openclaw/openclaw

2,167,925events in the training captures

1model serving questions

2025 → 2026span of the captures

0results

oss · openclaw__openclaw · 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

openclaw/openclaw openclaw__openclaw @ asof-2026-08-10

pooled8's latest openclaw zero-shot export target; recorded where it is (Modal, rezendi, vei-oss-data/openclaw__openclaw); see REPORT.md

llm_report · REPORT.md

openclaw__openclaw@asof-2026-08-10 — data stage report

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

Inputs, by identity. GitHub's event API for openclaw/openclaw, materialized into the OSS canonical spine. Pooled8's latest openclaw zero-shot export target. The raw captures stay external, on the archive drive and Modal.

Output, by identity. canonical_events.jsonl, 2,167,925 events from 2025-11-26T15:43:48Z to 2026-08-10T16:46:55Z. The spine is recorded where it already is (Modal, rezendi, vei-oss-data/openclaw__openclaw) and not copied into the registry.

Drift. Ingest-time check (drift.json, drift.txt): 2,167,925 events over 10 periods | structural types excluded: none; 27 verb flags, 2 volume flags. The OSS runs split each stream at its own time quantile, so no single calendar split applies across the pooled streams, and no split-time check was run here. Its absence is a caveat on any result.

Receipts (2)

drift.json

{
  "era": {
    "n_periods": 10,
    "n_events": 2167925,
    "structural_types": [],
    "verb_flags": [
      {
        "period": "2026-05",
        "verb": "unlabeled",
        "kind": "spike",
        "count": 32052,
        "trailing_median": 3543.5,
        "ratio": 9.045294200649076
      },
      {
        "period": "2026-05",
        "verb": "locked",
        "kind": "spike",
        "count": 194,
        "trailing_median": 32.5,
        "ratio": 5.969230769230769
      },
      {
        "period": "2026-05",
        "verb": "review_requested",
        "kind": "spike",
        "count": 1263,
        "trailing_median": 233.0,
        "ratio": 5.420600858369099
      },
      {
        "period": "2026-05",
        "verb": "labeled",
        "kind": "spike",
        "count": 114749,
        "trailing_median": 21752.5,
        "ratio": 5.275209746006206
      },
      {
        "period": "2026-06",
        "verb": "unlabeled",
        "kind": "spike",
        "count": 35963,
        "trailing_median": 6841.5,
        "ratio": 5.256595775780165
      },
      {
        "period": "2026-07",
        "verb": "unlabeled",
        "kind": "spike",
        "count": 39303,
        "trailing_median": 8434.0,
        "ratio": 4.660066397913209
      },
      {
        "period": "2026-07",
        "verb": "pr_merged",
        "kind": "spike",
        "count": 9188,
        "trailing_median": 2032.0,
        "ratio": 4.521653543307087
      },
      {
        "period": "2026-07",
        "verb": "ready_for_review",
        "kind": "spike",
        "count": 3094,
        "trailing_median": 715.0,
        "ratio": 4.327272727272727
      },
      {
        "period": "2026-07",
        "verb": "marked_duplicate",
        "kind": "dropout",
        "count": 0,
        "trailing_median": 67.5,
        "ratio": 0.0
      },
      {
        "period": "2026-07",
        "verb": "locked",
        "kind": "dropout",
        "count": 0,
        "trailing_median": 127.0,
        "ratio": 0.0
      },
      {
        "period": "2026-08",
        "verb": "locked",
        "kind": "dropout",
        "count": 0,
        "trailing_median": 127.0,
        "ratio": 0.0
      },
      {
        "period": "2026-06",
