With more sampling per temperature, does the reweighted rung pass every known answer, and do the HEA leaders survive it?
Partly. All seven known answers hold, so the rung is validated. Of the eight HEA leaders, seven show broad ordering features inside the window, and the eighth orders at 1044 ± 43 K, just above it. Under the requirement as written (E247), none passes.
In the log: more sampling: 300 + 1000 sweeps per temperature (pre-registered 2026-09-24 10:54)
mixedDate 2026-09-24 10:54, as written in the logrung 4 · DFT3 predictions · 1 result paragraphEXPERIMENTS.md lines 17030–17061, lines 17063–17085, lines 17087–17100, lines 17102–17107, lines 17207–17212, lines 17214–17266
Pre-registration
(2)
–
holds7 of 8 fail or come out not established on rung 1 (bar ≥ …
(3)
holds if ≤ 2 have p_rung1 ≥ 0.5;
- a candidate goes to DFT (matched cells, E242's bars) if the ladder's combined p over rungs 0–2 is ≥ 0.5.
Smoke test: candidate 0's composition with K2a's Ising legs standing in, read end to end in 355 s
(rung 1 511.6 K, identical to the production read of those legs; rung 2 bcc 0.999). Scheduling only:
runs/e245c_read_chain.sh adds two single-core workers for the fourth round of candidate legs once
the known answers hold (same seeds, same protocol), and reads each candidate as both its legs land.
holds1 of 8 passes rung 1 (bar ≤ 2)
(4)
are scored on these 8: ≥ 5 of 8 fail or come out not established; ≤ 2 pass
rung 1; any pass goes to DFT (matched cells), and DFT then confirms or fails it.
no verdict written against it
The pre-registration, as written
E245c — more sampling: 300 + 1000 sweeps per temperature (pre-registered 2026-09-24 10:54)
The operator's decision (option 2): fix the root cause, the cooling leg's lag, rather than the
reading. Protocol:E245b's grid, reading (R1 and R2, faithful to the reference) and two seeds.
Per temperature the sweeps rise from 100 + 200 to 300 + 1000, where Fable measured the Ising
hysteresis collapsing (T_c 1410: cooling/heating 1246/1370 K → 1346/1350; 1050: 1038/1006 →
1000/1014; ratio 0.956–0.959, inside r = 0.95 ± 0.03). Cost is 47 × 1300 sweeps ≈ 6.5 h per seed at
0.385 s/sweep, ≈ 13 core-hours per composition.
Bars are set from what each exact answer must be, not from any reading at this protocol:
known answer
bar
K1 (Ising, T_c 1410)
p ≥ 0.98, one significant peak, R1 quiet
K4 (Ising, T_c 1050, just above the window)
0.5 ≤ p, one significant peak, R1 quiet: never a confident fail
K2a (Ising, T_c 500)
p ≤ 0.01, one significant peak
K5 (Ising, T_c 90, on the edge)
0.1 ≤ p ≤ 0.95, one significant peak: never a confident verdict
K2b (Ising, T_c 50)
a pass (p ≥ 0.95)
1D ring
never a pass
K3 (Mo–Ta on e6)
p ≥ 0.7, one significant peak, R1 quiet
The seeds are FRESH (6 and 7). Any Ising with ≥ 2 significant peaks voids E245c.
Scope and order.
The top 8 of E244's 16 HEA leaders by rung-0 p (walk_finds.select), two seeds each.
Their legs are sampled now, alongside the known answers. Sampling embodies no decision.
They are read, through rung 1 and then rung 2's MACE hull, only after every known answer holds.
About 104 core-hours in all: up to 6 single-core jobs, niced, with DFT on the A100 and no local
pw.x. Roughly a day.
E244's predictions (2)–(4) are scored on these 8: ≥ 5 of 8 fail or come out not established; ≤ 2 pass
rung 1; any pass goes to DFT (matched cells), and DFT then confirms or fails it.
E245c scope amendment (2026-09-24 10:55, before any sampling). The top 8 of E244's leaders by rung-0 p were
near-duplicates of one family (Mo₃₅ plus Ta/W around 55 % plus two elements exactly on the 5 %
floor). They are HEAs by the definition's letter, but sit on its boundary: the reward still pulls
toward the Mo–Ta–W corner. The 8 are now taken greedily by p with every pair ≥ 0.30 apart in L1
(25 distinct families among the 40 pooled leaders), in runs/e245c/candidates.json. Predictions
unchanged.
