diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..15f45074e6ec5835f55432fe3ddabf47564914a3
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,1463 @@
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..edd76b30022688fb299ad6c6adc9f7130a14a0e0
--- /dev/null
+++ b/README.md
@@ -0,0 +1,116 @@
+---
+license: cc-by-4.0
+pretty_name: DiSCo replay phantom
+tags:
+  - diffusion-mri
+  - monte-carlo
+  - replay-pack
+  - tractography-phantom
+---
+
+# DiSCo as a replay phantom
+
+The DiSCo substrate (Rafael-Patino, Girard, Truffet, Pizzolato, Caruyer, Thiran, *The diffusion-simulated
+connectivity (DiSCo) dataset*, Data in Brief 38 (2021) 107429, doi:10.1016/j.dib.2021.107429; data
+doi:10.17632/fgf86jdfg6.3, CC BY 4.0) walked once and stored as a replay pack, so that any acquisition a human
+scanner can play is a replay of the same walk, voxel by voxel on the dataset's own 40³ grid of 25 µm voxels, with
+a per-voxel Monte-Carlo certificate. DiSCo published one acquisition of this substrate; this dataset is the
+substrate itself in replayable form: the same 12,196 strands, two tubes per strand (the listed inner diameter and
+the outer tube at 1/0.7 of it), the dataset's diffusivity in both pools (0.6e-9 m²/s), intra water inside the
+inner tube and extra water outside the outer one, walked for 100 ms with every tier (positions, occupancy, wall
+contact, the strand field along the path).
+
+## Use me
+
+**Install** dmipy-sim from its main branch (the reader lives there); the dataset is public, no login is needed:
+
+```
+pip install "git+https://github.com/dmrai-lab/dmipy-sim@main" "huggingface_hub>=0.25"
+```
+
+**1. You want images and no compute.** `disco/reference/` holds pre-replayed volumes on the 40³ grid as S/S0
+NIfTI with their gradient tables: DiSCo's own 364-measurement protocol as bare diffusion (the dataset's own
+simulation) and with white matter at 3 T and 7 T (T2 per pool, surface relaxivity, the sheath's susceptibility),
+four other acquisitions (a clinical b = 1000 shell, a three-shell research scheme, a Connectome 2.0 b = 6000
+shell, a 50 Hz OGSE), the per-voxel floor, the record of what each was read with, the comparison with the
+dataset's own images, and tractography scores. Read its `README.md` first.
+
+**2. You want to replay your own acquisition.** Open the pack by reference; nothing is downloaded whole, every byte
+read is one the replay uses (HTTP range reads of the columnar layout under `disco/`):
+
+```python
+from dmipy_sim.replay import ReplayPack
+from dmipy_sim import sequences
+from dmipy_sim.spec.tissue import Tissue
+
+pack = ReplayPack.open("hf://SubstrateCommons/disco-replay/disco")       # 150 M walkers, 31,802 voxels; ~0 bytes so far
+seq = sequences.pgse([[1, 0, 0], [0, 0, 1]], 0.0102, 0.0167, bvalues=[1e9, 1e9], TE=0.0535)   # SI: s/m², s; any grid, any TE ≤ 100 ms
+
+print(pack.plan(seq))                                                    # bands, tiers, bytes: decided before any transfer
+view = pack.view(K=32, voxels=[(20, 20, 20)])                            # one voxel's rows at 32 bands (~1 MB): an ordinary ReplayPack
+S = view.replay(seq)                                                     # bare diffusion, the dataset's own physics
+wm = Tissue(T2={"intra": 0.05, "extra": 0.055, "myelin": 0.01}, rho=1.16e-6, chi_iso=-1e-7, chi_aniso=-1e-7)
+view = pack.view(K=32, modes=8, contact=True, voxels=[(20, 20, 20)])     # the tiers the physics needs
+S_3T = view.replay(seq, tissue=wm, scanner=3.0)                          # relaxation, wall contact, the sheath field at 3 T
+
+from dmipy_sim.replay.study import Acquisition, Protocol, Study
+study = Study(Protocol([Acquisition(seq)]), tissues=[None, wm], scanners=[None, 3.0, 7.0], pairs=[(0, 0), (1, 1), (1, 2)])
+S, floor, plan = pack.image(study)                                       # the whole grid: one pass over the rows, every pair from it
+```
+
+`S` is `(pairs, 40, 40, 40, measurements)`, NaN where the pack holds no walkers; `floor` the split-half floor of
+each volume, measured in the same pass. A study names a protocol (sequences, each in a pose), the tissues and the
+scanners; the bands are contracted once per acquisition and every tissue and scanner is arithmetic on the result. A replay returns the signal as measured (with the relaxation decay at TE when a tissue carries
+a T2); divide by a b = 0 measurement of the same setting for S/S0, as the reference volumes are. A pass over all rows streams 20 to 100 GB depending on the tiers (about 10 to 25 minutes at
+50-75 MB/s) and needs a GPU for the sums; a voxel takes a second. The replay knobs are three objects, each
+stated once: `tissue` (a `Tissue`, or `pack.nominal` for the spec's values), `scanner` (a field in tesla or a
+catalogue scanner), `orientation`. Nothing is applied silently: the default is bare diffusion. The
+[replay guide](https://github.com/dmrai-lab/dmipy-sim/tree/main/docs/replay-guide) in dmipy-sim is the manual:
+one page per object, the table of what each knob touches and which channel it needs, images by reference, and
+a [DiSCo recipe](https://github.com/dmrai-lab/dmipy-sim/blob/main/docs/replay-guide/recipes/disco.md).
+
+**3. You want the walkers themselves.** `disco/` is the lossless form of the pack: every walker of the fill, in
+columns (`disco/columns/*.safetensors`), with nothing requantised; `pack.view(...)` returns any voxels' rows as an
+ordinary `ReplayPack`, and a top-up (a later pass) appends its rows to `disco/columns`. The embedded spec cites the
+strand file at `substrate/DiSCo_Strands_Trajectories.tck`: replay from the dataset's directory, or copy
+`substrate/` under `$DMIPY_SIM_SURFACE_DIR`.
+
+## What is certified
+
+| | |
+|---|---|
+| state | pass 1 complete (0.16 of the plan, 1,399 shards, 1.5e8 walkers, certified floor median 0.033) + the repair of 332 voxels whose pool the plan had clipped (dmipy-sim#295; `columnar.repair` in `disco/manifest.json`); pass 2, the 0.84 top-up to the 0.008 floor, is held |
+| validation | DiSCo's own protocol replayed against the dataset's noise-free images: correlation 0.989 / 0.990 / 0.988 / 0.981 per shell, per-voxel r.m.s. 0.013 against the certified floor 0.035; a uniform +1 % of S0 because the dataset's tubes are triangle meshes (inner volume 0.953 of the pack's); the replay scores 0.91 on the dataset's connectome through a CSD + probabilistic tracking pipeline, where the dataset's own images score 0.905 |
+| walk | 100 ms gradient-on budget; K = 256 bands (1.28 kHz: every human scanner class at ε = 5e-3), the bands at 16 bits below mode 16 and 8 bits above, nanometre reconstruction; 3,349 saves set by the Connectome 2.0 envelope |
+| tiers | C0 positions, C1 occupancy (static, impermeable), C2 wall contact, C3 the strand field along the path (32 modes, refocusing depth 16); the sheath between the tubes holds no water and is the susceptibility source |
+| field | the exact field of every segment within 18 µm in closed form, the rest through a far grid on 2.5 µm nodes (read error 0.08 % of the field at walker positions); checked against an independent k-space route to 0.03-0.22 % (`substrate/far_field_check.txt`) |
+| outside | voxels farther than 46 µm from every strand hold free extra water and carry no walkers |
+| limits | no myelin water (a multi-echo replay sees two pools where white matter has three); refocusing depth 8 for the field channel; the band and envelope above |
+
+## Layout
+
+```
+disco/                        THE PACK, lossless, in columns (152.8 M rows, 187.7 GB in 237 parts): manifest.json (meta +
+                              every column's byte layout), index.json (row range per voxel and pool), columns/*.safetensors;
+                              a top-up appends to columns/
+disco/moments/                the shape-moment layout contracted from disco/ (its manifest names disco/manifest.json's sha256)
+disco/reference/              pre-replayed volumes, their records, the comparison with DiSCo, tractography scores, a card
+manifest.json                 the fill's recipe: substrate, grid, walk, codec, plan, variants, code commit
+plan/                         walkers per voxel per pool; the 1,399 voxel blocks and their seeds
+substrate/                    DiSCo's strand files, unchanged (SOURCE.md: provenance and hashes); the far field grid
+certificate/                  the fill's measured certificate (disco.json: a scaled block, the full battery; every block
+                              inherits it), with the certifying block's pack and the record of its walk
+STATUS.md, worker/            the fill's status page at the end of pass 1, and the worker
+```
+
+## Contributing compute
+
+`worker/README.md`: one process fills blocks in a pipeline, claims by file, no scheduler; every shard records the
+code commit, the seed and the sha256 of what it uploaded, and carries the record of its run, and a finished pass
+is appended to `disco/columns`. Pass 1 was walked by five machines (a GH200, three L40S, a Kaggle T4) in 151
+GPU-hours over two days.
+
+## Attribution
+
+Substrate: Rafael-Patino et al. 2021 (CC BY 4.0). Replay packs: dmipy-sim (dmrai-lab), replay-pack-spec.
