compression_util.py 381
delta_state_compression_for_long_context/compression_utilities.py 467
delta_state_compression_for_long_context/compression_utils.py 1354
delta_state_compression_for_long_context/compressions.py 287
delta_state_compression_for_long_context/compressor.py 508
delta_state_compression_for_long_context/compressor_module.py 171
delta_state_compression_for_long_context/compressor_util.py 293
delta_state_compression_for_long_context/compressors.py 352
delta_state_compression_for_long_context/config.py 280
delta_state_compression_for_long_context/context.py 906
delta_state_compression_for_long_context/context_manager.py 1299
delta_state_compression_for_long_context/core.py 2276
delta_state_compression_for_long_context/core/__pycache__/compression.cpython-314.pyc 5941
delta_state_compression_for_long_context/core/__pycache__/ssm.cpython-314.pyc 2986
delta_state_compression_for_long_context/core/compression.py 4514
delta_state_compression_for_long_context/core/ssm.py 1527
delta_state_compression_for_long_context/core_cache.py 3231
delta_state_compression_for_long_context/core_compressor.py 3380
delta_state_compression_for_long_context/core_engine.py 1454
delta_state_compression_for_long_context/core_ssm.py 1335
delta_state_compression_for_long_context/core_ssm_simulation.py 5276
delta_state_compression_for_long_context/core_storage.py 4490
delta_state_compression_for_long_context/data_handler.py 476
delta_state_compression_for_long_context/decoder.py 2447
delta_state_compression_for_long_context/decompressors.py 341
delta_state_compression_for_long_context/delta.py 751
delta_state_compression_for_long_context/delta_buffer.py 3670
delta_state_compression_for_long_context/delta_cache.py 5809
delta_state_compression_for_long_context/delta_codec.py 2913
delta_state_compression_for_long_context/delta_compression.py 6612
delta_state_compression_for_long_context/delta_compression_util.py 281
delta_state_compression_for_long_context/delta_compressor.py 4696
delta_state_compression_for_long_context/delta_context.py 3934
delta_state_compression_for_long_context/delta_core.py 5078
delta_state_compression_for_long_context/delta_snapshot.py 2859
delta_state_compression_for_long_context/delta_state.py 376
delta_state_compression_for_long_context/delta_state_compression.py 667
delta_state_compression_for_long_context/delta_state_compression_for_long_context.py 7037
delta_state_compression_for_long_context/delta_store.py 3420
delta_state_compression_for_long_context/demo.py 627
delta_state_compression_for_long_context/demo_module.py 726
delta_state_compression_for_long_context/demo_simulation.py 470
delta_state_compression_for_long_context/dsc_api.py 811
delta_state_compression_for_long_context/dstate.py 664
delta_state_compression_for_long_context/dynamic_adjustment.py 235
delta_state_compression_for_long_context/dynamic_precision.py 326
delta_state_compression_for_long_context/dynamic_precision_cache.py 547
delta_state_compression_for_long_context/dynamic_precision_controller.py 277
delta_state_compression_for_long_context/dynamic_precision_handler.py 118
delta_state_compression_for_long_context/engine.py 1484
delta_state_compression_for_long_context/environment_setup.py 268
delta_state_compression_for_long_context/generator.py 1281
delta_state_compression_for_long_context/inference.py 2164
delta_state_compression_for_long_context/longcontexthandler.py 253
delta_state_compression_for_long_context/manager.py 3459
delta_state_compression_for_long_context/math_utils.py 630
delta_state_compression_for_long_context/memory.py 3915
delta_state_compression_for_long_context/memory_manager.py 4613
delta_state_compression_for_long_context/metrics.py 700
delta_state_compression_for_long_context/mock.py 1281
delta_state_compression_for_long_context/mock_data.py 466
delta_state_compression_for_long_context/mock_generator.py 1674
delta_state_compression_for_long_context/mock_model.py 1293
delta_state_compression_for_long_context/mock_models.py 546
delta_state_compression_for_long_context/mock_ssm.py 1553
delta_state_compression_for_long_context/mock_utils.py 642
delta_state_compression_for_long_context/mocks.py 553
delta_state_compression_for_long_context/model.py 1772
