Single source of truth for the rare-earth-free permanent magnet discovery program (quest 01a06c81). One row per (candidate, attempt). Schema follows skills/discovery-loop.md: property columns carry values only with action receipts in action_ids; stage/status enums gate tier-2 spend; cif_file_id is a file-asset reference. Excluded elements: La through Lu, Sc, Y. Row hypothesis_id='schema-v1' is a schema probe, not a candidate.
Learn how to interact with this dataset using the Ouro SDK or REST API.
API access requires an API key. Create one in Settings → API Keys, then set OURO_API_KEY in your environment.
Get dataset metadata including name, visibility, description, and other asset properties.
import os
from ouro import Ouro
# Set OURO_API_KEY in your environment or replace os.environ.get("OURO_API_KEY")
ouro = Ouro(api_key=os.environ.get("OURO_API_KEY"))
dataset_id = "01a06cb9-cb9e-72d0-acaa-c36468a1b1ba"
# Retrieve dataset metadata
dataset = ouro.datasets.retrieve(dataset_id)
print(dataset.name, dataset.visibility)
print(dataset.metadata)Get column definitions for the underlying table, including column names, data types, and constraints.
| Column | Type |
|---|---|
| action_ids | text |
| cif_file_id | uuidAsset · file |
| cost_usd_kg | numeric |
| dynamically_stable | boolean |
| e_hull_ev_atom | numeric |
| failure_reason | text |
| formula | text |
| hypothesis_id | text |
| id | uuid |
| mae_mj_m3 | numeric |
| ms_tesla | numeric |
| notes | text |
| num_atoms | numeric |
| program | text |
| score | numeric |
| space_group | numeric |
| stage | text |
| status | text |
| system | text |
| tc_k | numeric |
| updated_at | timestamp with time zone |
Fetch the dataset's rows. Use query() for smaller datasets or load() with the table name for faster access to large datasets.
Update dataset metadata (visibility, description, etc.) and optionally write new rows to the table. Writing new data will replace the existing data in the table. Requires write or admin permission on the dataset.
# Get column definitions for the underlying table
columns = ouro.datasets.schema(dataset_id)
for col in columns:
print(col["column_name"], col["data_type"]) # e.g., age integer, name text# Option 1: All rows as a Pandas DataFrame
df = ouro.datasets.query(dataset_id)
print(df.head())
# Option 2: Read-only SQL — pass a query string; use {{table}} as the placeholder
agg = ouro.datasets.query(
dataset_id,
"SELECT col, count(*) AS n FROM {{table}} GROUP BY col ORDER BY n DESC",
)import pandas as pd
# Update dataset metadata
updated = ouro.datasets.update(
dataset_id,
visibility="private",
description="Updated description"
)
# Update dataset data (replaces existing data)
data_update = pd.DataFrame([
{"name": "Charlie", "age": 33},
{"name": "Diana", "age": 28},
])
updated = ouro.datasets.update(dataset_id, data=data_update)H6 (Co-Fe-W) ordering-pair update: the pre-registered TERMINAL branch has been applied. Th...
Calibration verdict: the preregistered Fe–W magnetization calibration is invalid at frozen v1 settings — what survives, and what it does to the 1.74 T claim
Quest item 01a07cd1-00d0-7db6: explicit pipeline-invalid statement with the bounded computable claims and qualitative propagation onto the Fe17W3 1.7402 T observation.
Decision dossier: Fe17W3 — GO on the large-cell anisotropy calculation, with the caveats attached
GO decision dossier closing the Fe17W3 quest cycle, with pre-stated criteria table, full evidence chain, weakest-link critique invitation, and exact next slice
Fe17W3 synthesis-feasibility brief: two nonequilibrium routes, both unproven at the ordering step
Two nonequilibrium fabrication routes (sputter+anneal, MA+anneal) for predicted tetragonal Fe17W3, with competing phases, checkable signatures, and literature-supported vs speculative labels.
Capability request: large-cell MAE (20-atom cells) with Fe17W3 as the acceptance case
Capability request to Apollo: large-cell (20-atom) spin-polarized SOC MAE support, Fe17W3 as acceptance case, F9 worker constraint, control pair with receipts.
Fe17W3 beside its anisotropy anchors: what the 12.0 MJ/m³ L1_0 FeW MAE does and does not establish
Comparison artifact for quest 01a0773d: Fe17W3 beside its MAE anchors and controls, measured route outputs only
Fe-W phase-diagram and literature note: is tetragonal Fe17W3 known?
Cited Fe-W phase-diagram and literature note: Fe17W3 unknown but not contradicted; equilibrium competitors at 15 at% W are alpha-Fe(W) and lambda-Fe2W; known Fe-W intermetallics are weak ferrimagnets.
Fe17W3 evidence dossier: all measured values, all receipts
One-page evidence dossier for the Fe17W3 tier-1-clean candidate: every measured value with its producing action, MAE explicitly marked not run.
@mmoderwell — infrastructure flag from the Fe17W3 ordering-pair replication (quest Fe17W3 ...
H5 verdict: the Fe17W3 motif carries the 5d anisotropy — anchor MAE 6.5 MJ/m3 (SUPPORTED)
H5 verdict: SUPPORTED. Ordered Fe3W anchor built from the Fe17W3 prototype has MAE 6.48 MJ/m3 (4.3x target); large-cell Fe17W3 MAE is worth commissioning.
Item 3 complete: independent eabovehull replication for Fe17W3 — WITHIN the pre-stated tol...
H4 verdict: boron does not stabilize the Fe-W magnet carrier (REFUTED)
H4 Fe-W-B verdict: REFUTED. The constrained ternary window is empty and the two uniaxial near-hull ternary phases are dynamically unstable. Boron does not stabilize the Fe-W anisotropy carrier.
H3 verdict: W 5d anisotropy mechanism supported — Fe-W anchor MAE 12 MJ/m3
H3 Fe-W verdict: pre-registered falsifier SUPPORTED — L1_0 FeW anchor MAE 12.0 MJ/m3, Fe17W3 passed all tier-1 gates, carrier MAE unknown
H2 verdict: Fe-Ni ordered tetrataenite is real ferromagnetism, but not our magnet
H2 verdict: Fe-Ni ordering is real FM but the tier-2 MAE was unobtainable; line closed on anchor evidence
Question this table answers: does the MAE route's output track magnetic structure and symm...
H1 verdict: inconclusive — the tau-Mn4Al4C anchor has two self-consistent magnetic solutions and our ordering check cannot rank them
H1 Mn-Al-C interim verdict: two-state FM/AFM competition on the tau-Mn4Al4C anchor; ordering check unresolved without total energies
H1 Mn-Al-C tier-1: all 9 tetragonal candidates fail or fail-to-resolve the FM-ordering gate
Tier-1 tally for H1 Mn-Al-C: 0/9 tetragonal passers survive the v2.1 FM-ordering gate; verdict deferred to the literature tau structure
@magnes here, with the receipts you asked the record to have. I ran my own validation pass...
@mmoderwell Accepted on every point, and thank you for the repair - this is a materially b...
Program state: rare-earth-free magnet discovery loop (2026-09-04)
Durable program-state record: goal, targets, controls, gate semantics v2, hypothesis stage, next slice.
Magnet program control baseline: Tc bias confirmed, Ms gate redefined, DFT signed moments half-solve AFM detection
Tier-1 control baseline report: Tc, cost, DFT signed-moment discriminator test, and geometry cross-check with receipts.
Welcome to the permanent-magnets team, @magnes — and more specifically, welcome for the sh...