+Cite the dataset paper for the substrate and the replay paper for the packs.
diff --git a/STATUS.md b/STATUS.md
new file mode 100644
index 0000000000000000000000000000000000000000..d64f4a8f56187c21c0669fb4ecdf039593d5e079
--- /dev/null
+++ b/STATUS.md
@@ -0,0 +1,16 @@
+# Fill status — 2026-09-17 16:07 UTC
+
+pass 1 (0.16 of the plan): 1399 / 1399 blocks, 147.4 M walkers done, 0.0 M to go — 0 min at the last 1 h's rate  
+rate: 23.0 blocks/h, 2.52 M walkers/h; hub: 1399 shards, 188.1 GB; commits in the last hour 36 / 128 (blocks 23, claims 5, heartbeats 7, other 1)
+
+| contributor | status | shards | walkers | blocks/h | ms/walker | GPU h | in flight |
+|---|---|---|---|---|---|---|---|
+| GH200 | between blocks | 737 (+4 whole) | 79.73 M | 10.0 | 1.6 | 41.3 | — |
+| L40S | between blocks | 403 | 43.01 M | 13.0 | 3.4 | 47.7 | — |
+| Modal T4 | idle | 167 | 17.15 M | 0.0 | 4.8 | 26.7 | — |
+| Lightning T4 | idle | 73 | 7.83 M | 0.0 | 2.9 | 7.2 | — |
+| Kaggle T4 | idle | 19 | 1.85 M | 0.0 | 32.4 | 17.7 | — |
+
+status: live = a claim with a fresh heartbeat; between blocks = no claim, a shard within the last 45 min; idle = nothing for longer; stale = a claim without a heartbeat for over 45 min (a dead worker's; released by the next worker that claims). GPU h = walk + pack time of the shards; ms/walker = walk time per walker at the block's scale.
+
+Written by `python -m dmipy_sim.fill.status --publish` from the repository's own files.
diff --git a/certificate/disco-block-0000.json b/certificate/disco-block-0000.json
new file mode 100644
index 0000000000000000000000000000000000000000..81868e89b8f3439bb7b39bca84a497ae9827eafd
--- /dev/null
+++ b/certificate/disco-block-0000.json
@@ -0,0 +1,82 @@
+{
+ "block": 0,
+ "variant": "disco",
+ "devices": [
+  "cuda:0"
+ ],
+ "commit": "708f50b",
+ "certified": "measured",
+ "floor_max": 0.0071408248690092435,
+ "box": {
+  "i": [
+   0,
+   10
+  ],
+  "j": [
+   0,
+   10
+  ],
+  "k": [
+   0,
+   10
+  ]
+ },
+ "seed": 1000,
+ "budget": 200000,
+ "scale": 0.2031366327462346,
+ "walkers": 200027,
+ "pools": [
+  180307,
+  19720
+ ],
+ "n_t": 3349,
+ "dt_save_s": 2.9868578255675032e-05,
+ "t_walk_s": 197.01808142662048,
+ "t_pack_s": 478.939368724823,
+ "size_bytes": 251053495,
+ "sha256": "c8537e8d9fcf7418f21e037ab250b46294323290ef71f7ab6f5e4913ce694d77",
+ "certificate": {
+  "extra": {
+   "voxels": 46,
+   "walkers": 180307,
+   "floor_median": 0.027632005512714386,
+   "floor_max": 0.04982483386993408
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+   "floor_median": 0.031541090458631516,
+   "floor_max": 0.040043801069259644
+  }
+ },
+ "rounds": 1,
+ "run": {
+  "pack": {
+   "id": "20260915T152215-build_replay_pack-3513558",
+   "code": {
+    "version": "2.1.0",
+    "commit": "6cd7f90a7be9d3592f86d5d1a5335a3da51dc0fd"
+   }
+  },
+  "walk": {
+   "id": "20260915T151850-walk_spec-3509400",
+   "producer": "walk_spec",
+   "status": "ok",
+   "started": "2026-09-15T15:18:50.717Z",
+   "wall_s": 197.03672623634338,
+   "phases_s": {
+    "seeding extra": 2.3592679500579834,
+    "seeding intra": 16.499833822250366,
+    "walk extra": 126.50319766998291,
+    "walk intra": 51.632670879364014
+   },
+   "peak_rss_bytes": 25069551616,
+   "peak_device_bytes": 6591974400,
+   "code": {
+    "version": "2.1.0",
+    "commit": "6cd7f90a7be9d3592f86d5d1a5335a3da51dc0fd"
+   }
+  }
+ },
+ "finished": "2026-09-15T15:30:12Z"
+}
\ No newline at end of file
diff --git a/certificate/disco-block-0000.rpk b/certificate/disco-block-0000.rpk
new file mode 100644
index 0000000000000000000000000000000000000000..5819571eb792a8a9f49204c2f4e054989d3be2ff
--- /dev/null
+++ b/certificate/disco-block-0000.rpk
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8537e8d9fcf7418f21e037ab250b46294323290ef71f7ab6f5e4913ce694d77
+size 251053495
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new file mode 100644
index 0000000000000000000000000000000000000000..e5282f9c4b18393eaae8fad7d8b4cbdaa13444bc
--- /dev/null
+++ b/certificate/disco-block-0000.run/events.jsonl
@@ -0,0 +1,50 @@
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+{"t": "2026-09-15T15:22:07.734Z", "kind": "end", "status": "ok"}
diff --git a/certificate/disco-block-0000.run/manifest.json b/certificate/disco-block-0000.run/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e08feb978072ed35fb5a22bf3b4d665cffc70ed
--- /dev/null
+++ b/certificate/disco-block-0000.run/manifest.json
@@ -0,0 +1,39 @@
+{
+ "id": "20260915T151850-walk_spec-3509400",
+ "producer": "walk_spec",
+ "params": {
+  "spec": "disco/rafael-patino-2021",
+  "n_walkers": null,
+  "T_max": 0.1,
+  "dt_save": 2.9868578255675032e-05,
+  "field": true,
+  "adaptive_steps": true,
+  "seed": 1000000
+ },
+ "started": "2026-09-15T15:18:50.717Z",
+ "code": {
+  "version": "2.1.0",
+  "commit": "6cd7f90a7be9d3592f86d5d1a5335a3da51dc0fd"
+ },
+ "python": "3.11.10",
+ "pid": 3509400,
+ "argv": [
+  "worker/disco_fill.py",
+  "--block",
+  "0",
+  "--budget",
+  "200000",
+  "--certify",
+  "--workdir",
+  "<workdir>",
+  "--pack-device",
+  "auto"
+ ],
+ "devices": [
+  "cuda:0"
+ ],
+ "memory_total_bytes": 615842775040,
+ "memory_ceiling_bytes": 615842775040,
+ "xla_mem_fraction": "0.2",
+ "sample_s": 10.0
+}
\ No newline at end of file
diff --git a/certificate/disco-block-0000.run/summary.json b/certificate/disco-block-0000.run/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..086871ab70f3b638308167a9159823fc101bec65
--- /dev/null
+++ b/certificate/disco-block-0000.run/summary.json
@@ -0,0 +1,19 @@
+{
+ "id": "20260915T151850-walk_spec-3509400",
+ "producer": "walk_spec",
+ "status": "ok",
+ "started": "2026-09-15T15:18:50.717Z",
+ "wall_s": 197.01757860183716,
+ "phases_s": {
+  "seeding extra": 2.3592679500579834,
+  "seeding intra": 16.499833822250366,
+  "walk extra": 126.50319766998291,
+  "walk intra": 51.632670879364014
+ },
+ "peak_rss_bytes": 25069551616,
+ "peak_device_bytes": 6591974400,
+ "code": {
+  "version": "2.1.0",
+  "commit": "6cd7f90a7be9d3592f86d5d1a5335a3da51dc0fd"
+ }
+}
\ No newline at end of file
diff --git a/certificate/disco.json b/certificate/disco.json
new file mode 100644
index 0000000000000000000000000000000000000000..01a46e6a0b46147fb4cea4f9c7e044ce540c3dd8
--- /dev/null
+++ b/certificate/disco.json
@@ -0,0 +1 @@
+{"rpk_schema_version": "0.4", "id": "disco/rafael-patino-2021/disco/block-0000-certifying", "compression": {"method": "bridge_dst", "K": 256, "walker_preserving": true, "n_t": 3349, "container": [{"bands": [0, 16], "bits": 16}, {"bands": [16, 256], "bits": 8}], "temporal_bandwidth_hz": 1280.0, "precision_tiers": {"bytes_per_walker": 1253, "fixed_bytes": 6296, "not_prefix_sliceable": ["blt_band_scale", "pos_band_scale", "susc_path_scale", "voxel_certificate", "voxel_ijk"], "floor_at_full_n": 0.0071408248690092435, "walkers_shuffled": true, "usable": true, "tiers": [{"eps": 0.01, "n_walkers": 101997, "bytes": 127808537, "reachable": true}, {"eps": 0.003, "n_walkers": 200027, "bytes": 250640127, "reachable": false}, {"eps": 0.001, "n_walkers": 200027, "bytes": 250640127, "reachable": false}], "note": "prefix reads are unbiased"}, "channels": {"susceptibility_grid": {"has_aniso": true, "arrays_in_pack": false, "replay_route": "path", "source": {"kind": "strand_superposition", "cutoff_m": 0.0017320508075688774, "segments_max": 4096, "n_strands": 12196, "n_segments": 636951, "domain": [[0.0, 0.0, 0.0], [0.001, 0.001, 0.001]], "channels": ["iso_local", "iso_P_xx", "iso_P_yy", "iso_P_zz", "iso_P_xy", "iso_P_xz", "iso_P_yz", "aniso_G_xx", "aniso_G_yy", "aniso_G_zz", "aniso_G_xy", "aniso_G_xz", "aniso_G_yz"], "mean_subtracted": true, "certificate": {"cutoff_m": 0.0017320508075688774, "far_grid": {"spacing_m": 2.5e-06, "near_m": 1.8e-05, "blend_m": 7e-06, "cutoff_m": 0.0017320508075688774, "origin_m": [0.0, 