Result, known answers part 1 (2026-09-24 12:39; read at 11:47, seeds 6+7, 300 + 1000 sweeps). All six
exact-answer controls hold their pre-registered bars:
control
exact
read
p_rung1
n_sig
R1
bar
K1 Ising
1410 K
1425 ± 47 K
1.000
1
quiet (Δα 0.02, gap 0.5 meV)
holds
K4 Ising
1050 K
1076 ± 35 K
0.993
1
quiet (Δα 0.06, gap −0.3 meV)
holds
K2a Ising
500 K
512 ± 17 K
0.000
1
not needed
holds
K5 Ising
90 K
93 ± 3 K
0.167
1
not needed
holds
K2b Ising
50 K
still rising at the 60 K floor
1.000
0
not needed
holds
1D ring
crossover, no transition
broad (FWHM/T 1.37): not established
0.000
1
not needed
holds
K5 is the one that failed in E245 and E245b (two significant peaks on seeds 4+5); with 1000
measured sweeps it reads one. The four finite T_c land 1–3 % above the exact values
(1425/1410, 1076/1050, 512/500, 93/90), inside the ±3 % calibration uncertainty on r. K3 (Mo–Ta on e6) is still sampling; the candidates are not read
until it holds.
E245c candidate reader, fixed before any candidate is read (2026-09-24 14:15).e245c_run.py cand-read
refuses to run until every known answer's reading holds its bar (checked from the saved readings, K3
included). It builds E244's verifier exactly as the E244 walk did (e6 ensemble, reweighted rung 1,
MACE hull). Rung 1 reads the saved legs through the production ECEVerifier.reweighted_rung1 (new
legs_d argument, tested to give the sampled path's answer without re-sampling), and rung 2 is
walk_finds.walk to the lattice rung. Scoring, as written now:
E244 (2) holds if ≥ 5 of 8 have p_rung1 < 0.5 (a fail, or not established, which reads p 0);
a candidate goes to DFT (matched cells, E242's bars) if the ladder's combined p over rungs 0–2 is ≥ 0.5.
Smoke test: candidate 0's composition with K2a's Ising legs standing in, read end to end in 355 s
(rung 1 511.6 K, identical to the production read of those legs; rung 2 bcc 0.999). Scheduling only:
runs/e245c_read_chain.sh adds two single-core workers for the fourth round of candidate legs once
the known answers hold (same seeds, same protocol), and reads each candidate as both its legs land.
E245c read delayed (2026-09-25 12:26). K3's legs landed at 17:07 on 09-24, but the read chain never ran
the reader: zsh did not split its command string, the command was "not found", and the chain logged
that as a failed known answer and stopped. Nothing was read and no data was affected. K3 is being
read now; the chain is rewritten (command as an array, refusal and crash told apart, control flow
smoke-tested with a stub). The two extra workers are dropped: legs take about 8.7 h, not 6.5, so
the original workers reach the last round before an extra one could finish it.
E245c known answers, part 2 (2026-09-25 17:42; K3 read 17:42). K3, equiatomic Mo–Ta on e6, holds:
1120 ± 42 K, one significant peak, FWHM/T 0.37, p_rung1 1.000; the sampler froze at 879 K and R1 found
the frozen legs in the ground state's phase (Δα 0.02 on 2 readable pairs, gap 1.1 meV/atom). Bar:
p ≥ 0.7, one peak, R1 quiet. E244 had predicted 1160–1220 K from the 227 K grid's 1149 ± 114 K; the
reweighted reading sits 40 K below that range and inside its error. All seven known answers hold.
The reweighted rung 1 is validated, and the eight candidates are read under it now (runs/e245c_read_chain.sh).
