NEUROGRAFT is an open-weight model from Kai piper. Its published files total 18.3 MB.
A local research instrument for connecting separate, provenance-preserving neural graphs through an artificial trainable routing layer.
Parameters—
Context—
Weights8.3 MB
License—
AccessOpen weights
Monthly Downloads—
Model Card
A local research instrument for connecting separate, provenance-preserving neural graphs through an artificial trainable routing layer. The working package includes typed sparse graphs, CSV and human-matrix importers, recurrent graph encoders, sparse synthetic grafts, a delayed-memory benchmark with matched controls, validated inference checkpoints, a persistent live 3D navigation and continuous-learning workspace (python -m neurograft live), and a differentiable interface to frozen Qwen backbones. The pretrained model is an optional dependency and is not downloaded automatically. Current evidence: the circuit implementation runs and trains locally. The OpenWorm source has been acquired and…
Excerpt from the card by Kai piper.
Identity and Version
- Repository
- Kai9987kai/NEUROGRAFT
- Publisher
- Kai piper
- Task
- Not stated by the source
- Modality
- Other
- Library
- pytorch
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 9064c1484f8483acf2392a3441ff9169fcb07203
- First published
- 2026-10-17
- Last updated
- 2026-10-17
Files and Weights
206 files, 18.3 MB in total. The weights are 42 files totalling 8.3 MB in pt.
Weights42 files · 8.3 MB
Configuration72 files · 3.8 MB
Documentation18 files · 105.1 KB
Other71 files · 6.1 MB
Repository3 files · 1.8 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| data/live/checkpoints/ui-verified.pt | Weights | 331.3 KB | eddd3c99b778 |
| data/live/checkpoints/v0-2-release.pt | Weights | 337.6 KB | 0e2dd0d7e9cb |
| data/live/checkpoints/v03-labyrinth-19x19.pt | Weights | 336.1 KB | bdeeac9139f2 |
| data/live/checkpoints/v03-latest-evolved.pt | Weights | 334.3 KB | 819fb27c5cf5 |
| data/live/session.pt | Weights | 334.3 KB | 91e30bd7079a |
| reports/runs/fixture-five-seed/runs/seed_0/grafted/checkpoint.pt | Weights | 102.3 KB | 4ea6905257be |
| reports/runs/fixture-five-seed/runs/seed_0/no_graft/checkpoint.pt | Weights | 102.3 KB | 6d301b52a32c |
| reports/runs/fixture-five-seed/runs/seed_0/no_recurrence/checkpoint.pt | Weights | 102.3 KB | bfbcaaf25c9c |
| reports/runs/fixture-five-seed/runs/seed_0/rewired/checkpoint.pt | Weights | 104.4 KB | b78cbd312818 |
| reports/runs/fixture-five-seed/runs/seed_1/grafted/checkpoint.pt | Weights | 102.3 KB | d1b73c6629b7 |
| reports/runs/fixture-five-seed/runs/seed_1/no_graft/checkpoint.pt | Weights | 102.3 KB | 0a401da05652 |
| reports/runs/fixture-five-seed/runs/seed_1/no_recurrence/checkpoint.pt | Weights | 102.3 KB | 2431e17612dd |
| reports/runs/fixture-five-seed/runs/seed_1/rewired/checkpoint.pt | Weights | 104.4 KB | 8557ead7f083 |
| reports/runs/fixture-five-seed/runs/seed_2/grafted/checkpoint.pt | Weights | 102.3 KB | 8dfeb764ec80 |
| reports/runs/fixture-five-seed/runs/seed_2/no_graft/checkpoint.pt | Weights | 102.3 KB | 26308cf6ff13 |
| reports/runs/fixture-five-seed/runs/seed_2/no_recurrence/checkpoint.pt | Weights | 102.3 KB | 115db1730860 |
| reports/runs/fixture-five-seed/runs/seed_2/rewired/checkpoint.pt | Weights | 104.4 KB | d55a71eee0a4 |