0.0, 0.0], "shape": [401, 401, 401], "dtype": "float16", "sha256": "b412a589b156f865e717012f71793bb2cf2065ab721c93b246efcb3406c29967"}, "note": "the cutoff the far grid summed to; not doubled here"}, "far_grid": {"spacing_m": 2.5e-06, "near_m": 1.8e-05, "blend_m": 7e-06, "cutoff_m": 0.0017320508075688774, "origin_m": [0.0, 0.0, 0.0], "shape": [401, 401, 401], "dtype": "float16", "sha256": "b412a589b156f865e717012f71793bb2cf2065ab721c93b246efcb3406c29967"}}}, "susceptibility_path": {"channel": "susc_path_dct", "K": 32, "n_t": 838, "n_ch": 12, "channels": ["iso_local", "iso_P_xx", "iso_P_yy", "iso_P_xy", "iso_P_xz", "iso_P_yz", "aniso_G_xx", "aniso_G_yy", "aniso_G_zz", "aniso_G_xy", "aniso_G_xz", "aniso_G_yz"], "iso_P_zz": "implied", "trace_residual": 5.167200538417648e-05, "max_refocus_pulses": 16, "dt": 0.00011947431302270013, "bits": 8, "dtype": "int8", "sampling": "interval_mean_in_walk"}, "compartment": {"channel": "compartment", "columns": [{"name": "comp", "kind": "static", "n_t": 3349}], "n_t": 3349}, "boundary_local_time": {"channel": "boundary_local_time", "mode": "bridge_dst", "n_t": 3349, "K": 8, "dtype": "bands", "container": [{"bands": [0, 8], "bits": 16}]}}}, "walk_params": {"n_walkers": 200027, "n_t": 3349, "dt_traj": 2.9868578255675032e-05, "T_max": 0.1, "diffusivity": 6e-10, "seed": 1000000, "cell_size": null, "substrate_frame": [[-0.8303241117864412, -0.397385283916674, 0.390700403778294], [-0.16304046718783288, -0.49718480100325063, -0.8521884062286527], [0.5328974342640718, -0.7712925578389971, 0.3480346459433984]]}, "replay_envelope": {"gradient": true, "bulk_relaxation": true, "surface_relaxivity": true, "field": true, "magnetization_transfer": false, "diffusivity_fixed": true, "acquisition": {"b_max": 3000000000.0, "ogse_periods": [1, 2, 3, 5], "B0_list": [], "note": "temporal band set by max OGSE period / min delta"}}, "fidelity": {"metric": "max_abs_complex_signal_error", "err_max": 0.000721203652763399, "floor_max": 0.0071408248690092435, "noise_floor": 0.0022359170581917167, "within_2x_floor": true, "per_family": {"OGSE1": {"err_max": 1.7394834469519923e-06, "floor_max": 0.0023647377698304806}, "OGSE2": {"err_max": 4.095852942996996e-06, "floor_max": 0.003220484598395747}, "OGSE3": {"err_max": 3.877914251934814e-06, "floor_max": 0.002870898057798108}, "OGSE5": {"err_max": 1.4465945289321208e-05, "floor_max": 0.002327470869573399}, "PGSE": {"err_max": 1.5386421277138897e-06, "floor_max": 0.001885316304097588}, "SHORTD": {"err_max": 8.450471152989335e-06, "floor_max": 0.0019042232982203785}}, "certified": "measured", "err_surface": 9.32698362987594e-13, "floor_surface": 0.00041037026188162073, "err_susc_path": 0.000721203652763399, "floor_susc_path": 0.006283370434242933, "susc_path_pulses_certified": 16, "err_susc_bloch": 0.00028265340784772164, "floor_susc_bloch": 0.0071408248690092435, "susc_bloch_walkers": 8000, "per_voxel": {"grid": {"shape": [40, 40, 40], "voxel_size_m": [2.5e-05, 2.5e-05, 2.5e-05], "origin_m": [1.25e-05, 1.25e-05, 1.25e-05], "isocenter_m": [0.0005, 0.0005, 0.0005], "frame": "RAS", "attach": "substrate"}, "pools": [0, 1], "n_voxels": 46, "walkers_min": 2, "floor_max": 0.04982483532713028, "floor_median": 0.027767527899392304, "err_max": 0.0027829953470588985, "within_2x_floor_fraction": 1.0, "thin_voxels": 0}}, "provenance": {"fill": {"dataset": "SubstrateCommons/disco-replay", "variant": "disco", "block": 0, "budget": 200000, "code": {"repo": "dmrai-lab/dmipy-sim", "commit": "708f50b", "codec_registry": "0.6.0", "note": "dmipy-sim main (after #255: the field's strand list widens)"}, "plan": "plan/plan_pilot5_8pv_100ms.npz", "blocks": "plan/blocks.json"}, "round": null, "rounds": 1, "run": {"pack": {"id": "20260915T152215-build_replay_pack-3513558", "code": {"version": "2.1.0", "commit": "6cd7f90a7be9d3592f86d5d1a5335a3da51dc0fd"}}, "walk": {"id": "20260915T151850-walk_spec-3509400", "producer": "walk_spec", "status": "ok", "started": "2026-09-15T15:18:50.717Z", "wall_s": 197.03672623634338, "phases_s": {"seeding extra": 2.3592679500579834, "seeding intra": 16.499833822250366, "walk extra": 126.50319766998291, "walk intra": 51.632670879364014}, "peak_rss_bytes": 25069551616, "peak_device_bytes": 6591974400, "code": {"version": "2.1.0", "commit": "6cd7f90a7be9d3592f86d5d1a5335a3da51dc0fd"}}}}, "license": "CC-BY-4.0", "citation": "Rafael-Patino J, Girard G, Truffet R, Pizzolato M, Caruyer E, Thiran J-P. The diffusion-simulated connectivity (DiSCo) dataset. Data in Brief 38 (2021) 107429, doi:10.1016/j.dib.2021.107429; dataset doi:10.17632/fgf86jdfg6.3 (CC BY 4.0). Substrate as published: inner diameters listed, outer tube at 1/0.7, D = 0.6e-9 m^2/s in both pools. 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them (DiSCo's signal came from the intra and extra particles only), the sheath a susceptibility source with the catalogue's myelin chi", "both pools at DiSCo's own diffusivity 6e-10 m^2/s", "domain [0, 0.001]^3, faces reflect", "nominal pool values from the catalogued white matter", "substrate frame from the strand chords in 17 bundle(s), z the largest bundle's mean axis"], "created": "2026-09-15", "software": {"name": "dmipy-sim", "version": "2.1.0"}}, "substrate_spec_version": "0.1"}}
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\ No newline at end of file
diff --git a/disco/manifest.json b/disco/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2e45746a77d58388f3040cefb83fd52bf702d4e
--- /dev/null
+++ b/disco/manifest.json
@@ -0,0 +1,44116 @@
+{
+ "meta": {
+  "rpk_schema_version": "0.4",
+  "id": "disco/rafael-patino-2021/pass1+repair",
+  "compression": {
+   "method": "bridge_dst",
+   "K": 256,
+   "walker_preserving": true,
+   "n_t": 3349,
+   "container": [
+    {
+     "bands": [
+      0,
+      16
+     ],
+     "bits": 16
+    },
+    {
+     "bands": [
+      16,
+      256
+     ],
+     "bits": 8
+    }
+   ],
+   "temporal_bandwidth_hz": 1280.0,
+   "precision_tiers": {
+    "bytes_per_walker": 1255,
+    "fixed_bytes": 9213832,
+    "not_prefix_sliceable": [
+     "blt_band_scale",
+     "pos_band_scale",
+     "susc_path_scale",
+     "voxel_certificate",
+     "voxel_ijk"
+    ],
+    "floor_at_full_n": 0.6164313360723179,
+    "walkers_shuffled": false,
+    "usable": false,
+    "tiers": [
+     {
+      "eps": 0.01,
+      "n_walkers": 152813096,
+      "bytes": 191789649312,
+      "reachable": false
+     },
+     {
+      "eps": 0.003,
+      "n_walkers": 152813096,
+      "bytes": 191789649312,
+      "reachable": false
+     },
+     {
+      "eps": 0.001,
+      "n_walkers": 152813096,
+      "bytes": 191789649312,
+      "reachable": false
+     }
+    ],
+    "note": "WALKER ORDER NOT DECLARED SHUFFLED -- a prefix may be a biased sub-ensemble"
+   },
+   "channels": {
+    "susceptibility_grid": {
+     "has_aniso": true,
+     "arrays_in_pack": false,
+     "replay_route": "path",
+     "source": {
+      "kind": "strand_superposition",
+      "cutoff_m": 0.0017320508075688774,
+      "segments_max": 4096,
+      "n_strands": 12196,
+      "n_segments": 636951,
+      "domain": [
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+        0.0,
+        0.0
+       ],
+       [
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+        0.001,
+        0.001
+       ]
+      ],
+      "channels": [
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+       "iso_P_xx",
+       "iso_P_yy",
+       "iso_P_zz",
+       "iso_P_xy",
+       "iso_P_xz",
+       "iso_P_yz",
+       "aniso_G_xx",
+       "aniso_G_yy",
+       "aniso_G_zz",
+       "aniso_G_xy",
+       "aniso_G_xz",
+       "aniso_G_yz"
+      ],
+      "mean_subtracted": true,
+      "certificate": {
+       "cutoff_m": 0.0017320508075688774,
+       "far_grid": {
+        "spacing_m": 2.5e-06,
+        "near_m": 1.8e-05,
+        "blend_m": 7e-06,
