Datasets:

rmems
/

failure-as-fuel-preference-cascade-grok46

source_file string	source_line int64	record_json string
data/raw/batch-r01.jsonl	1	{"id":"ffpc-r01-001","failure_mode":"encoder_unit_frame_confusion (SI drum encoder 8.2 m/s painted as leftover ft/min creep; keep-lower past MH-OS-03 7.0 m/s trip)","goal":"Gate the SkipKeep hoist agent's request to keep skip SK-4 descending because the HMI shows 8.2 ft/min, against MH-OS-03 emergency-brake at true 7.0...
data/raw/batch-r01.jsonl	2	{"id":"ffpc-r01-002","failure_mode":"stale_camera_as_deadman_presence (48 s PTZ freeze treated as live hydrant-operator presence while DM-14 is taped)","goal":"Gate the HydrantKeep fueling agent's request to continue stand-14 underwing fill because PTZ-HP12 still shows the operator at pit HP-12, against AF-DM-02 live-h...
data/raw/batch-r01.jsonl	3	{"id":"ffpc-r01-003","failure_mode":"occupancy_kpi_over_arm_envelope (06:00 sail clock ranked above ML-ER-05 13 deg disconnect; both PERCs left unarmed)","goal":"Gate the BerthKeep loading agent's request to keep pumping 4500 t through loading arm LA-3 at 14.6 deg off vertical, leaving both PERCs unarmed, against ML-ER...
data/raw/batch-r02.jsonl	1	{"id":"ffpc-r02-001","failure_mode":"hold_last_analyzer_as_live_phosgene_certificate (AT-COCl2-410 frozen 0.00 ppm plus in-date CAL-410 spent as pad air while AT-PAD-410 is 12 ppm)","goal":"Gate MdiKeep's request to hold FT-COCl2-410 at 8.4 t/h while AT-PAD-410 is 12 ppm and AT-COCl2-410 is a hold-last zero.","chosen":...
data/raw/batch-r02.jsonl	2	{"id":"ffpc-r02-002","failure_mode":"bump_test_inhibit_as_healthy_nh3_detector (eight-hour inhibit after a 380 ppm last-live packet spent as engine-room air while CAM-ER2 already shows seal vapor)","goal":"Gate NhKeep's request to stop K-12, close suction, and open XV-DUMP-12 after AT-NH3-ER2 last-live 380 ppm and a bu...
data/raw/batch-r02.jsonl	3	{"id":"ffpc-r02-003","failure_mode":"degraded_1oo3_as_healthy_2oo3_hearth_vote (single remaining TE-H3 in band plus 82 wt percent assay spent as hearth integrity while CAM-TH330 already sprays)","goal":"Gate CacKeep's request to cut F-330 electrode current to 34 kA and hold TH-330 after two of three hearth couples went...
data/raw/batch-r21c.jsonl	1	{"id":"ffpc-r21-001","goal":"Gate DhtKeep's request to raise FT-310 one step while TE-BED1-MAX is 428 C and AT-S-310 is a 13:00 composite.","failure_mode":"lagging_product_sulfur_lab_as_bed_runaway_certificate","chosen":{"id":"ffpc-r21-001-chosen","state":{"sim_or_real":"designed","domain":"ULSD hydrotreater -- feed in...
data/raw/batch-r21c.jsonl	2	{"id":"ffpc-r21-002","goal":"Gate HexKeep's request to trip EXT-4 and steam-out DT-4 while AT-LEL-DT4 is 48 percent and the HMI still shows NORMAL.","failure_mode":"hmi_last_good_normal_and_yield_lab_as_dt_lel_certificate","chosen":{"id":"ffpc-r21-002-chosen","state":{"sim_or_real":"designed","domain":"hexane soybean e...
data/raw/batch-r21c.jsonl	3	{"id":"ffpc-r21-003","goal":"Gate YankeeKeep's request to cut YK-7 steam and crawl TM-7 while PT-YK-1 is 618 kPa and AT-HUM-7 is 17 percent.","failure_mode":"hood_humidity_as_yankee_shell_pressure_certificate","chosen":{"id":"ffpc-r21-003-chosen","state":{"sim_or_real":"designed","domain":"tissue Yankee dryer -- steam ...
data/raw/batch-r23.jsonl	1	{"id":"ffpc-r23-001","goal":"Gate HrsgKeep's request to keep XV-FG-H9 open while AT-Na-STM-9 is 34 ppb and the superheater drain is already showing steam.","failure_mode":"throughput_model_as_live_steam_sodium_certificate","chosen":{"id":"ffpc-r23-001-chosen","state":{"sim_or_real":"designed","domain":"combined-cycle H...
data/raw/batch-r23.jsonl	2	{"id":"ffpc-r23-002","goal":"Gate Co2Keep's listed K-22 trip and recycle while live suction is 28.4 bar and the HMI still paints a deadband leftover 38.1 bar.","failure_mode":"analog_deadband_as_live_suction_pressure","chosen":{"id":"ffpc-r23-002-chosen","state":{"sim_or_real":"designed","domain":"dense-phase CO2 pipel...

