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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

The models of record and their headline evaluations. Every result includes the ablations and earlier variants.

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.