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pooled20

0events in the training captures
10models serving questions
2020 → 2026span of the captures
0results
oss · pooled20 · World model · public
01 · Data

Dataset versions

A dataset version is a capture of the source as of a date: its event spine and the files training reads.

1 dataset version

pooled20 pooled20 @ asof-2026-09-26

the twenty streams staged for pooled20_v1 on jon-1627: the eight record streams, ohmyzsh and the eleven corpus-lane repos with issues, 28,399,994 events by the runs' receipts; every pooled20 arm trained on byte-identical staged copies of these; members recorded where they are (modal://jon-1627/vei-oss-data/praxis/pooled20_v1/streams); see REPORT.md

llm_report · REPORT.md

pooled20@asof-2026-09-26 — data stage report

Recorded 2026-10-13 as part of the OSS line's migration to the factory. The data already existed; nothing was rematerialized or read in bulk.

What it is. The twenty streams staged for pooled20_v1 on jon-1627: the eight record streams, ohmyzsh and the eleven corpus-lane repos with issues, 28,399,994 events by the runs' receipts; every pooled20 arm trained on byte-identical staged copies of these. A pool is its own source: its runs read it as one body of data, even where a member's bytes are also a single-repo dataset.

Output, by identity. 20 member spines, recorded where they are (modal://jon-1627/vei-oss-data/praxis/pooled20_v1/streams/<member>). Each member's digest is the one already on record (its single-repo dataset, or the sync manifest staged beside it); counts and span are copied from the single-repo dataset with the same digest. 11 members carry no counts, which were never taken: llvm__llvm-project, home-assistant__core, huggingface__transformers, neovim__neovim, ziglang__zig, python__cpython, grafana__grafana, microsoft__vscode, flutter__flutter, pytorch__pytorch, godotengine__godot; the pool's 28,399,994 events are the runs' receipts.

Drift. Members drawn from single-repo datasets carry their ingest-time checks there. A pool has no single calendar split (each stream is split at its own time quantile), so no split-time check was run; members without a single-repo dataset of their own have no drift record, a caveat on any result.

41 files, 26.60 GB
  • Event spine · 20 files26.60 GB
  • 0/rust-lang__rust/canonical_events.jsonlb3ddaebe275a1.47 GB
  • 1/nodejs__node/canonical_events.jsonl67e5cb433a29729.1 MB
  • 10/home-assistant__core/canonical_events.jsonl146d44f524752.61 GB
  • 11/huggingface__transformers/canonical_events.jsonl3e6bcb888abc704.7 MB
  • 12/neovim__neovim/canonical_events.jsonle30deb4db107299.6 MB
  • 13/ziglang__zig/canonical_events.jsonla9c399cd223d205.4 MB
  • 14/python__cpython/canonical_events.jsonl2ebec71b33f51.24 GB
  • 15/grafana__grafana/canonical_events.jsonl28b6059dbf971.65 GB
  • 16/microsoft__vscode/canonical_events.jsonl2d11b96798d72.07 GB
  • 17/flutter__flutter/canonical_events.jsonl2b934d22d0c32.46 GB
  • 18/pytorch__pytorch/canonical_events.jsonl72b218cbdfad3.87 GB
  • 19/godotengine__godot/canonical_events.jsonl8794e19792c01.14 GB
  • 2/kubernetes__kubernetes/canonical_events.jsonlac20f85b92071.37 GB
  • 3/NixOS__nixpkgs/canonical_events.jsonl75e2120c47be1.16 GB
  • 4/apache__airflow/canonical_events.jsonl0d49ca40bfe6907.0 MB
  • 5/bitcoin__bitcoin/canonical_events.jsonl40b09b21f626422.5 MB
  • 6/tryghost__ghost/canonical_events.jsonl1ef58d836365312.8 MB
  • 7/opencv__opencv/canonical_events.jsonl4913676336d951.8 MB
  • 8/ohmyzsh__ohmyzsh/canonical_events.jsonl43e3663068488.7 MB
  • 9/llvm__llvm-project/canonical_events.jsonl628a0ac504e03.94 GB
  • Receipt · 20 files2 kB
  • 0/rust-lang__rust/sync_manifest.jsona57131618b3398 B
  • 1/nodejs__node/sync_manifest.json8f9a1be4f0d198 B
  • 10/home-assistant__core/sync_manifest.json2e21ee83610d98 B
  • 11/huggingface__transformers/sync_manifest.json80091191ebb298 B
  • 12/neovim__neovim/sync_manifest.json2a53aa39f87f98 B
  • 13/ziglang__zig/sync_manifest.jsonaa72e8cf8e3598 B
  • 14/python__cpython/sync_manifest.json9b70a6ddb2ce98 B
  • 15/grafana__grafana/sync_manifest.json4b64b6f0e7a898 B
  • 16/microsoft__vscode/sync_manifest.json03c0fbedd71c98 B
  • 17/flutter__flutter/sync_manifest.json0310bd48dc7f98 B
  • 18/pytorch__pytorch/sync_manifest.json79663ded386998 B
  • 19/godotengine__godot/sync_manifest.json2e7a3508f0e898 B
  • 2/kubernetes__kubernetes/sync_manifest.jsonaf4ce31b20ba98 B
  • 3/NixOS__nixpkgs/sync_manifest.json4db675f44d5598 B
  • 4/apache__airflow/sync_manifest.jsonbeb2c2ff53dc98 B
  • 5/bitcoin__bitcoin/sync_manifest.jsondea576addd1498 B
  • 6/tryghost__ghost/sync_manifest.json9bc1cb6e4f0b98 B
  • 7/opencv__opencv/sync_manifest.jsoncf27cfb7506498 B
  • 8/ohmyzsh__ohmyzsh/sync_manifest.json1106a7bedfdd98 B
  • 9/llvm__llvm-project/sync_manifest.jsoneaffbcb2671b98 B
  • Phase_report · 1 file2 kB
  • REPORT.mdc74383f0be442 kB
Events
? in 9 streams
Span
1 Jan 2020 → 29 Jul 2026
Source
GitHub events API (OSS canonical spines)
Published
13 Oct 2026
02 · Features