Results
EXPERIMENTS.md · line 17214
E245c candidate RESULT (read by 2026-09-25 23:59; written 2026-09-26 12:50). The eight diverse HEA leaders of
E244, two seeds each at 300 + 1000 sweeps, read by the validated reweighted rung 1 and then rung 2's
MACE hull (runs/e245c/cand<i>_reading.json):
#
composition
rung 1
T, K
p_rung1
bcc (rung 2)
p, rungs 0–2
0
Mo₃₅Ta₃₃W₂₂Nb₅Ti₅
peak above the window; R1 quiet
1044 ± 43
0.860
0.999
0.859
1
Mo₂₉W₂₈Ta₂₁Ti₁₈Nb₅
not established: broad feature (FWHM/T 0.70) in the window
678 ± 26
0
0.992
0
2
Mo₃₅Ti₃₅W₁₆V₉Nb₅
not established (FWHM/T 1.92)
255 ± 19
0
0.938
0
3
Mo₃₅Ti₃₁Nb₂₄Ta₅W₅
not established (FWHM/T 0.72)
522 ± 17
0
0.990
0
4
Mo₃₅Ta₃₀Ti₂₅Nb₅W₅
not established (FWHM/T 0.81)
836 ± 48
0
0.712
0
5
Mo₃₅Ta₂₂W₂₂Nb₇V₆Hf₆
not established (FWHM/T 2.24)
602 ± 52
0
0.921
0
6
Mo₃₄V₂₈W₁₄Nb₁₀Ti₆Ta₄Hf₃
not established (FWHM/T 1.85)
316 ± 30
0
0.837
0
7
Nb₂₇Ta₂₅Mo₂₄Ti₁₅W₅
not established (FWHM/T 2.11)
510 ± 34
0
0.979
0
E244 (2) holds: 7 of 8 fail or come out not established on rung 1 (bar ≥ 5).
To DFT, by the pre-registered rule: Mo₃₅Ta₃₃W₂₂Nb₅Ti₅.
What the pass is, stated plainly. It passes because its ordering peak sits 44 K above the window's
top edge (p 0.86 that the transition is not inside it), and R1 found the frozen legs in the model's
ordered ground state. So by the model it is ordered at every temperature in the window, not a random
solid solution; the ladder's requirement ("no transition inside 90–1000 K") has counted that as a pass
since K1 (an Ising ordering at 1410 K is a pass by design). It is also an HEA only by the definition's
letter: Nb and Ti sit exactly on the 5 % floor, and the rest is Mo–Ta–W, whose Mo–Ta pair orders at
1120 K on this model (K3). E242's DFT bar measures the ordering energy itself (≤ 5 meV/atom confirms,
15 fails), so it will most likely fail this find for the same reason rung 1 passed it. Which reading
the project wants, "no transition inside the window" or "disordered throughout it", is a decision for
the operator, and is recorded here before any DFT.
The other seven are the regime's typical answer: broad heat-capacity features between 255 and 836 K,
gradual short-range order rather than a sharp transition, inside the window. Two sit lowest on rung
2's bcc probability (#4 at 0.71, #6 at 0.84).
e6's ordering energies against DFT on matched cells (2026-09-26 23:50; post hoc, prompted by an external review).
The eleven unbiased QE cells (score_unbiased_qe.py) hold two same-composition sets: B2 Mo–Ta with three
random Mo–Ta cells, and an ordered MoNbTaVW (Mo₃W₃Nb₃Ta₃V₄) with three random ones; all 16 atoms, ideal
bcc sites at the Vegard constant, single SCF (unrelaxed). ΔE_ord = E_random − E_ordered, meV/atom:
system
DFT ΔE_ord per random cell (mean)
e6 ΔE_ord (mean; seed sd)
e6 − DFT per cell (mean)
Mo–Ta
+61.4, +92.1, +88.8 (+80.8)
+68.7, +113.4, +102.8 (+95.0; 4.5)
+7.3, +21.3, +14.0 (+14.2)
MoNbTaVW
+20.0, +23.6, +21.2 (+21.6)
+40.5, +35.1, +32.0 (+35.9; 3.4)
+20.5, +11.6, +10.7 (+14.3)
e6 overstates the ordering energy on both, by +18 % on Mo–Ta and +66 % on MoNbTaVW: its ordered cells
sit 5–7 meV/atom too low and its random cells 2–16 too high. E242's 54-atom pair went the other way by
a little (+22.6 against +25.6). So the model does not under-bind the ordered state; if anything it
drives ordering too hard, which would raise its T_c, not lower it. The gap to Kim & Widom's 2020 K
is not explained by an under-bound B2, and KW23's own number is a different observable (χ peak at
L = 8, unrelaxed tetrahedron lookup, 21 meV/atom MAE, no ordering energy or uncertainty given; the
paper notes Mo–Ta is observed only as a disordered solid solution). Correction to this project's
own quotation: "published 2020 ± 545 K" was wrong. KW23 gives 2020 K with no error bar; ±545 K is
published_error_K's propagation using an ordering energy (110 meV/atom) this project inferred.