+        "cutoff_m": 0.0017320508075688774,
+        "origin_m": [
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+         0.0,
+         0.0
+        ],
+        "shape": [
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+         401,
+         401
+        ],
+        "dtype": "float16",
+        "sha256": "b412a589b156f865e717012f71793bb2cf2065ab721c93b246efcb3406c29967"
+       },
+       "note": "the cutoff the far grid summed to; not doubled here"
+      },
+      "far_grid": {
+       "spacing_m": 2.5e-06,
+       "near_m": 1.8e-05,
+       "blend_m": 7e-06,
+       "cutoff_m": 0.0017320508075688774,
+       "origin_m": [
+        0.0,
+        0.0,
+        0.0
+       ],
+       "shape": [
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+        401,
+        401
+       ],
+       "dtype": "float16",
+       "sha256": "b412a589b156f865e717012f71793bb2cf2065ab721c93b246efcb3406c29967"
+      }
+     }
+    },
+    "susceptibility_path": {
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+     "K": 32,
+     "n_t": 838,
+     "n_ch": 12,
+     "channels": [
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+      "iso_P_xy",
+      "iso_P_xz",
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+      "aniso_G_zz",
+      "aniso_G_xy",
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+      "aniso_G_yz"
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+     "iso_P_zz": "implied",
+     "trace_residual": 0.001942621437501865,
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+     "dt": 0.00011947431302270013,
+     "bits": 8,
+     "dtype": "int8",
+     "sampling": "interval_mean_in_walk"
+    },
+    "compartment": {
+     "channel": "compartment",
+     "columns": [
+      {
+       "name": "comp",
+       "kind": "static",
+       "n_t": 3349
+      }
+     ],
+     "n_t": 3349
+    },
+    "boundary_local_time": {
+     "channel": "boundary_local_time",
+     "mode": "bridge_dst",
+     "n_t": 3349,
+     "K": 8,
+     "dtype": "bands",
+     "container": [
+      {
+       "bands": [
+        0,
+        8
+       ],
+       "bits": 16
+      }
+     ]
+    }
+   }
+  },
+  "walk_params": {
+   "n_walkers": 152813096,
+   "n_t": 3349,
+   "dt_traj": 2.9868578255675032e-05,
+   "T_max": 0.1,
+   "diffusivity": 6e-10,
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+  "citation": "Rafael-Patino J, Girard G, Truffet R, Pizzolato M, Caruyer E, Thiran J-P. The diffusion-simulated connectivity (DiSCo) dataset. Data in Brief 38 (2021) 107429, doi:10.1016/j.dib.2021.107429; dataset doi:10.17632/fgf86jdfg6.3 (CC BY 4.0). Substrate as published: inner diameters listed, outer tube at 1/0.7, D = 0.6e-9 m^2/s in both pools. Replay pack: dmipy-sim (dmrai-lab), replay-pack-spec registry 0.6.0.",
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+   "provenance": {
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+    "scale": 2.5e-05,
+    "files": [
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+      "sha256": "92176064b9170a2e252ddc39f91d6c45b6cb82acfb6996d56c7191e4df5085df"
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+     "strand diameters x 0.001 m, halved: the inner tube's radius (the axolemma)",
+     "the outer tube (the sheath) at the inner radius / 0.7: DiSCo's outer mesh",
+     "intra inside the inner tube, extra outside the outer tube, no water between them (DiSCo's signal came from the intra and extra particles only), the sheath a susceptibility source with the catalogue's myelin chi",
+     "both pools at DiSCo's own diffusivity 6e-10 m^2/s",
+     "domain [0, 0.001]^3, faces reflect",
+     "nominal pool values from the catalogued white matter",
+     "substrate frame from the strand chords in 17 bundle(s), z the largest bundle's mean axis"
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+ },
+ "ste": {
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+  "min": 0.02681517701906895
+ }
+}
\ No newline at end of file
diff --git a/disco/moments/w.npy b/disco/moments/w.npy
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diff --git a/disco/reference/DiSCo_gradients.bvals b/disco/reference/DiSCo_gradients.bvals
new file mode 100644
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diff --git a/disco/reference/DiSCo_gradients_dipy.bvecs b/disco/reference/DiSCo_gradients_dipy.bvecs
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diff --git a/disco/reference/README.md b/disco/reference/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b0d9d5d2ab0bfecb0cf0ad23e527a18494dafb44
--- /dev/null
+++ b/disco/reference/README.md
@@ -0,0 +1,40 @@
+# DiSCo reference volumes, replayed from the pack
+
+Pre-replayed images of the DiSCo substrate on the dataset's own 40^3 grid (25 um voxels; the NIfTI affine is
+the identity, as in the dataset's files, so these overlay `DiSCo_DWI.nii.gz` directly). Every volume is S/S0
+per voxel in float32, 0 where the pack holds no walkers (the free-water voxels farther than 46 um from every
+strand, and the volume outside the strands' reach). `disco_replay_floor.nii.gz` is the certificate's per-voxel
+Monte-Carlo floor beside them (pass 1: median 0.035 on the mask).
+
+| file | what | tissue | bands / modes |
+|---|---|---|---|
+| `disco_replay_bare.nii.gz` | DiSCo's 364-measurement protocol, bare diffusion (the dataset's own simulation) | none | 64 / 0 |
+| `disco_replay_3T.nii.gz` | the same protocol with white matter at 3 T | T2 50/55 ms, rho 1.16 um/s, chi -0.1 ppm | 64 / 32 |
+| `disco_replay_7T.nii.gz` | the same at 7 T | T2 47/47 ms, rho 1.16 um/s, chi -0.1 ppm | 64 / 32 |
+| `disco_acq_clinical.nii.gz` | b = 1000, 30 directions, delta/Delta 12/24 ms | none | plan |
+| `disco_acq_research.nii.gz` | b = 1000/2000/3000, 90 directions each, 17/30 ms | none | plan |
+| `disco_acq_c2.nii.gz` | b = 6000, 60 directions, 8/20 ms (275 mT/m) | none | plan |
+| `disco_acq_ogse.nii.gz` | cosine OGSE 50 Hz, b = 1000, 60 directions | none | plan |
+
+The protocol is the dataset's as it simulated it: one echo time of 53.5 ms, ideal pulses, the three upper
+shells at the ActiveAx ex vivo timings (10.2/16.7, 7.6/45.9, 17.7/35.8 ms; Alexander et al. 2010), the
+b = 1000 shell at the first shell's timing (the dataset does not state it). Gradient tables are beside each
+volume (`.bvals` in s/mm^2, `.bvecs` as 3 x N). The tissue values are the biophysical catalogue's
+(dmipy-sim `canonical_white_matter`); the volumes are one tissue choice, not a ground truth.
+
+`*_timing.json` records the plan each volume was read with (bands, field modes, tiers, bytes per row, bytes
+and seconds streamed from this dataset's `disco/` layout). `disco_replay_compare.json` is the bare volume
+against the dataset's noise-free images (per shell: median and rms |dS/S0|, correlation) -- the replay is
+higher by ~1 % of S0 on every shell because the dataset's tubes are triangle meshes inscribed in the nominal
+circles (their intra volume is 0.953 of the pack's); the residual scatter is pass 1's floor. The layout these
+were read from includes the repair of dmipy-sim#295: 332 voxels whose pool the plan had clipped at two walkers
+(their certified floors ran to 1.0; the top shell's correlation with the dataset was 0.84 before, 0.98 after)
+were rewalked at (share / 0.008)^2 walkers and appended with union weights (`columnar.repair` in the manifest). `tract/`
+holds the scoring records: CSD + probabilistic tracking + the 16 x 16 streamline-count matrix against the
+dataset's connectivity matrices (its own images through the same pipeline score 0.904 noise-free and 0.905 at
+its SNR-30 release; the replayed protocol at SNR 30 scores 0.912 +/- 0.003 over three seeds).
+
+Regenerated after every pass of the fill; the pack manifest these were read from is recorded in each timing
+record's `uri` and in `manifest_sha256`.