Featurization

An Atlas recipe declares how events become model inputs.

1 feature recipe
03 · Training

Recipes and runs

A Praxis recipe fixes the model, the objective and the split.

10 training recipes
  • pooled20_cos6_v1 action-conditioned JEPA · Transformer, 2 layers, 128 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
  • pooled20_depth6_v1 action-conditioned JEPA · Transformer, 4 layers, 128 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
  • pooled20_heads6_v1 action-conditioned JEPA · Transformer, 2 layers, 128 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
  • pooled20_v1 action-conditioned JEPA · Transformer, 2 layers, 128 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
  • pooled20_w256_flat_v1 action-conditioned JEPA · Transformer, 2 layers, 256 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
  • pooled20_w256_tail2_v1 action-conditioned JEPA · Transformer, 2 layers, 256 hidden · 32-event context · features refs32_v1 · heads next action · from pooled20_w256_flat_v1 1 run: 13 Oct 2026
  • pooled20_w256_tail4_v1 action-conditioned JEPA · Transformer, 2 layers, 256 hidden · 32-event context · features refs32_v1 · heads next action · from pooled20_w256_flat_v1 1 run: 13 Oct 2026
  • pooled20_w256_tail8_v1 action-conditioned JEPA · Transformer, 2 layers, 256 hidden · 32-event context · features refs32_v1 · heads next action · from pooled20_w256_flat_v1 1 run: 13 Oct 2026
  • pooled20_wide6_v1 action-conditioned JEPA · Transformer, 4 layers, 256 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
  • pooled20_width6_v1 action-conditioned JEPA · Transformer, 2 layers, 256 hidden · 32-event context · features refs32_v1 · heads next action 1 run: 13 Oct 2026
10 runs

pooled20_heads6_v1 pooled20_heads6_v1

29 files, 51.31 GB
  • Latent matrices · 2 files33.02 GB
  • action_transition_latents.npy18.48 GB
  • state_latents.npy14.54 GB
  • Auxiliary · 15 files14.59 GB
  • action_sample_meta.json14.30 GB
  • aux_next_action_classes.json785 B
  • aux_next_action_head.pt20 kB
  • aux_next_action_labels.npy288.7 MB
  • consequence_targets.apache__airflow.json5 kB
  • consequence_targets.bitcoin__bitcoin.json5 kB
  • consequence_targets.opencv__opencv.json5 kB
  • consequence_targets.tryghost__ghost.json5 kB
  • frontier_acceptance.apache__airflow.json3 kB
  • frontier_acceptance.bitcoin__bitcoin.json3 kB
  • frontier_acceptance.NixOS__nixpkgs.json3 kB
  • frontier_acceptance.opencv__opencv.json3 kB
  • frontier_acceptance.tryghost__ghost.json3 kB
  • progress.jsonl901 kB
  • remote.json175 B
  • Sample and event ids · 1 file3.61 GB
  • action_sample_ids.json3.61 GB
  • Checkpoints · 3 files80.7 MB
  • action_jepa.pt16.1 MB
  • checkpoint.pt48.5 MB
  • final.pt16.1 MB
  • Configuration · 6 files4.0 MB
  • action_feature_names.json16 kB
  • asof_config.json2.6 MB
  • checkpoint_selections.json734 B
  • praxis_execution.json975 kB
  • praxis.json384 kB
  • run_manifest.json11 kB
  • Metrics · 1 file11 kB
  • metrics.json11 kB
  • Split · 1 file1 kB
  • split.json1 kB
Status
imported
Trained on
pooled20 @ asof-2026-09-26
Origin
not recorded
Published
13 Oct 2026
51.31 GB29 artifacts

