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

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 pooled8_v1

Questions this model answers