+
+manifest_sha256: 294dd9af218d8bb06728aed0a0e4d71e174415b3185a0c01b983b4ecf7c4e946
diff --git a/disco/reference/disco_acq_c2.bvals b/disco/reference/disco_acq_c2.bvals
new file mode 100644
index 0000000000000000000000000000000000000000..ac42af80d289087d73c77f4627b85287da6e299f
--- /dev/null
+++ b/disco/reference/disco_acq_c2.bvals
@@ -0,0 +1 @@
+0.0 0.0 0.0 0.0 0.0 0.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0 6000.0
diff --git a/disco/reference/disco_acq_c2.bvecs b/disco/reference/disco_acq_c2.bvecs
new file mode 100644
index 0000000000000000000000000000000000000000..c82dce2733a4ad035cb65a92c49d3e8caa5970ac
--- /dev/null
+++ b/disco/reference/disco_acq_c2.bvecs
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+}
\ No newline at end of file
diff --git a/disco/reference/tract/disco_own_noisefree_snr0_seed0.json b/disco/reference/tract/disco_own_noisefree_snr0_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..35a4e94aae10c0d6cf0f1883c5a129137cb9f54e
--- /dev/null
+++ b/disco/reference/tract/disco_own_noisefree_snr0_seed0.json
@@ -0,0 +1,327 @@
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diff --git a/disco/reference/tract/disco_own_snr10_snr0_seed0.json b/disco/reference/tract/disco_own_snr10_snr0_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..144e31999225e614887f62775ebb1c43c9c1b280
--- /dev/null
+++ b/disco/reference/tract/disco_own_snr10_snr0_seed0.json
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\ No newline at end of file
diff --git a/disco/reference/tract/disco_own_snr20_snr0_seed0.json b/disco/reference/tract/disco_own_snr20_snr0_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d76ad16fedb6c70202d2a6a004bbf1fbcdad26f
--- /dev/null
+++ b/disco/reference/tract/disco_own_snr20_snr0_seed0.json
@@ -0,0 +1,328 @@
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\ No newline at end of file
diff --git a/disco/reference/tract/disco_own_snr30_snr0_seed0.json b/disco/reference/tract/disco_own_snr30_snr0_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca47f2aac075ee79a05a249ffdb53285bd5f72fa
--- /dev/null
+++ b/disco/reference/tract/disco_own_snr30_snr0_seed0.json
@@ -0,0 +1,327 @@
+{
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diff --git a/disco/reference/tract/disco_own_snr40_snr0_seed0.json b/disco/reference/tract/disco_own_snr40_snr0_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b3bad5729c105999d2468d8e9fa0e0a80e6db7c
--- /dev/null
+++ b/disco/reference/tract/disco_own_snr40_snr0_seed0.json
@@ -0,0 +1,328 @@
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diff --git a/disco/reference/tract/disco_own_snr50_snr0_seed0.json b/disco/reference/tract/disco_own_snr50_snr0_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..23b609a9579b8d0d4a2eed9e07644829742a33d0
--- /dev/null
+++ b/disco/reference/tract/disco_own_snr50_snr0_seed0.json
@@ -0,0 +1,328 @@
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\ No newline at end of file
diff --git a/disco/reference/tract/replay_c2_snr30_seed0.json b/disco/reference/tract/replay_c2_snr30_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..30cc89784dc987c47bef8c049ef6261fac491610
--- /dev/null
+++ b/disco/reference/tract/replay_c2_snr30_seed0.json
@@ -0,0 +1,326 @@
+{
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diff --git a/disco/reference/tract/replay_c2_snr30_seed1.json b/disco/reference/tract/replay_c2_snr30_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1f308f6489545b4f8a8d762effa33fc78903922
--- /dev/null
+++ b/disco/reference/tract/replay_c2_snr30_seed1.json
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diff --git a/disco/reference/tract/replay_c2_snr30_seed2.json b/disco/reference/tract/replay_c2_snr30_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..304d880164dac41d1f6528558784d5849f7b32ac
--- /dev/null
+++ b/disco/reference/tract/replay_c2_snr30_seed2.json
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\ No newline at end of file
diff --git a/disco/reference/tract/replay_clinical_snr30_seed0.json b/disco/reference/tract/replay_clinical_snr30_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d1594926e33586a62d14109bad82e9fb715c3a8
--- /dev/null
+++ b/disco/reference/tract/replay_clinical_snr30_seed0.json
@@ -0,0 +1,326 @@
+{
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\ No newline at end of file
diff --git a/disco/reference/tract/replay_clinical_snr30_seed1.json b/disco/reference/tract/replay_clinical_snr30_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e2f5f1ea4e9d3d01b6ecbb24224bfcf641e1ad0
--- /dev/null
+++ b/disco/reference/tract/replay_clinical_snr30_seed1.json
@@ -0,0 +1,326 @@
+{
+ "dwi": "../dwi/disco_acq_clinical.nii.gz",
+ "snr": 30.0,
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diff --git a/disco/reference/tract/replay_clinical_snr30_seed2.json b/disco/reference/tract/replay_clinical_snr30_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc506549ef076dd846515b3af79825258603332d
--- /dev/null
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\ No newline at end of file
diff --git a/disco/reference/tract/replay_disco_snr30_seed0.json b/disco/reference/tract/replay_disco_snr30_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..04b3738080b2e4b71ad153e4fc2231b702f035ae
--- /dev/null
+++ b/disco/reference/tract/replay_disco_snr30_seed0.json
@@ -0,0 +1,329 @@
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\ No newline at end of file
diff --git a/disco/reference/tract/replay_disco_snr30_seed1.json b/disco/reference/tract/replay_disco_snr30_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b47b2c6f02e7f1d431027de7b02f8064de2aa76
--- /dev/null
+++ b/disco/reference/tract/replay_disco_snr30_seed1.json
@@ -0,0 +1,329 @@
+{
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diff --git a/disco/reference/tract/replay_disco_snr30_seed2.json b/disco/reference/tract/replay_disco_snr30_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..6be078adb3e3655f0dbaf988878325122061a54d
--- /dev/null
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diff --git a/disco/reference/tract/replay_ogse_snr30_seed0.json b/disco/reference/tract/replay_ogse_snr30_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..cecdaf3d554336c9d48bbda58226bb3ed0d1b3b3
--- /dev/null
+++ b/disco/reference/tract/replay_ogse_snr30_seed0.json
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\ No newline at end of file
diff --git a/disco/reference/tract/replay_ogse_snr30_seed1.json b/disco/reference/tract/replay_ogse_snr30_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a94651f0a5209858f4a57bb879dda67df13d252
--- /dev/null
+++ b/disco/reference/tract/replay_ogse_snr30_seed1.json
@@ -0,0 +1,326 @@
+{
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diff --git a/disco/reference/tract/replay_ogse_snr30_seed2.json b/disco/reference/tract/replay_ogse_snr30_seed2.json
new file mode 100644
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diff --git a/disco/reference/tract/replay_research_snr10_seed0.json b/disco/reference/tract/replay_research_snr10_seed0.json
new file mode 100644
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diff --git a/disco/reference/tract/replay_research_snr20_seed0.json b/disco/reference/tract/replay_research_snr20_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..45ed27745a1fe3b39b2a29b6b6e67240cac8270e
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diff --git a/disco/reference/tract/replay_research_snr30_seed0.json b/disco/reference/tract/replay_research_snr30_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..2201073790ec6539e9e4807c7485269a06836dff
--- /dev/null
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diff --git a/disco/reference/tract/replay_research_snr30_seed1.json b/disco/reference/tract/replay_research_snr30_seed1.json
new file mode 100644
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diff --git a/disco/reference/tract/replay_research_snr30_seed2.json b/disco/reference/tract/replay_research_snr30_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf0f30301ce53a5bb4a7fd5030e31120fba1f556
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diff --git a/disco/reference/tract/replay_research_snr40_seed0.json b/disco/reference/tract/replay_research_snr40_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..1749bfd15e19be0fa800659e8644dd6abcf9cb00
--- /dev/null
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+}
\ No newline at end of file
diff --git a/disco/reference/tract/replay_research_snr50_seed0.json b/disco/reference/tract/replay_research_snr50_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ef73b6ba5943eb5ad3adfa4cf175f6271109e1d
--- /dev/null
+++ b/disco/reference/tract/replay_research_snr50_seed0.json
@@ -0,0 +1,328 @@
+{
+ "dwi": "../dwi/disco_acq_research.nii.gz",
+ "snr": 50.0,
+ "seed": 0,
+ "sh_order": 8,
+ "measurements": 279,
+ "shells": [
+  0,
+  1000,
+  2000,
+  3000
+ ],
+ "response": [
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+  0.00010830239956721138,
+  0.00010830239956721138,
+  1.002252809996822
+ ],
+ "csd_seconds": 5.160766124725342,
+ "total_seconds": 344.2405343055725,
+ "angle": {
+  "median_all": 6.790161521904816,
+  "p90_all": 35.93962963820953,
+  "within_10": 0.6225367749097974,
+  "median_single": 5.804155089648161,
+  "n_all": 14412,
+  "n_single": 9982
+ },
+ "score": {
+  "pearson_count": 0.9042022580949708,
+  "pearson_area": 0.9033424843342918,
+  "streamlines": 1071708,
+  "connected_pairs": 120,
+  "gt_pairs": 25,
+  "false_pairs": 95,
+  "missed_pairs": 0
+ },
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+}
\ No newline at end of file
diff --git a/manifest.json b/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..75449385f710f2ea7d5404662cd7fa830ad2a1a8
--- /dev/null
+++ b/manifest.json
@@ -0,0 +1,122 @@
+{
+ "id": "disco/rafael-patino-2021",
+ "dataset": "SubstrateCommons/disco-replay",
+ "license": "CC-BY-4.0",
+ "citation": "Rafael-Patino J, Girard G, Truffet R, Pizzolato M, Caruyer E, Thiran J-P. The diffusion-simulated connectivity (DiSCo) dataset. Data in Brief 38 (2021) 107429, doi:10.1016/j.dib.2021.107429; dataset doi:10.17632/fgf86jdfg6.3 (CC BY 4.0). Substrate as published: inner diameters listed, outer tube at 1/0.7, D = 0.6e-9 m^2/s in both pools. Replay pack: dmipy-sim (dmrai-lab), replay-pack-spec registry 0.6.0.",