| reports/runs/fixture-five-seed/runs/seed_3/grafted/checkpoint.pt | Weights | 102.3 KB | 3221856748d5 |
| reports/runs/verified-five-seed/runs/seed_0/grafted/checkpoint.pt | Weights | 102.3 KB | 6a960620f872 |
| reports/runs/verified-five-seed/runs/seed_0/no_graft/checkpoint.pt | Weights | 102.3 KB | 26c25afa59cf |
| reports/runs/verified-five-seed/runs/seed_0/no_recurrence/checkpoint.pt | Weights | 102.3 KB | b6d201aff4cc |
| reports/runs/verified-five-seed/runs/seed_0/rewired/checkpoint.pt | Weights | 104.4 KB | d6422d781892 |
| reports/runs/verified-five-seed/runs/seed_1/grafted/checkpoint.pt | Weights | 102.3 KB | 67fedf553eba |
| reports/runs/verified-five-seed/runs/seed_1/no_graft/checkpoint.pt | Weights | 102.3 KB | ec4399724502 |
| reports/runs/verified-five-seed/runs/seed_1/no_recurrence/checkpoint.pt | Weights | 102.3 KB | 4592fb0259e0 |
| reports/runs/verified-five-seed/runs/seed_1/rewired/checkpoint.pt | Weights | 104.4 KB | b4a4b3ca202c |
| reports/runs/verified-five-seed/runs/seed_2/grafted/checkpoint.pt | Weights | 102.3 KB | e62465523e2c |
| reports/runs/verified-five-seed/runs/seed_2/no_graft/checkpoint.pt | Weights | 102.3 KB | ba22e72674bd |
| reports/runs/verified-five-seed/runs/seed_2/no_recurrence/checkpoint.pt | Weights | 102.3 KB | 0b8da2e2e681 |
| reports/runs/verified-five-seed/runs/seed_2/rewired/checkpoint.pt | Weights | 104.4 KB | d59f6c67f5f3 |
| reports/runs/verified-five-seed/runs/seed_3/grafted/checkpoint.pt | Weights | 102.3 KB | 2ce155f9000d |
| reports/runs/verified-five-seed/runs/seed_3/no_graft/checkpoint.pt | Weights | 102.3 KB | 48d3fe6b827a |
| reports/runs/verified-five-seed/runs/seed_3/no_recurrence/checkpoint.pt | Weights | 102.3 KB | 42b2089280d4 |
| reports/runs/verified-five-seed/runs/seed_3/rewired/checkpoint.pt | Weights | 104.4 KB | ae4647e43c45 |
| reports/runs/verified-five-seed/runs/seed_4/grafted/checkpoint.pt | Weights | 102.3 KB | f2e267628066 |
| reports/runs/verified-five-seed/runs/seed_4/no_graft/checkpoint.pt | Weights | 102.3 KB | 6f6beeef0345 |
| reports/runs/verified-five-seed/runs/seed_4/no_recurrence/checkpoint.pt | Weights | 102.3 KB | e0109ba5c8c6 |
| reports/runs/verified-five-seed/runs/seed_4/rewired/checkpoint.pt | Weights | 104.4 KB | 9d7a7693f7a7 |
| reports/runs/worm-mixed-smoke/runs/seed_0/grafted/checkpoint.pt | Weights | 816.2 KB | c22f9f2c6c43 |
| reports/runs/worm-mixed-smoke/runs/seed_0/no_graft/checkpoint.pt | Weights | 816.2 KB | acca824e6ee5 |
| reports/runs/worm-mixed-smoke/runs/seed_0/no_recurrence/checkpoint.pt | Weights | 816.2 KB | ce1fb474f649 |
| reports/runs/worm-mixed-smoke/runs/seed_0/rewired/checkpoint.pt | Weights | 818.3 KB | ccae376cc4e2 |
| build/lib/neurograft/__init__.py | Configuration | 93 B | — |
| build/lib/neurograft/__main__.py | Configuration | 48 B | — |
| build/lib/neurograft/acquire.py | Configuration | 8.7 KB | — |
| build/lib/neurograft/cli.py | Configuration | 11.6 KB | — |
| build/lib/neurograft/dynamics.py | Configuration | 15.3 KB | — |
| build/lib/neurograft/environment.py | Configuration | 21.6 KB | — |
| build/lib/neurograft/evaluation.py | Configuration | 29.6 KB | — |
| build/lib/neurograft/fixtures.py | Configuration | 2.4 KB | — |
| build/lib/neurograft/graphs.py | Configuration | 18.6 KB | — |
| build/lib/neurograft/ingest.py | Configuration | 7.4 KB | — |