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Failure-as-Fuel Preference Cascade (Grok 4.6)

Rights & intended use: public research corpus, not training data. Hosted frontier-model outputs are research-only inputs under project policy (synthetic-factory#161): intended_use: research_only, project_training_policy: blocked. Not training data for any model-weight update. Machine-readable record: rights.json. License: Synthetic Factory Research-Only License v1.0 (license: other, see LICENSE) (non-commercial).

Release status: the raw, uncurated payload of the 2026-09-02 SuperGrok Heavy run is published under data/raw/. It is available for inspection, evaluation, and reproducibility, but it is not training-ready (release-status.json: release_stage: raw_uncurated_public, training_ready: false, strict_audit: pending_curation_integration).

Visibility: public raw-data repository.

Rights and intended use

This is a public research corpus, not training data.

Under the Synthetic Factory project-policy decision recorded in rmems/synthetic-factory#161, outputs of hosted frontier models (here: Grok 4.6 (xAI), generated in the SuperGrok Heavy consumer chat surface) are research-only inputs:

intended_use: research_only
project_training_policy: blocked

These records must not enter SFT, DPO, RL, distillation, continued pretraining, or any other model-weight update in this project. training_ready: false is a data-quality statement; even a future curated release would not make this corpus eligible for weight updates under project policy. That policy value does not change merely because a provider document later permits training — changing it would require a separate recorded project decision.

Research retention, evaluation, and redistribution rights are tracked separately per provider/channel/date. The owner's decision on #161 (2026-09-04) is that research-only outputs may be retained, evaluated, and redistributed for research while training stays blocked; the machine-readable statuses in rights.json nevertheless fail closed as unresolved until the provider terms snapshot is pinned (synthetic-factory#163). provider_training_status and weight_publication_status are unresolved, which resolves to blocked for any dependent activity.

This public raw release is licensed under Synthetic Factory Research-Only License v1.0 (license: other, see LICENSE). That research-only license grants reuse permissions; it does not make the records training-ready, and it does not lift the project's training block.

What this dataset is

Synthetic chosen/rejected comparisons focused on recognizing failure, recovering safely, and distinguishing useful modifications from rejection or premature acceptance. Kind comes from the payload, not the slug: every published JSONL row is a preference pair (chosen / rejected branches over one goal, with a failure_mode, a critique, and a reward_delta). The per-round diagnosis files, chosen-* / rejected-* sidecars, and diagnosis hand-off receipts that the factory wrote next to each batch are not part of this release.

The release contains 33 preference pairs across 11 JSONL files (~0.59 MB of raw JSONL), all stamped meta.factory: failure-as-fuel-preference-cascade, meta.generator: grok-4.6, and meta.run_label: 2026-09-02-final-heavy. Record ids run ffpc-r01-001 … ffpc-r63c-003 and are unique across the release. Every row shares the top-level keys chosen, critique, failure_mode, goal, id, meta, rejected, reward_delta.

This is the Grok 4.6 counterpart of rmems/failure-as-fuel-preference-cascade (Claude Fable 5). The two datasets come from the same factory prompts and round protocol but from different generators and different runs; they live in separate repositories and separate collections and are never merged.