        "verb": "locked",
        "kind": "dropout",
        "count": 2,
        "trailing_median": 127.0,
        "ratio": 0.015748031496062992
      },
      {
        "period": "2026-06",
        "verb": "marked_duplicate",
        "kind": "dropout",
        "count": 2,
        "trailing_median": 67.5,
        "ratio": 0.02962962962962963
      },
      {
        "period": "2026-08",
        "verb": "review_inline_comment",
        "kind": "dropout",
        "count": 450,
        "trailing_median": 12571.0,
        "ratio": 0.03579667488664386
      },
      {
        "period": "2026-08",
        "verb": "review_commented",
        "kind": "dropout",
        "count": 376,
        "trailing_median": 9095.5,
        "ratio": 0.04133912374251003
      },
      {
        "period": "2026-06",
        "verb": "review_commented",
        "kind": "dropout",
        "count": 786,
        "trailing_median": 8177.5,
        "ratio": 0.09611739529195965
      },
      {
        "period": "2026-06",
        "verb": "review_inline_comment",
        "kind": "dropout",
        "count": 1101,
        "trailing_median": 11454.0,
        "ratio": 0.09612362493452069
      },
      {
        "period": "2026-08",
        "verb": "unassigned",
        "kind": "dropout",
        "count": 4,
        "trailing_median": 27.5,
        "ratio": 0.14545454545454545
      },
      {
        "period": "2026-08",
        "verb": "pr_closed",
        "kind": "dropout",
        "count": 964,
        "trailing_median": 6465.5,
        "ratio": 0.14909906426417138
      },
      {
        "period": "2026-08",
        "verb": "issue_opened",
        "kind": "dropout",
        "count": 1028,
        "trailing_median": 6879.5,
        "ratio": 0.1494294643506069
      },
      {
        "period": "2026-08",
        "verb": "issue_comment",
        "kind": "dropout",
        "count": 2670,
        "trailing_median": 16798.0,
        "ratio": 0.15894749374925587
      },
      {
        "period": "2026-05",
        "verb": "marked_duplicate",
        "kind": "dropout",
        "count": 12,
        "trailing_median": 67.0,
        "ratio": 0.1791044776119403
      },
      {
        "period": "2026-08",
        "verb": "issue_closed",
        "kind": "dropout",
        "count": 1062,
        "trailing_median": 5227.5,
        "ratio": 0.20315638450502152
      },
      {
        "period": "2026-08",
        "verb": "review_approved",
        "kind": "dropout",
        "count": 32,
        "trailing_median": 156.5,
        "ratio": 0.20447284345047922
      },
      {
        "period": "2026-08",
        "verb": "review_requested",
        "kind": "dropout",
        "count": 284,
        "trailing_median": 1300.5,
        "ratio": 0.21837754709727028
      },
      {
        "period": "2026-07",
        "verb": "review_approved",
        "kind": "dropout",
        "count": 35,
        "trailing_median": 156.5,
        "ratio": 0.22364217252396165
      },
      {
        "period": "2026-08",
        "verb": "review_changes_requested",
        "kind": "dropout",
        "count": 13,
        "trailing_median": 57.0,
        "ratio": 0.22807017543859648
      }
    ],
    "volume_flags": [
      {
        "period": "2026-05",
        "n_events": 311667.0,
        "trailing_median": 156434.5,
        "ratio": 1.9923162729449067
      },
      {
        "period": "2026-08",
        "n_events": 103924.0,
        "trailing_median": 308016.0,
        "ratio": 0.3373980572437795
      }
    ],
    "trailing_periods": 6,
    "spike_ratio": 4.0
  },
  "split": null
}