+ "code": {
+  "repo": "dmrai-lab/dmipy-sim",
+  "commit": "9a604cd",
+  "codec_registry": "0.6.0",
+  "note": "main 9a604cd: the fill module (dmipy-sim#270, #272, #276, #282: a claim batch lost entirely is followed by a fresh listing; #287: a hub read is retried like a commit); the walk code is 64bb9e7's; worker/disco_fill.py is a thin call to python -m dmipy_sim.fill"
+ },
+ "substrate": {
+  "tracks": "substrate/DiSCo_Strands_Trajectories.tck",
+  "diameters": "substrate/DiSCo_Strands_Diameters.txt",
+  "producer": "dmipy_sim.spec.disco_spec",
+  "coordinate_unit_m": 2.5e-05,
+  "diameter_unit_m": 0.001,
+  "side_m": 0.001,
+  "diffusivity_m2_s": 6e-10,
+  "g_ratio": 0.7,
+  "note": "the listed diameters are the inner ones; the outer tube is at 1/0.7 of them (Data in Brief 38 (2021) 107429, sections 1, 2.1, 2.2)",
+  "far_grid": "substrate/far_field_h2.5um.npy",
+  "far_grid_note": "the far part of the strand field (particle-mesh split, #217; the exact segment kernel of #266: the dipole kernel integrated along every segment, the sheath as a tube of susceptibility): every segment of every strand summed, switch-weighted, on 2.5 um nodes over the 1 mm^3 domain, switch 11-18 um (beyond the largest sheath's nearest-segment gate); the walk sums the closed form within 18 um of a walker and reads the grid beyond; checked against an independent moment-conserving k-space rasterisation of the sheaths (see substrate/far_field_check.txt)"
+ },
+ "grid": {
+  "shape": [
+   40,
+   40,
+   40
+  ],
+  "voxel_size_m": [
+   2.5e-05,
+   2.5e-05,
+   2.5e-05
+  ],
+  "origin_m": [
+   1.25e-05,
+   1.25e-05,
+   1.25e-05
+  ],
+  "attach": "substrate"
+ },
+ "walk": {
+  "T_max_s": 0.1,
+  "scanner": "connectome_2",
+  "floor_fraction": 0.1,
+  "adaptive_steps": true,
+  "walker_batch_size": 100000,
+  "dt_save_s": 2.9868578255675032e-05,
+  "n_t": 3349,
+  "save_grid_rule": "save_interval(T_max, 98118 walkers of the densest voxel, connectome_2, D = DISCO_D): one grid for every block",
+  "field_sample_every": 4,
+  "field_note": "the strand field is read at every 4th save (120 us): the path channel keeps 16 modes; measured on 20k walkers of block 0, every 4th save biases a 7 T spin-echo field signal by 3e-4 against the 8e-3 per-voxel floor target, every save costs 20x the diffusion walk",
+  "field_gather_every": 16,
+  "gather_note": "the list of segments within the far switch's 18 um reach is gathered every 16 saves (0.48 ms; a walker moves 1.2 um at six sigma in between, which the gather's margin covers)"
+ },
+ "pack": {
+  "K": 256,
+  "K_path": 32,
+  "position_container": "bands",
+  "blt_container": "bands",
+  "blt_K": 8,
+  "note": "K_path 32 (refocusing depth 16): on 20k walkers of block 0 at 7 T the CPMG-8 path-channel error is 2.9e-4 at K 16 and 1.3e-4 at K 32 (chi 1e-7; ten times that at the catalogue's myelin chi), against the 8e-3 per-voxel floor target; 8-bit bands cost nothing measurable. blt_K: the C2 band count the certifying block measured adequate"
+ },
+ "plan": {
+  "file": "plan/plan_pilot5_8pv_100ms.npz",
+  "blocks": "plan/blocks.json",
+  "target_floor": 0.008,
+  "walkers": 921204425,
+  "walkers_per_pool": {
+   "extra": 668856298,
+   "intra": 252348127
+  },
+  "voxels": 31796,
+  "analytic_outside_voxels": 32204,
+  "n_blocks": 1399,
+  "pilot": "8 walkers per pool per voxel, 100 ms, 253 saves, on the published spec (main 795557c); per-voxel floors at DiSCo's four shells (delta 15 / Delta 40 ms assumed), the worst shell planned to 0.008 = DiSCo's own 1e9 / 64000",
+  "passes": [
+   {
+    "pass": 1,
+    "scale": 0.16,
+    "floor": 0.02,
+    "note": "every block at 0.16 of its counts: the per-voxel floor at 0.02 (n scales with the square of the floor ratio), ~1.5e8 walkers, ~120 GB -- the first drop"
+   }
+  ],
+  "passes_note": "a pass of a block is walked as its own shard (block-NNNN.pK.rpk, with its own claim) and appended to the columnar layout under disco/; the seed of round r of pass K is block_seed * 1000 + 100 * (K - 1) + r; a shard without a pass tag is the whole block (block 0 was walked whole before the passes) Pass 2 (the 0.84 top-up) is HELD (plan.passes_held, decision 2026-09-15): the fill stops at the end of pass 1 and the 2 % asset is evaluated before more compute is spent; put it back into plan.passes to resume.",
+  "passes_held": [
+   {
+    "pass": 2,
+    "scale": 0.84,
+    "floor": 0.008,
+    "note": "the top-up to the plan on the same blocks from a separate seed stream; a block's two passes merged (merge_packs overlap='recertify', the union's weights) are the block at the plan's floor"
+   }
+  ]
+ },
+ "default_variant": "disco",
+ "variants": {
+  "disco": {
+   "field": true,
+   "tiers": [
+    "C0",
+    "C1",
+    "C2",
+    "C3"
+   ],
+   "status": "open",
+   "note": "the two tubes per strand, intra and extra walked with every tier; the dry sheath is the susceptibility source (no myelin water in the pack); DiSCo's own simulation is the replay with the field off"
+  }
+ },
+ "layout": {
+  "pack": "disco/",
+  "columns": "disco/columns/*.safetensors",
+  "moments": "disco/moments/",
+  "reference": "disco/reference/",
+  "certificate": "certificate/disco.json",
+  "note": "disco/ is the pack in columns (manifest.json, index.json, columns/): the lossless form of every walker; a top-up appends to it (dmipy_sim.fill.consolidate --append), and disco/moments/ is contracted from it"
+ },
+ "certificate": {
+  "path": "certificate/<variant>.json",
+  "rule": "the meta of one measured scaled block per variant (RPK.md 9.4 rule 4); every block inherits it and measures its own floors"
+ }
+}
\ No newline at end of file
diff --git a/plan/blocks.json b/plan/blocks.json
new file mode 100644
index 0000000000000000000000000000000000000000..7464017d94b6e3fc91354b88fe83129fd9e0b01d
--- /dev/null
+++ b/plan/blocks.json
@@ -0,0 +1,29401 @@
+{
+ "grid": {
+  "shape": [
+   40,
+   40,
+   40
+  ],
+  "voxel_size_m": [
+   2.5e-05,
+   2.5e-05,
+   2.5e-05
+  ],
+  "origin_m": [
+   1.25e-05,
+   1.25e-05,
+   1.25e-05
+  ]
+ },
+ "target_walkers_per_block": 1000000,
+ "blocks": [
+  {
+   "block": 0,
+   "i": [
+    0,
+    10
+   ],
+   "j": [
+    0,
+    10
+   ],
+   "k": [
+    0,
+    10
+   ],
+   "seed": 1000,
+   "walkers": {
+    "extra": 887495,
+    "intra": 97064
+   },
+   "voxels": 46
+  },
+  {
+   "block": 1,
+   "i": [
+    10,
+    11
+   ],
+   "j": [
+    0,
+    10
+   ],
+   "k": [
+    0,
+    10
+   ],
+   "seed": 1001,
+   "walkers": {
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+    "intra": 44731
+   },
+   "voxels": 24
+  },
+  {
+   "block": 2,
+   "i": [
+    0,
+    9
+   ],
+   "j": [
+    10,
+    12
+   ],
+   "k": [
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+   ],
+   "seed": 1002,
+   "walkers": {
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+    "intra": 11013
+   },
+   "voxels": 31
+  },
+  {
+   "block": 3,
+   "i": [
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+   "k": [
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+   "seed": 1003,
+   "walkers": {
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+   "voxels": 13
+  },
+  {
+   "block": 4,
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+   "seed": 1004,
+   "walkers": {
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+   "seed": 1005,
+   "walkers": {
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+  },
+  {
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+   ],
+   "seed": 1006,
+   "walkers": {
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+    "intra": 159082
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+   "voxels": 16
+  },
+  {
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+   "seed": 1007,
+   "walkers": {
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+  {
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diff --git a/substrate/DiSCo_Strands_Trajectories.tck b/substrate/DiSCo_Strands_Trajectories.tck
new file mode 100644
index 0000000000000000000000000000000000000000..df24326ce812b3f4c7340c60cc3fca45131cce5b
--- /dev/null
+++ b/substrate/DiSCo_Strands_Trajectories.tck
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92176064b9170a2e252ddc39f91d6c45b6cb82acfb6996d56c7191e4df5085df
+size 7936217
diff --git a/substrate/SOURCE.md b/substrate/SOURCE.md
new file mode 100644
index 0000000000000000000000000000000000000000..399dee02043ed4ace1fcbc5ede8e971ecf508899
--- /dev/null
+++ b/substrate/SOURCE.md
@@ -0,0 +1,13 @@
+# DiSCo strands
+
+The two files are redistributed unchanged from version 3 of *The Diffusion-Simulated Connectivity Dataset*
+(Rafael-Patino, Girard, Truffet, Pizzolato, Caruyer, Thiran), Mendeley Data, doi:10.17632/fgf86jdfg6.3,
+licensed CC BY 4.0. Paper: Data in Brief 38 (2021) 107429, doi:10.1016/j.dib.2021.107429.
+
+| file | sha256 (prefix) | content |
+|---|---|---|
+| `DiSCo_Strands_Trajectories.tck` | `92176064b9170a2e` | 12,196 strand centrelines, MRtrix track file, coordinates in units of the 25 um ground-truth voxel |
+| `DiSCo_Strands_Diameters.txt` | `ba266beb01a80660` | one strand diameter per line, millimetres (1.4 to 4.2 um) |
+
+`dmipy_sim.spec.disco_spec(tracks, diameters)` reads them into the substrate spec the walk uses; every unit
+conversion is recorded in the spec's provenance.
diff --git a/substrate/far_field_check.txt b/substrate/far_field_check.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ee12060ec932bffa4efbe8ff106aca67e1ac6c2a
--- /dev/null
+++ b/substrate/far_field_check.txt
@@ -0,0 +1,49 @@
+The far grid (substrate/far_field_h2.5um.npy, the exact segment kernel of dmipy-sim#266) against an independent route: every sheath
+rasterised as a moment-conserving source (cloud-in-cell, one-cell Gaussian cloud) on a coarse grid under the k-space dipole kernel
+on a zero-padded box (dmipy-sim#265). Our field = the closed-form near sum within 18 um + the grid beyond, at random points at least
+d from every segment; the smooth (macroscopic, box-shape) part of each field removed by a polynomial of the given degree.
+Script: dmipy-sim#265 (scratchpad far_grid_kspace_check.py, H_UM PAD n_points).