| build/lib/neurograft/live.py | Configuration | 47.4 KB | — |
| build/lib/neurograft/llm.py | Configuration | 7.5 KB | — |
| build/lib/neurograft/report.py | Configuration | 6.4 KB | — |
| build/lib/neurograft/runtime.py | Configuration | 2.0 KB | — |
| build/lib/neurograft/server.py | Configuration | 7.4 KB | — |
| build/lib/neurograft/service.py | Configuration | 9.2 KB | — |
| data/example-human.bundle.json | Configuration | 2.3 KB | — |
| data/example-worm.bundle.json | Configuration | 2.2 KB | — |
| data/fixtures.bundle.json | Configuration | 27.1 KB | — |
| data/imported/mixed.bundle.json | Configuration | 1.2 MB | — |
| data/manifests/source_registry.json | Configuration | 4.6 KB | — |
| data/raw/openworm-pinned/receipt.json | Configuration | 4.9 KB | — |
| data/raw/openworm-pinned/receipt.pre-hash-fix.json | Configuration | 4.8 KB | — |
| data/raw/openworm-pinned/worm.bundle.json | Configuration | 1.2 MB | — |
| data/raw/openworm-tree-inspection.json | Configuration | 685.2 KB | — |
| docs/three-vendor-receipt.json | Configuration | 700 B | — |
| examples/human-manifest.json | Configuration | 327 B | — |
| examples/worm-manifest.json | Configuration | 326 B | — |
| neurograft/__init__.py | Configuration | 93 B | — |
| neurograft/__main__.py | Configuration | 48 B | — |
| neurograft/acquire.py | Configuration | 8.7 KB | — |
| neurograft/cli.py | Configuration | 11.6 KB | — |
| neurograft/dynamics.py | Configuration | 15.3 KB | — |
| neurograft/environment.py | Configuration | 21.6 KB | — |
| neurograft/evaluation.py | Configuration | 29.6 KB | — |
| neurograft/fixtures.py | Configuration | 2.4 KB | — |
| neurograft/graphs.py | Configuration | 18.6 KB | — |
| neurograft/ingest.py | Configuration | 7.4 KB | — |
| neurograft/live.py | Configuration | 47.4 KB | — |
| neurograft/llm.py | Configuration | 7.5 KB | — |
| neurograft/report.py | Configuration | 6.4 KB | — |
| neurograft/runtime.py | Configuration | 2.0 KB | — |
| neurograft/server.py | Configuration | 7.4 KB | — |
| neurograft/service.py | Configuration | 9.2 KB | — |
| reports/build-verification.json | Configuration | 1.6 KB | — |
| reports/checkpoint-replay.json | Configuration | 6.0 KB | — |
| reports/circuit-trace.json | Configuration | 3.7 KB | — |
| reports/environment.json | Configuration | 763 B | — |
| reports/example-import-receipt.json | Configuration | 1.4 KB | — |
| reports/final-report.json | Configuration | 64.9 KB | — |
| reports/package-validation.json | Configuration | 445 B | — |
| reports/runs/fixture-five-seed/ABORTED.json | Configuration | 215 B | — |
| reports/runs/fixture-five-seed/RUNNING.json | Configuration | 321 B | — |
| reports/runs/verified-five-seed/COMPLETE.json | Configuration | 54 B | — |
| reports/runs/verified-five-seed/report.json | Configuration | 57.4 KB | — |
| reports/runs/worm-mixed-smoke/COMPLETE.json | Configuration | 54 B | — |
| reports/runs/worm-mixed-smoke/report.json | Configuration | 20.7 KB | — |
| reports/source-checksums.json | Configuration | 1.3 KB | — |
| reports/source-readiness.json | Configuration | 3.4 KB | — |
| reports/verified-experiment-console.json | Configuration | 58.6 KB | — |
| reports/worm-mixed-smoke-console.json | Configuration | 21.2 KB | — |
| tests/test_acquire.py | Configuration | 3.3 KB | — |