delta_state_compression_for_long_context/models.py 1200
delta_state_compression_for_long_context/module.py 941
delta_state_compression_for_long_context/precision_adjustment.py 232
delta_state_compression_for_long_context/processor.py 3512
delta_state_compression_for_long_context/quantization.py 3562
delta_state_compression_for_long_context/quantize.py 957
delta_state_compression_for_long_context/quantized_cache.py 5031
delta_state_compression_for_long_context/quantizer.py 1655
delta_state_compression_for_long_context/reconstruct.py 864
delta_state_compression_for_long_context/reconstruction.py 2446
delta_state_compression_for_long_context/recurrence.py 1469
delta_state_compression_for_long_context/recurrent.py 1726
delta_state_compression_for_long_context/recurrent_core.py 5522
delta_state_compression_for_long_context/recurrent_layer.py 1621
delta_state_compression_for_long_context/recurrent_model.py 1525
delta_state_compression_for_long_context/recurrent_unit.py 1598
delta_state_compression_for_long_context/rehydration.py 1177
delta_state_compression_for_long_context/rehydrator.py 3297
delta_state_compression_for_long_context/ring_buffer.py 2525
delta_state_compression_for_long_context/sequence.py 1620
delta_state_compression_for_long_context/sim.py 1096
delta_state_compression_for_long_context/simple_ssm.py 1804
delta_state_compression_for_long_context/simplified_dsc.py 317
delta_state_compression_for_long_context/simulated_ssm.py 2100
delta_state_compression_for_long_context/simulation.py 870
delta_state_compression_for_long_context/simulator.py 1221
delta_state_compression_for_long_context/solver.py 5377
delta_state_compression_for_long_context/sparse_cache.py 5648
delta_state_compression_for_long_context/sparse_delta.py 5115
delta_state_compression_for_long_context/sparse_delta_cache.py 5747
delta_state_compression_for_long_context/sparse_ssm.py 2432
delta_state_compression_for_long_context/sparse_vector.py 990
delta_state_compression_for_long_context/ssm.py 1465
delta_state_compression_for_long_context/ssm_cache.py 181
delta_state_compression_for_long_context/ssm_compressor.py 3706
delta_state_compression_for_long_context/ssm_core.py 6712
delta_state_compression_for_long_context/ssm_emulator.py 1942
delta_state_compression_for_long_context/ssm_engine.py 7055
delta_state_compression_for_long_context/ssm_layer.py 1672
delta_state_compression_for_long_context/ssm_mock.py 1502
delta_state_compression_for_long_context/ssm_model.py 1749
delta_state_compression_for_long_context/ssm_node.py 1496
delta_state_compression_for_long_context/ssm_proxy.py 1498
delta_state_compression_for_long_context/ssm_sim.py 812
delta_state_compression_for_long_context/ssm_simulation.py 781
delta_state_compression_for_long_context/ssm_simulator.py 1437
delta_state_compression_for_long_context/ssm_state.py 9629
delta_state_compression_for_long_context/ssm_state_buffer.py 3969
delta_state_compression_for_long_context/state.py 306
delta_state_compression_for_long_context/state_buffer.py 5277
delta_state_compression_for_long_context/state_cache.py 235
delta_state_compression_for_long_context/state_compression.py 6160
delta_state_compression_for_long_context/state_compressor.py 521
delta_state_compression_for_long_context/state_context_manager.py 514
delta_state_compression_for_long_context/state_delta.py 164
delta_state_compression_for_long_context/state_delta_handler.py 381
delta_state_compression_for_long_context/state_engine.py 8790
delta_state_compression_for_long_context/state_generator.py 1313
delta_state_compression_for_long_context/state_handler.py 540
delta_state_compression_for_long_context/state_machine.py 199
delta_state_compression_for_long_context/state_management.py 152
delta_state_compression_for_long_context/state_manager.py 275
delta_state_compression_for_long_context/state_manager_lru.py 762
delta_state_compression_for_long_context/state_model.py 1967
delta_state_compression_for_long_context/state_processor.py 226
delta_state_compression_for_long_context/state_simulator.py 3264
delta_state_compression_for_long_context/state_store.py 8589
delta_state_compression_for_long_context/state_transition.py 209
delta_state_compression_for_long_context/stateprocessor.py 584