The full record
This entry is written in 6 separate places in the log, shown here in log order.
EXPERIMENTS.md · lines 17030–17061
E245c — more sampling: 300 + 1000 sweeps per temperature (pre-registered 2026-09-24 10:54)
The operator's decision (option 2): fix the root cause, the cooling leg's lag, rather than the
reading. Protocol:E245b's grid, reading (R1 and R2, faithful to the reference) and two seeds.
Per temperature the sweeps rise from 100 + 200 to 300 + 1000, where Fable measured the Ising
hysteresis collapsing (T_c 1410: cooling/heating 1246/1370 K → 1346/1350; 1050: 1038/1006 →
1000/1014; ratio 0.956–0.959, inside r = 0.95 ± 0.03). Cost is 47 × 1300 sweeps ≈ 6.5 h per seed at
0.385 s/sweep, ≈ 13 core-hours per composition.
Bars are set from what each exact answer must be, not from any reading at this protocol:
known answer
bar
K1 (Ising, T_c 1410)
p ≥ 0.98, one significant peak, R1 quiet
K4 (Ising, T_c 1050, just above the window)
0.5 ≤ p, one significant peak, R1 quiet: never a confident fail
K2a (Ising, T_c 500)
p ≤ 0.01, one significant peak
K5 (Ising, T_c 90, on the edge)
0.1 ≤ p ≤ 0.95, one significant peak: never a confident verdict
K2b (Ising, T_c 50)
a pass (p ≥ 0.95)
1D ring
never a pass
K3 (Mo–Ta on e6)
p ≥ 0.7, one significant peak, R1 quiet
The seeds are FRESH (6 and 7). Any Ising with ≥ 2 significant peaks voids E245c.
Scope and order.
The top 8 of E244's 16 HEA leaders by rung-0 p (walk_finds.select), two seeds each.
Their legs are sampled now, alongside the known answers. Sampling embodies no decision.
They are read, through rung 1 and then rung 2's MACE hull, only after every known answer holds.
About 104 core-hours in all: up to 6 single-core jobs, niced, with DFT on the A100 and no local
pw.x. Roughly a day.
E244's predictions (2)–(4) are scored on these 8: ≥ 5 of 8 fail or come out not established; ≤ 2 pass
rung 1; any pass goes to DFT (matched cells), and DFT then confirms or fails it.
EXPERIMENTS.md · lines 17063–17085
E245c scope amendment (2026-09-24 10:55, before any sampling). The top 8 of E244's leaders by rung-0 p were
near-duplicates of one family (Mo₃₅ plus Ta/W around 55 % plus two elements exactly on the 5 %
floor). They are HEAs by the definition's letter, but sit on its boundary: the reward still pulls
toward the Mo–Ta–W corner. The 8 are now taken greedily by p with every pair ≥ 0.30 apart in L1
(25 distinct families among the 40 pooled leaders), in runs/e245c/candidates.json. Predictions
unchanged.
Result, known answers part 1 (2026-09-24 12:39; read at 11:47, seeds 6+7, 300 + 1000 sweeps). All six
exact-answer controls hold their pre-registered bars:
control
exact
read
p_rung1
n_sig
R1
bar
K1 Ising
1410 K
1425 ± 47 K
1.000
1
quiet (Δα 0.02, gap 0.5 meV)
holds
K4 Ising
1050 K
1076 ± 35 K
0.993
1
quiet (Δα 0.06, gap −0.3 meV)
holds
K2a Ising
500 K
512 ± 17 K
0.000
1
not needed
holds
K5 Ising
90 K
93 ± 3 K
0.167
1
not needed
holds
K2b Ising
50 K
still rising at the 60 K floor
1.000
0
not needed
holds
1D ring
crossover, no transition
broad (FWHM/T 1.37): not established
0.000
1
not needed
holds
K5 is the one that failed in E245 and E245b (two significant peaks on seeds 4+5); with 1000
measured sweeps it reads one. The four finite T_c land 1–3 % above the exact values
(1425/1410, 1076/1050, 512/500, 93/90), inside the ±3 % calibration uncertainty on r. K3 (Mo–Ta on e6) is still sampling; the candidates are not read
until it holds.