drift.txt

[drift] 2,167,925 events over 10 periods | structural types excluded: none
[drift] ERA SUSPECT 2026-05: 'unlabeled' spike 32052 vs trailing median 3543.5 (9.0x)
[drift] ERA SUSPECT 2026-05: 'locked' spike 194 vs trailing median 32.5 (6.0x)
[drift] ERA SUSPECT 2026-05: 'review_requested' spike 1263 vs trailing median 233 (5.4x)
[drift] ERA SUSPECT 2026-05: 'labeled' spike 114749 vs trailing median 21752.5 (5.3x)
[drift] ERA SUSPECT 2026-06: 'unlabeled' spike 35963 vs trailing median 6841.5 (5.3x)
[drift] ERA SUSPECT 2026-07: 'unlabeled' spike 39303 vs trailing median 8434 (4.7x)
[drift] ERA SUSPECT 2026-07: 'pr_merged' spike 9188 vs trailing median 2032 (4.5x)
[drift] ERA SUSPECT 2026-07: 'ready_for_review' spike 3094 vs trailing median 715 (4.3x)
[drift] ERA SUSPECT 2026-07: 'marked_duplicate' dropout 0 vs trailing median 67.5 (0.0x)
[drift] ERA SUSPECT 2026-07: 'locked' dropout 0 vs trailing median 127 (0.0x)
[drift] ERA SUSPECT 2026-08: 'locked' dropout 0 vs trailing median 127 (0.0x)
[drift] ERA SUSPECT 2026-06: 'locked' dropout 2 vs trailing median 127 (0.0x)
[drift] ERA SUSPECT 2026-06: 'marked_duplicate' dropout 2 vs trailing median 67.5 (0.0x)
[drift] ERA SUSPECT 2026-08: 'review_inline_comment' dropout 450 vs trailing median 12571 (0.0x)
[drift] ERA SUSPECT 2026-08: 'review_commented' dropout 376 vs trailing median 9095.5 (0.0x)
[drift] ERA SUSPECT 2026-06: 'review_commented' dropout 786 vs trailing median 8177.5 (0.1x)
[drift] ERA SUSPECT 2026-06: 'review_inline_comment' dropout 1101 vs trailing median 11454 (0.1x)
[drift] ERA SUSPECT 2026-08: 'unassigned' dropout 4 vs trailing median 27.5 (0.1x)
[drift] ERA SUSPECT 2026-08: 'pr_closed' dropout 964 vs trailing median 6465.5 (0.1x)
[drift] ERA SUSPECT 2026-08: 'issue_opened' dropout 1028 vs trailing median 6879.5 (0.1x)
[drift] ERA SUSPECT 2026-08: 'issue_comment' dropout 2670 vs trailing median 16798 (0.2x)
[drift] ERA SUSPECT 2026-05: 'marked_duplicate' dropout 12 vs trailing median 67 (0.2x)
[drift] ERA SUSPECT 2026-08: 'issue_closed' dropout 1062 vs trailing median 5227.5 (0.2x)
[drift] ERA SUSPECT 2026-08: 'review_approved' dropout 32 vs trailing median 156.5 (0.2x)
[drift] ERA SUSPECT 2026-08: 'review_requested' dropout 284 vs trailing median 1300.5 (0.2x)
[drift] ERA SUSPECT 2026-07: 'review_approved' dropout 35 vs trailing median 156.5 (0.2x)
[drift] ERA SUSPECT 2026-08: 'review_changes_requested' dropout 13 vs trailing median 57 (0.2x)
[drift] VOLUME 2026-05: 311,667 events vs trailing median 156,434 (1.99x)
[drift] VOLUME 2026-08: 103,924 events vs trailing median 308,016 (0.34x)

4 files, 2.67 GB

Event spine · 1 file2.67 GB
canonical_events.jsonlc77dd8e19ef62.67 GB
Receipt · 2 files8 kB
drift.json6ac7dd72bef06 kB
drift.txt0839c519204d3 kB
Phase_report · 1 file1 kB
REPORT.md0d228cbb00361 kB

Events: 2,167,925 in 1 stream
Span: 26 Nov 2025 → 10 Aug 2026
Source: GitHub events API
Published: 13 Oct 2026

1 modeltrained or exported over it

pooled8_v1 · 13 Oct 2026

02 · Features

Featurization

An Atlas recipe declares how events become model inputs.

1 feature recipe

refs32_july pipeline/featurize/oss/recipes/refs32_july.yaml

Channels: references
Used by: pooled8_v1

1 runtrained over it

03 · Training

Recipes and runs

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

1 training recipe

pooled8_v1 action-conditioned JEPA · 32-event context · features refs32_july · heads next action 1 run: 13 Oct 2026

1 run

pooled8_v1 pooled_rust_node_kubernetes_nixpkgs_airflow_bitcoin_ghost_opencv__action_jepa__drivers_v3ctx32modal-pooled8-reffeat32k-anchor20260729-101817zeroshot_openclaw_asof20260810

21 files, 5.03 GB

Latent matrices · 3 files3.66 GB
action_next_state_latents.npy1.28 GB
action_transition_latents.npy1.28 GB
latents.npy1.11 GB
Auxiliary · 7 files932.8 MB
action_sample_meta.json932.4 MB
aux_next_action_head.pt20 kB
progress.jsonl187 kB
remote.json148 B
review_queue.json169 kB
STRIPPED.md670 B
zeroshot_provenance.json648 B
Sample and event ids · 2 files411.1 MB
action_sample_ids.json266.8 MB
latent_event_ids.json144.3 MB
Checkpoints · 3 files26.9 MB
action_jepa.pt5.4 MB
checkpoint.pt16.2 MB
final.pt5.4 MB
Configuration · 5 files932 kB
action_feature_names.json15 kB
asof_config.json567 kB
praxis_import.json306 B
praxis_paths.json1 kB
praxis.json348 kB
Metrics · 1 file5 kB
metrics.json5 kB

Status: imported
Trained on: openclaw__openclaw @ asof-2026-08-10
Origin: manifest inferred from the directory
Published: 13 Oct 2026

5.03 GB21 artifacts

Ask this model ↓

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 pooled8_v1

Questions this model answers