pooled20_cos6_v1 pooled20_cos6_v1

22 files, 51.31 GB
  • Latent matrices · 2 files33.02 GB
  • action_transition_latents.npy18.48 GB
  • latents.npy14.54 GB
  • Auxiliary · 8 files14.59 GB
  • action_sample_meta.json14.30 GB
  • aux_next_action_classes.json785 B
  • aux_next_action_head.pt20 kB
  • aux_next_action_labels.npy288.7 MB
  • consequence_targets.opencv__opencv.json5 kB
  • frontier_acceptance.opencv__opencv.json3 kB
  • progress.jsonl818 kB
  • remote.json175 B
  • Sample and event ids · 1 file3.61 GB
  • action_sample_ids.json3.61 GB
  • Checkpoints · 3 files80.7 MB
  • action_jepa.pt16.1 MB
  • checkpoint.pt48.5 MB
  • final.pt16.1 MB
  • Configuration · 6 files4.0 MB
  • action_feature_names.json16 kB
  • asof_config.json2.6 MB
  • checkpoint_selections.json735 B
  • praxis_execution.json975 kB
  • praxis.json384 kB
  • run_manifest.json11 kB
  • Metrics · 1 file11 kB
  • metrics.json11 kB
  • Split · 1 file1 kB
  • split.json1 kB
Status
imported
Trained on
pooled20 @ asof-2026-09-26
Origin
not recorded
Published
13 Oct 2026
51.31 GB22 artifacts

pooled20_v1 pooled20_v1

42 files, 104.69 GB
  • Latent matrices · 5 files84.51 GB
  • action_next_state_latents.npy18.48 GB
  • action_state_latents.npy18.48 GB
  • action_transition_latents.npy18.48 GB
  • latents.npy14.54 GB
  • state_latents.npy14.54 GB
  • Auxiliary · 24 files14.63 GB
  • action_sample_meta.json14.30 GB
  • aux_next_action_classes.json785 B
  • aux_next_action_head.pt20 kB
  • aux_next_action_labels.npy288.7 MB
  • consequence_targets.apache__airflow.json5 kB
  • consequence_targets.bitcoin__bitcoin.json5 kB
  • consequence_targets.kubernetes__kubernetes.json5 kB
  • consequence_targets.NixOS__nixpkgs.json5 kB
  • consequence_targets.nodejs__node.json5 kB
  • consequence_targets.opencv__opencv.json5 kB
  • consequence_targets.rust-lang__rust.json5 kB
  • consequence_targets.tryghost__ghost.json5 kB
  • frontier_acceptance.apache__airflow.json3 kB
  • frontier_acceptance.bitcoin__bitcoin.json3 kB
  • frontier_acceptance.kubernetes__kubernetes.json3 kB
  • frontier_acceptance.NixOS__nixpkgs.json3 kB
  • frontier_acceptance.nodejs__node.json3 kB
  • frontier_acceptance.opencv__opencv.json3 kB
  • frontier_acceptance.rust-lang__rust.json3 kB
  • frontier_acceptance.tryghost__ghost.json3 kB
  • progress.jsonl2.5 MB
  • remote.json175 B
  • selected_epoch_0002.pt16.2 MB
  • selected_epoch_0020.pt16.2 MB
  • Sample and event ids · 2 files5.47 GB
  • action_sample_ids.json3.61 GB
  • latent_event_ids.json1.85 GB
  • Checkpoints · 3 files80.7 MB
  • action_jepa.pt16.1 MB
  • checkpoint.pt48.5 MB
  • final.pt16.1 MB
  • Configuration · 6 files4.0 MB
  • action_feature_names.json16 kB
  • asof_config.json2.6 MB
  • checkpoint_selections.json735 B
  • praxis_execution.json975 kB
  • praxis.json384 kB
  • run_manifest.json11 kB
  • Metrics · 1 file11 kB
  • metrics.json11 kB
  • Split · 1 file1 kB
  • split.json1 kB
Status
imported
Trained on
pooled20 @ asof-2026-09-26
Origin
not recorded
Published
13 Oct 2026
104.69 GB42 artifacts
04 · Evaluation

How it compares to other methods

No results have been published for this project.

The served model carries its own training-time metrics file, but no evaluation row. A result is a cell: the config, the target at a horizon, the arm and head, the split, the numbers and their provenance.

Needed
an eval config and an eval run of a published model
05 · Serving

Ask the model

If the query service is cold, it will need a few minutes to warm up.

Serving

idle pooled20_w256_tail8_v1
Questions this model answers
  • Loading the model's commands…

Choose a question.