| tests/test_cli.py | Configuration | 4.6 KB | — |
| tests/test_dynamics.py | Configuration | 10.3 KB | — |
| tests/test_environment.py | Configuration | 10.0 KB | — |
| tests/test_evaluation.py | Configuration | 9.2 KB | — |
| tests/test_graphs.py | Configuration | 12.6 KB | — |
| tests/test_ingest.py | Configuration | 5.5 KB | — |
| tests/test_live.py | Configuration | 12.7 KB | — |
| tests/test_llm.py | Configuration | 5.5 KB | — |
| tests/test_server.py | Configuration | 7.2 KB | — |
| worm-acquisition-output.json | Configuration | 4.8 KB | — |
| .pytest_cache/README.md | Documentation | 310 B | — |
| CITATIONS.md | Documentation | 2.1 KB | — |
| CODE_OF_CONDUCT.md | Documentation | 5.3 KB | — |
| LICENSE_MATRIX.md | Documentation | 1.9 KB | — |
| NEUROGRAFT_First_Build_Design.md | Documentation | 14.2 KB | — |
| README.md | Documentation | 19.0 KB | — |
| SECURITY.md | Documentation | 640 B | — |
| build/lib/neurograft/web/vendor/three.LICENSE.txt | Documentation | 1.1 KB | — |
| docs/build-log.md | Documentation | 3.2 KB | — |
| docs/dynamics-build-report.md | Documentation | 5.7 KB | — |
| docs/evaluation-build-report.md | Documentation | 6.5 KB | — |
| docs/graph-build-report.md | Documentation | 7.4 KB | — |
| docs/implementation-plan.md | Documentation | 8.0 KB | — |
| docs/independent-review.md | Documentation | 16.4 KB | — |
| docs/live-session-plan.md | Documentation | 8.7 KB | — |
| docs/worm-source-receipt.md | Documentation | 2.1 KB | — |
| neurograft/web/vendor/three.LICENSE.txt | Documentation | 1.1 KB | — |
| progress.md | Documentation | 1.5 KB | — |
| .pytest_cache/CACHEDIR.TAG | Other | 191 B | — |
| .pytest_cache/v/cache/lastfailed | Other | 2 B | — |
| .pytest_cache/v/cache/nodeids | Other | 21.8 KB | — |
| Run-NEUROGRAFT.ps1 | Other | 612 B | — |
| build/lib/neurograft/web/app.js | Other | 48.7 KB | — |
| build/lib/neurograft/web/index.html | Other | 18.9 KB | — |
| build/lib/neurograft/web/style.css | Other | 25.2 KB | — |
| build/lib/neurograft/web/vendor/three.core.js | Other | 1.5 MB | — |
| build/lib/neurograft/web/vendor/three.module.js | Other | 662.8 KB | — |
| data/raw/openworm-cells-inspection.nml | Other | 123.1 KB | — |
| data/raw/openworm-inspection.csv | Other | 245.5 KB | — |
| data/raw/openworm-pinned/CellsOnly.net.nml | Other | 123.1 KB | — |
| data/raw/openworm-pinned/herm_full_edgelist.csv | Other | 245.5 KB | — |
| dist/neurograft-0.2.0-py3-none-any.whl | Other | 518.2 KB | 99e568a5e89b |
| examples/human-matrix.csv | Other | 57 B | — |
| examples/worm-edges.csv | Other | 113 B | — |
| examples/worm-nodes.csv | Other | 35 B | — |
| neurograft.egg-info/PKG-INFO | Other | 19.5 KB | — |
| neurograft.egg-info/SOURCES.txt | Other | 997 B | — |
| neurograft.egg-info/dependency_links.txt | Other | 1 B | — |
| neurograft.egg-info/entry_points.txt | Other | 51 B | — |
| neurograft.egg-info/requires.txt | Other | 81 B | — |
| neurograft.egg-info/top_level.txt | Other | 11 B | — |
| neurograft/web/app.js | Other | 48.7 KB | — |
| neurograft/web/index.html | Other | 18.9 KB | — |
| neurograft/web/style.css | Other | 25.2 KB | — |
| neurograft/web/vendor/three.core.js | Other | 1.5 MB | — |
| neurograft/web/vendor/three.module.js | Other | 662.8 KB | — |
| pyproject.toml | Other | 664 B | — |
| reports/final-regressions.txt | Other | 101 B | — |