delta_state_compression_for_long_context/states.py 1165
delta_state_compression_for_long_context/storage.py 4720
delta_state_compression_for_long_context/storage_metrics.py 337
delta_state_compression_for_long_context/store.py 4749
delta_state_compression_for_long_context/strategy.py 4385
delta_state_compression_for_long_context/stream.py 1319
delta_state_compression_for_long_context/synth.py 1230
delta_state_compression_for_long_context/synthetic.py 1122
delta_state_compression_for_long_context/synthetic_data.py 1191
delta_state_compression_for_long_context/synthetic_model.py 1891
delta_state_compression_for_long_context/synthetic_ssm.py 1980
delta_state_compression_for_long_context/tensor.py 2646
delta_state_compression_for_long_context/tensor_ops.py 1676
delta_state_compression_for_long_context/types.py 240
delta_state_compression_for_long_context/uncompress.py 317
delta_state_compression_for_long_context/util.py 230
delta_state_compression_for_long_context/utils.py 179
delta_state_compression_for_long_context/vector_math.py 810
DESIGN_BRIEF.md 934
invention.json 5328
pyproject.toml 276
README.md 2543
run_demo.py 365
Manifest
Structured metadata ARES recorded when it created this project.
{
  "id": "delta-state-compression-for-long-context",
  "title": "Delta-State Compression for Long Context",
  "summary": "Combine recent validated techniques into a productizable artifact.",
  "source": "student_autonomy",
  "kind": "invention",
  "path": "inventions/delta-state-compression-for-long-context",
  "delivery_mode": "prototype",
  "release_tier": "prototype",
  "release_verification_status": "not_run",
  "created_at": "2026-03-31 14:28:30",
  "updated_at": "2026-05-22 22:26:55",
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  "project_generated_at": "2026-05-22 22:26:52",
  "source_hypothesis_id": "hyp-delta-state-compression-for-long-context",
  "source_exp_path": "experiments\\exp_self.20260314184953.002_20260314_185025",
  "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 \"delta_state_compression_for_long_context\"",
      "passed": false,
      "returncode": 1,
      "timed_out": false,
      "stdout_excerpt": "Listing 'delta_state_compression_for_long_context'...\nCompiling 'delta_state_compression_for_long_context/cache_manager.py'...\n*** Sorry: IndentationError: expected an indented block after function definition on line 3 (cache_manager.py, line 4)\nCompiling 'delta_state_compression_for_long_context/caching.py'...\n*** Sorry: IndentationError: expected an indented block after function definition on line 1 (caching.py, line 3)\nCompiling 'delta_state_compression_for_long_context/compact_states.py'...\n***   File \"delta_state_compression_for_long_context/compact_states.py\", line 5\n    diff_sequence = [prev_state] for item in state_list:\n                                 ^^^\nSyntaxError: invalid syntax\n\nCompiling 'delta_state_compression_for_long_context/compression_utils.py'...\n***   File \"delta_state_compression_for_long_context/compression_utils.py\", line 8\n    deimport sys\n    ^^^^^^^^\nSyntaxError: invalid syntax. Did you mean 'import'?\n\nListing 'delta_state_compression_for_long_context/core'...\nCompiling 'delta_state_compression_for_long_context/delta_compression_util.py'...\n***   File \"delta_state_compression_for_long_context/delta_compression_util.py\", line 7\n    return {'e': rounded_n, 'pi': rounded_pi}\n    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nSyntaxError: 'return' outside function\n\nCompiling 'delta_state_compression_for_long_context/module.py'...\n***   File \"delta_state_compression_for_long_context/module.py\", line 4\n    class CompressedContextManager:    def get_cache(self): return []\n                                       ^^^\nSyntaxError: invalid syntax\n\nCompiling 'de",
      "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": ""
    },
    {
      "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"
    }
  ],
  "project_status": "verification_failed",
  "verification_failure": {
    "command": "\"/home/corbybender/ares/.venv-linux/bin/python\" -m compileall \"delta_state_compression_for_long_context\"",
    "reason": ""
  }
}