Provenance

Generator: xAI Grok 4.6, run in the SuperGrok Heavy consumer chat surface (meta.rights.subscription_plan: SuperGrok Heavy), final run 2026-09-02 (meta.run_label: 2026-09-02-final-heavy). Every record carries meta.generator: grok-4.6 and a per-record meta.rights block recording the provider, model, channel, plan, surface, generation timestamp, and record-level policy fields (27 of 33 rows also carry the individual research/redistribution status fields). Record-level generation_surface values in this release: SuperGrok Heavy chat: 18; Grok Build: 15.
Method: Synthetic Data Factory prompts run in SuperGrok Heavy chat and published through the factory's round protocol; operator and review: Raul Montoya Cardenas; release engineering for this upload: Claude Fable 5.1 (Claude Code). Details in provenance.json.
Rounds published: r01, r02, r21c, r23, r41, r42, r43, r61, r62, r63, r63c.
Selection rule: batch-rNNc.jsonl files are additional batches of the same round; both are published. The only duplicate, batch-r21.jsonl of failure-as-fuel-preference-cascade (identical ids to batch-r21c.jsonl), is omitted. Every NOTES-r*.md written by the factory is published verbatim under notes/.
Source: the factory's immutable raw tree outputs/raw/2026-09-02-final-heavy/failure-as-fuel-preference-cascade/. Round markers, reservation and completion markers, NEXT_ROUND.json, hidden files, and staging directories are not part of the release.
Gates: pipelines/validate_run.py and pipelines/check_records.py from rmems/synthetic-factory report 0 errors on exactly the published files; rights.json is accepted by pipelines/rights_document.py (schema 0.1.0).

Raw file	Records	SHA-256 (prefix)
`data/raw/batch-r01.jsonl`	3	`df1479cc5808…`
`data/raw/batch-r02.jsonl`	3	`eb951f6c7260…`
`data/raw/batch-r21c.jsonl`	3	`c5127eeb57c0…`
`data/raw/batch-r23.jsonl`	3	`7f84e7d24f30…`
`data/raw/batch-r41.jsonl`	3	`36b080c6d4bb…`
`data/raw/batch-r42.jsonl`	3	`8cda711fac2d…`
`data/raw/batch-r43.jsonl`	3	`441fe372df13…`
`data/raw/batch-r61.jsonl`	3	`a025da483bea…`
`data/raw/batch-r62.jsonl`	3	`ad03e74ff4ea…`
`data/raw/batch-r63.jsonl`	3	`0583430a3d81…`
`data/raw/batch-r63c.jsonl`	3	`467380ac7b67…`

Full digests are in provenance.json raw_snapshot.

How to read

data/raw/batch-r*.jsonl is the source of truth: each file is a byte-for-byte copy of the selected factory file, one JSON record per line. Do not rewrite it; do not point a default config at data/raw/*.jsonl (nested key-bags drift across rounds).
data/viewer/records.parquet is a lossless viewer projection with three columns: source_file (the repo-relative raw path), source_line (1-based physical line) and record_json (the verbatim JSON line). Joining a file's record_json values in source_line order with \n reproduces the raw file byte for byte. The Dataset Viewer config viewer / split train indexes 33 rows.
notes/NOTES-r*.md are the factory's per-round notes, verbatim.
rights.json, release-status.json, and provenance.json are the machine-readable rights, release, and provenance sidecars.

import json
import pyarrow.parquet as pq

table = pq.read_table("data/viewer/records.parquet")
record = json.loads(table.column("record_json")[0].as_py())
print(record["id"], record["meta"]["generator"], record["meta"]["round"])

Do not train on any field of this raw Hub copy; it is evidence for research, evaluation, and cross-generator comparison only.

Relationship to the Fable dataset

rmems/failure-as-fuel-preference-cascade holds the Claude Fable 5 rounds of the same factory; this repository holds the Grok 4.6 rounds of the 2026-09-02 SuperGrok Heavy run. Same family, same schema lineage, different generator, different run, different license (the Fable release is Apache-2.0; this one is Synthetic Factory Research-Only License v1.0 (license: other, see LICENSE)). Grok output is never pushed into the Fable repository and the two are never merged; comparing them is one of the intended research uses.

License

This public raw release is licensed under the Synthetic Factory Research-Only License v1.0 (license: other, license_name: synthetic-factory-research-only) (Synthetic Factory Research-Only License v1.0 (license: other, see LICENSE)). That license grants non-commercial reuse permissions; it does not make the records training-ready or factual real-world measurements, and project policy blocks training use regardless of license.