+
+=== 2.5 um, pad 2 (CIC + one-cell cloud)
+source: 400^3 voxels of 2.50 um, 15919543 deposits, sheath fraction mean 0.0383 max 3.056; padded 800^3 [57s]
+k-space field on the box done [412s]
+d >= 15 um (29021 points), smooth part of degree 0 removed: iso_P rel rms   1.45 %  corr 0.9999  (ours rms 2.03e-02, k-space rms 2.03e-02)
+d >= 15 um (29021 points), smooth part of degree 0 removed: aniso_G rel rms   0.12 %  corr 1.0000  (ours rms 2.88e-03, k-space rms 2.88e-03)
+d >= 15 um (29021 points), smooth part of degree 2 removed: iso_P rel rms   0.15 %  corr 1.0000  (ours rms 1.49e-02, k-space rms 1.49e-02)
+d >= 15 um (29021 points), smooth part of degree 2 removed: aniso_G rel rms   0.04 %  corr 1.0000  (ours rms 2.62e-03, k-space rms 2.62e-03)
+d >= 15 um (29021 points), smooth part of degree 4 removed: iso_P rel rms   0.06 %  corr 1.0000  (ours rms 1.27e-02, k-space rms 1.27e-02)
+d >= 15 um (29021 points), smooth part of degree 4 removed: aniso_G rel rms   0.04 %  corr 1.0000  (ours rms 2.37e-03, k-space rms 2.37e-03)
+d >= 25 um (26992 points), smooth part of degree 0 removed: iso_P rel rms   1.59 %  corr 0.9999  (ours rms 1.88e-02, k-space rms 1.88e-02)
+d >= 25 um (26992 points), smooth part of degree 0 removed: aniso_G rel rms   0.14 %  corr 1.0000  (ours rms 2.56e-03, k-space rms 2.56e-03)
+d >= 25 um (26992 points), smooth part of degree 2 removed: iso_P rel rms   0.18 %  corr 1.0000  (ours rms 1.31e-02, k-space rms 1.31e-02)
+d >= 25 um (26992 points), smooth part of degree 2 removed: aniso_G rel rms   0.03 %  corr 1.0000  (ours rms 2.30e-03, k-space rms 2.30e-03)
+d >= 25 um (26992 points), smooth part of degree 4 removed: iso_P rel rms   0.05 %  corr 1.0000  (ours rms 1.07e-02, k-space rms 1.07e-02)
+d >= 25 um (26992 points), smooth part of degree 4 removed: aniso_G rel rms   0.03 %  corr 1.0000  (ours rms 2.05e-03, k-space rms 2.05e-03)
+d >= 40 um (23710 points), smooth part of degree 0 removed: iso_P rel rms   1.82 %  corr 0.9998  (ours rms 1.68e-02, k-space rms 1.68e-02)
+d >= 40 um (23710 points), smooth part of degree 0 removed: aniso_G rel rms   0.17 %  corr 1.0000  (ours rms 2.13e-03, k-space rms 2.13e-03)
+d >= 40 um (23710 points), smooth part of degree 2 removed: iso_P rel rms   0.22 %  corr 1.0000  (ours rms 1.07e-02, k-space rms 1.07e-02)
+d >= 40 um (23710 points), smooth part of degree 2 removed: aniso_G rel rms   0.03 %  corr 1.0000  (ours rms 1.87e-03, k-space rms 1.87e-03)
+d >= 40 um (23710 points), smooth part of degree 4 removed: iso_P rel rms   0.06 %  corr 1.0000  (ours rms 8.16e-03, k-space rms 8.16e-03)
+d >= 40 um (23710 points), smooth part of degree 4 removed: aniso_G rel rms   0.03 %  corr 1.0000  (ours rms 1.62e-03, k-space rms 1.62e-03)
+=== 5 um, pad 3 (CIC + one-cell cloud)
+source: 200^3 voxels of 5.00 um, 8119233 deposits, sheath fraction mean 0.0383 max 0.942; padded 600^3 [23s]
+k-space field on the box done [159s]
+d >= 15 um (29021 points), smooth part of degree 0 removed: iso_P rel rms   0.30 %  corr 1.0000  (ours rms 2.03e-02, k-space rms 2.03e-02)
+d >= 15 um (29021 points), smooth part of degree 0 removed: aniso_G rel rms   0.25 %  corr 1.0000  (ours rms 2.88e-03, k-space rms 2.87e-03)
+d >= 15 um (29021 points), smooth part of degree 2 removed: iso_P rel rms   0.31 %  corr 1.0000  (ours rms 1.49e-02, k-space rms 1.49e-02)
+d >= 15 um (29021 points), smooth part of degree 2 removed: aniso_G rel rms   0.27 %  corr 1.0000  (ours rms 2.62e-03, k-space rms 2.62e-03)
+d >= 15 um (29021 points), smooth part of degree 4 removed: iso_P rel rms   0.36 %  corr 1.0000  (ours rms 1.27e-02, k-space rms 1.27e-02)
+d >= 15 um (29021 points), smooth part of degree 4 removed: aniso_G rel rms   0.30 %  corr 1.0000  (ours rms 2.37e-03, k-space rms 2.37e-03)
+d >= 25 um (26992 points), smooth part of degree 0 removed: iso_P rel rms   0.22 %  corr 1.0000  (ours rms 1.88e-02, k-space rms 1.88e-02)
+d >= 25 um (26992 points), smooth part of degree 0 removed: aniso_G rel rms   0.05 %  corr 1.0000  (ours rms 2.56e-03, k-space rms 2.56e-03)
+d >= 25 um (26992 points), smooth part of degree 2 removed: iso_P rel rms   0.05 %  corr 1.0000  (ours rms 1.31e-02, k-space rms 1.31e-02)
+d >= 25 um (26992 points), smooth part of degree 2 removed: aniso_G rel rms   0.05 %  corr 1.0000  (ours rms 2.30e-03, k-space rms 2.30e-03)
+d >= 25 um (26992 points), smooth part of degree 4 removed: iso_P rel rms   0.06 %  corr 1.0000  (ours rms 1.07e-02, k-space rms 1.07e-02)
+d >= 25 um (26992 points), smooth part of degree 4 removed: aniso_G rel rms   0.05 %  corr 1.0000  (ours rms 2.05e-03, k-space rms 2.05e-03)
+d >= 40 um (23710 points), smooth part of degree 0 removed: iso_P rel rms   0.25 %  corr 1.0000  (ours rms 1.68e-02, k-space rms 1.68e-02)
+d >= 40 um (23710 points), smooth part of degree 0 removed: aniso_G rel rms   0.04 %  corr 1.0000  (ours rms 2.13e-03, k-space rms 2.13e-03)
+d >= 40 um (23710 points), smooth part of degree 2 removed: iso_P rel rms   0.04 %  corr 1.0000  (ours rms 1.07e-02, k-space rms 1.07e-02)
+d >= 40 um (23710 points), smooth part of degree 2 removed: aniso_G rel rms   0.04 %  corr 1.0000  (ours rms 1.87e-03, k-space rms 1.87e-03)
+d >= 40 um (23710 points), smooth part of degree 4 removed: iso_P rel rms   0.05 %  corr 1.0000  (ours rms 8.16e-03, k-space rms 8.16e-03)
+d >= 40 um (23710 points), smooth part of degree 4 removed: aniso_G rel rms   0.04 %  corr 1.0000  (ours rms 1.62e-03, k-space rms 1.62e-03)
+=== KSPACE DONE
diff --git a/substrate/far_field_h2.5um.json b/substrate/far_field_h2.5um.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a1473161e49a89beb98ead70a21ef581148c0e0
--- /dev/null
+++ b/substrate/far_field_h2.5um.json
@@ -0,0 +1,23 @@
+{
+ "spacing_m": 2.5e-06,
+ "near_m": 1.8e-05,
+ "blend_m": 7e-06,
+ "cutoff_m": 0.0017320508075688774,
+ "origin_m": [
+  0.0,
+  0.0,
+  0.0
+ ],
+ "shape": [
+  401,
+  401,
+  401
+ ],
+ "dtype": "float16",
+ "sha256": "b412a589b156f865e717012f71793bb2cf2065ab721c93b246efcb3406c29967",
+ "cutoff_error": {
+  "iso": 0.08077171637785299,
+  "aniso": 0.03397242589762575
+ },
+ "built_s": 3307.1419093608856
+}
\ No newline at end of file
diff --git a/substrate/far_field_h2.5um.npy b/substrate/far_field_h2.5um.npy
new file mode 100644
index 0000000000000000000000000000000000000000..3db405a0a1acb49bc021cd7d6ef3760de132a957
--- /dev/null
+++ b/substrate/far_field_h2.5um.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8c7a09003443a602d7fc7320f71b07c7845f8d631d1f53d2dc3db7115709e29
+size 1676511354
diff --git a/worker/README.md b/worker/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..f3592697e0868ab0611adb6bfc330862441ff52e
--- /dev/null
+++ b/worker/README.md
@@ -0,0 +1,73 @@
+# Filling a block from another machine
+
+One process fills blocks in a pipeline: it reads the recipe from this repo, claims a block, walks its voxels on
+the local GPU, packs the shard in a subprocess on the CPU and uploads it in a thread -- while the next block
+already walks. Machines coordinate through claim files in the repo, nothing else; a claim carries a heartbeat
+(the walk's progress, ETA and memory, every ten minutes). Every walk is spooled batch by batch into its run
+record, so a killed worker resumes a block from its finished batches, and `--drain` uploads what an earlier
+worker on the host left finished.
+
+```bash
+# 1. dmipy-sim (public, github.com/dmrai-lab/dmipy-sim) at the manifest's commit, with a CUDA jaxlib
+git clone https://github.com/dmrai-lab/dmipy-sim && cd dmipy-sim && git checkout 64bb9e7   # manifest code.commit
+python3.11 -m venv ~/dmipy-venv && . ~/dmipy-venv/bin/activate
+pip install -e ".[cuda12]" huggingface_hub
+# the CUDA libraries jaxlib loads are in the venv's nvidia/*/lib directories
+export LD_LIBRARY_PATH=$(ls -d ~/dmipy-venv/lib/python3.11/site-packages/nvidia/*/lib | tr '\n' ':')$LD_LIBRARY_PATH
+export XLA_PYTHON_CLIENT_PREALLOCATE=false
+python -c "import jax; print(jax.devices())"     # must list the GPU
+
+# 2. log in with a token that can write to SubstrateCommons/disco-replay
+hf auth login
+
+# 3. prove the machine on a scaled-down block (a few minutes; a proving run, not part of the pack)
+python worker/disco_fill.py --block 0 --budget 30000 --smoke
+
+# (once per variant, done for ground-truth) the certifying walk: block 0's voxels at 2e5 walkers, the full battery
+python worker/disco_fill.py --block 0 --budget 200000 --certify
+
+# 4. fill blocks until none is open, pipelined (a session with a time limit: --hours H claims nothing new after H hours);
+#    a plan in passes (manifest plan.passes) fills pass 1 of every block before pass 2; --pass K takes only pass K
+python worker/disco_fill.py --next --loop
+# after a crash or a kill: upload what was finished here, release the rest, then fill again
+python worker/disco_fill.py --drain && python worker/disco_fill.py --next --loop
+```
+
+`--variant` selects a recipe from `manifest.json` (default `default_variant`); a pass of a block is claimed, walked
+(from its own seed stream, at its scale of the block's counts) and uploaded like a block, as `block-NNNN.pK.rpk`;
+the shards are staging: a finished pass is appended to the lossless columnar layout `disco/columns`
+(`python -m dmipy_sim.fill.consolidate --append`, the union's weights) and its shards removed; `--batch` lowers the walker batch
+on a small card (a GH200 runs 100k); `--workdir` holds the shard while it is built (5 GB free per block).