| reports/index.html | Other | 89.1 KB | — |
| reports/runs/fixture-five-seed/runs/seed_0/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_0/no_graft/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_0/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/fixture-five-seed/runs/seed_0/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_1/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_1/no_graft/metrics.jsonl | Other | 7.1 KB | — |
| reports/runs/fixture-five-seed/runs/seed_1/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/fixture-five-seed/runs/seed_1/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_2/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_2/no_graft/metrics.jsonl | Other | 7.1 KB | — |
| reports/runs/fixture-five-seed/runs/seed_2/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/fixture-five-seed/runs/seed_2/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_3/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/fixture-five-seed/runs/seed_3/no_graft/metrics.jsonl | Other | 3.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_0/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_0/no_graft/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_0/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/verified-five-seed/runs/seed_0/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_1/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_1/no_graft/metrics.jsonl | Other | 7.1 KB | — |
| reports/runs/verified-five-seed/runs/seed_1/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/verified-five-seed/runs/seed_1/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_2/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_2/no_graft/metrics.jsonl | Other | 7.1 KB | — |
| reports/runs/verified-five-seed/runs/seed_2/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/verified-five-seed/runs/seed_2/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_3/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_3/no_graft/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_3/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/verified-five-seed/runs/seed_3/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_4/grafted/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_4/no_graft/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/verified-five-seed/runs/seed_4/no_recurrence/metrics.jsonl | Other | 7.2 KB | — |
| reports/runs/verified-five-seed/runs/seed_4/rewired/metrics.jsonl | Other | 7.0 KB | — |
| reports/runs/worm-mixed-smoke/runs/seed_0/grafted/metrics.jsonl | Other | 462 B | — |
| reports/runs/worm-mixed-smoke/runs/seed_0/no_graft/metrics.jsonl | Other | 467 B | — |
| reports/runs/worm-mixed-smoke/runs/seed_0/no_recurrence/metrics.jsonl | Other | 475 B | — |
| reports/runs/worm-mixed-smoke/runs/seed_0/rewired/metrics.jsonl | Other | 464 B | — |
| reports/wheel-build.txt | Other | 761 B | — |
| tests-validation.txt | Other | 184 B | — |
| .gitattributes | Repository | 1.6 KB | — |
| .gitignore | Repository | 191 B | — |
| .pytest_cache/.gitignore | Repository | 39 B | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 8.3 MB
Download from Kai piper
Released by Kai piper through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 8.3 MB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.