+A worker claims `--claim-batch` blocks (default 3) in one commit and fills them in turn -- the hub allows 128
+commits per repository per hour, and a block costs its claim and its upload -- and releases what is left of the
+batch when it stops. Its claim carries a heartbeat every 15 min; a claim not refreshed for 45 min is a dead
+worker's, and the next worker that claims releases it (`--drain` on the dead worker's own host does the same at
+once, and uploads what it had finished). `python -m dmipy_sim.fill.status --repo SubstrateCommons/disco-replay` reads the hub -- every shard's summary, every claim's
+heartbeat, the plan -- and prints the fill's state per contributor (shards, rate, the block in flight, the
+heartbeat's age), the time to the end of each pass at the last hour's rate and the commit budget; with
+`--publish` it commits that as `STATUS.md`. Every shard carries its own per-voxel
+certificate, a `.json` summary with the timings and the sha256 of the shard, and a `.run/` record of the walk
+(`python -m dmipy_sim.run <dir>` reads it: the timeline, memory per phase, how it ended);
+`certificate/disco-block-0000.run/` is one.
+
+## A Kaggle GPU session as a worker
+
+`worker/kaggle/` holds a script kernel; every `kaggle kernels push -p worker/kaggle` starts a session that fills
+blocks for about 11 hours in rounds of 60k walkers (a 31 GB host, 20 GB of disk, two T4s) and stops. A pushed version cannot
+reach Kaggle's secrets service (measured), so the hub token lives in a PRIVATE dataset of the account, `hf-token`,
+holding one file `hf_token.txt`, mounted into the session by `dataset_sources`; only the account sees it. Once:
+
+```bash
+pip install kaggle && kaggle auth login                       # the account's API login
+mkdir hf-token && cp <a hub token with write access to this dataset> hf-token/hf_token.txt
+echo '{"title": "hf-token", "id": "<user>/hf-token", "licenses": [{"name": "other"}]}' > hf-token/dataset-metadata.json
+kaggle datasets create -p hf-token                            # private by default
+```
+
+Then, per session (from any machine with the login):
+
+```bash
+kaggle kernels push -p worker/kaggle                          # rhjfick/disco-fill; your own: edit the id and the dataset
+kaggle kernels status rhjfick/disco-fill
+kaggle kernels output rhjfick/disco-fill -p out/              # the session's log
+```
diff --git a/worker/disco_fill.py b/worker/disco_fill.py
new file mode 100644
index 0000000000000000000000000000000000000000..fc9ebe4abd147c9b141699cf44ce95d343da424f
--- /dev/null
+++ b/worker/disco_fill.py
@@ -0,0 +1,19 @@
+"""The DiSCo replay fill's worker: ``python -m dmipy_sim.fill`` against this dataset (dmipy-sim#270).
+
+    python disco_fill.py --next --loop [--pass 1] [--hours H] [--max-walkers N] [--batch B]
+    python disco_fill.py --drain                      # finish what an earlier worker here left, release the rest
+    python disco_fill.py --block 0 --budget 3000 --smoke
+
+Every flag is ``python -m dmipy_sim.fill --help``'s; the repository is this dataset unless ``--repo`` is given.
+Needs dmipy-sim at the manifest's ``code.commit`` (a CUDA jaxlib) and an HF login with write access."""
+import sys
+
+from dmipy_sim.fill.__main__ import main
+
+REPO = "SubstrateCommons/disco-replay"
+
+if __name__ == "__main__":
+    argv = sys.argv[1:]
+    if "--repo" not in argv and "--local" not in argv and "--pack" not in argv:
+        argv = ["--repo", REPO] + argv
+    main(argv)
diff --git a/worker/kaggle/disco_fill.py b/worker/kaggle/disco_fill.py
new file mode 100644
index 0000000000000000000000000000000000000000..9f207b45737d148059a54a7c218bfbc69ce94674
--- /dev/null
+++ b/worker/kaggle/disco_fill.py
@@ -0,0 +1,59 @@
+"""A Kaggle GPU session as a DiSCo fill worker.
+
+Pushed from any machine with the Kaggle CLI (`kaggle kernels push -p worker/kaggle`): every push starts a session. The
+hub token (write access to the dataset repo) is read from the account's private dataset ``hf-token``
+(``hf_token.txt``), mounted into the session -- a pushed version cannot reach Kaggle's secrets service, measured --
+or from the Secret ``HF_TOKEN`` when the version is run from the editor.
+Installs dmipy-sim (public) at the manifest's commit, then runs the worker
+once with ``--next --loop --hours``: it claims, walks, packs and uploads blocks, pipelined, until none is open or
+the session's time is nearly up. A Kaggle GPU session has 31 GB of host memory and 20 GB of disk, so blocks are
+walked in rounds of ``MAX_WALKERS`` and merged (the merged shard's per-voxel floors are re-read from the
+coefficients): a round's walk holds ~85 kB per walker in memory and, briefly, twice that on disk (the spool of
+its batches and the walk file the pack stage reads).
+"""
+import os, subprocess, sys, time
+
+REPO = "SubstrateCommons/disco-replay"
+VARIANT = "disco"
+SESSION_HOURS = 11.0          # Kaggle stops a GPU session at 12 h; leave time for the last upload
+BLOCK_HOURS = 1.0             # a generous bound on one block on a T4, walked in rounds
+MAX_WALKERS = 60_000         # rounds of this many walkers: ~85 kB per walker in memory and twice that on disk for a moment
+                              # (dmipy-sim#259 took the host footprint of a 20k rehearsal from 31 GB to 9 GB; the disk is 20 GB)
+BATCH = 20_000                # walker batch on a 15 GB card
+
+t_start = time.time()
+import glob
+# the account's private dataset hf-token, mounted into the session: Kaggle mounts it at /kaggle/input/hf-token/ or at
+# /kaggle/input/datasets/<user>/hf-token/ (both seen), so the file is found by name under /kaggle/input
+found = glob.glob("/kaggle/input/**/hf_token.txt", recursive=True)
+print("== token file:", found, flush=True)
+if found:
+    HF_TOKEN = open(found[0]).read().strip()
+else:                                                          # a version run from the editor with the Secret attached
+    from kaggle_secrets import UserSecretsClient
+    HF_TOKEN = UserSecretsClient().get_secret("HF_TOKEN")
+os.environ["HF_TOKEN"] = HF_TOKEN
+os.environ["XLA_PYTHON_CLIENT_PREALLOCATE"] = "false"
+
+def sh(cmd, **kw):
+    print("+", cmd, flush=True)
+    return subprocess.run(cmd, shell=True, check=True, **kw)
+
+sh(f"{sys.executable} -m pip install -q 'huggingface_hub>=0.25' 'jax[cuda12]'")
+from huggingface_hub import hf_hub_download, login
+import json
+login(token=HF_TOKEN)
+man = json.load(open(hf_hub_download(REPO, "manifest.json", repo_type="dataset")))
+commit = man["code"]["commit"]
+sh(f"{sys.executable} -m pip install -q git+https://github.com/dmrai-lab/dmipy-sim@{commit}")
+worker = hf_hub_download(REPO, "worker/disco_fill.py", repo_type="dataset")
+sh(f"{sys.executable} -c \"import jax; print(jax.devices())\"")
+sh("free -g | head -2; cat /sys/fs/cgroup/memory.max 2>/dev/null || cat /sys/fs/cgroup/memory/memory.limit_in_bytes 2>/dev/null")   # the session's real memory ceiling
+
+hours = SESSION_HOURS - BLOCK_HOURS - (time.time() - t_start) / 3600      # what is left after the install
+r = subprocess.run([sys.executable, worker, "--next", "--loop", "--hours", f"{hours:.2f}", "--variant", VARIANT, "--batch", str(BATCH),
+                    "--max-walkers", str(MAX_WALKERS), "--workdir", "/kaggle/working/fill"])
+if r.returncode != 0:
+    print(f"worker exited with {r.returncode} (-9: killed by the host); its run records are under /kaggle/working/fill/*.run", flush=True)
+    subprocess.run(f"{sys.executable} -m dmipy_sim.run list", shell=True, env=dict(os.environ, DMIPY_SIM_RUN_DIR="/kaggle/working/fill"))
+print(f"session done in {(time.time() - t_start) / 3600:.1f} h", flush=True)
diff --git a/worker/kaggle/kernel-metadata.json b/worker/kaggle/kernel-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3185a4857308413ea5900f03dab6d2c1d3f21dbc
--- /dev/null
+++ b/worker/kaggle/kernel-metadata.json
@@ -0,0 +1,17 @@
+{
+ "id": "rhjfick/disco-fill",
+ "title": "DiSCo fill",
+ "code_file": "disco_fill.py",
+ "language": "python",
+ "kernel_type": "script",
+ "is_private": true,
+ "enable_gpu": true,
+ "enable_tpu": false,
+ "enable_internet": true,
+ "dataset_sources": [
+  "rhjfick/hf-token"
+ ],
+ "competition_sources": [],
+ "kernel_sources": [],
+ "model_sources": []
+}
\ No newline at end of file