EXPERIMENTS.md · lines 17087–17100
E245c candidate reader, fixed before any candidate is read (2026-09-24 14:15).e245c_run.py cand-read
refuses to run until every known answer's reading holds its bar (checked from the saved readings, K3
included). It builds E244's verifier exactly as the E244 walk did (e6 ensemble, reweighted rung 1,
MACE hull). Rung 1 reads the saved legs through the production ECEVerifier.reweighted_rung1 (new
legs_d argument, tested to give the sampled path's answer without re-sampling), and rung 2 is
walk_finds.walk to the lattice rung. Scoring, as written now:
E244 (2) holds if ≥ 5 of 8 have p_rung1 < 0.5 (a fail, or not established, which reads p 0);
a candidate goes to DFT (matched cells, E242's bars) if the ladder's combined p over rungs 0–2 is ≥ 0.5.
Smoke test: candidate 0's composition with K2a's Ising legs standing in, read end to end in 355 s
(rung 1 511.6 K, identical to the production read of those legs; rung 2 bcc 0.999). Scheduling only:
runs/e245c_read_chain.sh adds two single-core workers for the fourth round of candidate legs once
the known answers hold (same seeds, same protocol), and reads each candidate as both its legs land.
EXPERIMENTS.md · lines 17102–17107
E245c read delayed (2026-09-25 12:26). K3's legs landed at 17:07 on 09-24, but the read chain never ran
the reader: zsh did not split its command string, the command was "not found", and the chain logged
that as a failed known answer and stopped. Nothing was read and no data was affected. K3 is being
read now; the chain is rewritten (command as an array, refusal and crash told apart, control flow
smoke-tested with a stub). The two extra workers are dropped: legs take about 8.7 h, not 6.5, so
the original workers reach the last round before an extra one could finish it.
EXPERIMENTS.md · lines 17207–17212
E245c known answers, part 2 (2026-09-25 17:42; K3 read 17:42). K3, equiatomic Mo–Ta on e6, holds:
1120 ± 42 K, one significant peak, FWHM/T 0.37, p_rung1 1.000; the sampler froze at 879 K and R1 found
the frozen legs in the ground state's phase (Δα 0.02 on 2 readable pairs, gap 1.1 meV/atom). Bar:
p ≥ 0.7, one peak, R1 quiet. E244 had predicted 1160–1220 K from the 227 K grid's 1149 ± 114 K; the
reweighted reading sits 40 K below that range and inside its error. All seven known answers hold.
The reweighted rung 1 is validated, and the eight candidates are read under it now (runs/e245c_read_chain.sh).
EXPERIMENTS.md · lines 17214–17266
E245c candidate RESULT (read by 2026-09-25 23:59; written 2026-09-26 12:50). The eight diverse HEA leaders of
E244, two seeds each at 300 + 1000 sweeps, read by the validated reweighted rung 1 and then rung 2's
MACE hull (runs/e245c/cand<i>_reading.json):
#
composition
rung 1
T, K
p_rung1
bcc (rung 2)
p, rungs 0–2
0
Mo₃₅Ta₃₃W₂₂Nb₅Ti₅
peak above the window; R1 quiet
1044 ± 43
0.860
0.999
0.859
1
Mo₂₉W₂₈Ta₂₁Ti₁₈Nb₅
not established: broad feature (FWHM/T 0.70) in the window
678 ± 26
0
0.992
0
2
Mo₃₅Ti₃₅W₁₆V₉Nb₅
not established (FWHM/T 1.92)
255 ± 19
0
0.938
0
3
Mo₃₅Ti₃₁Nb₂₄Ta₅W₅
not established (FWHM/T 0.72)
522 ± 17
0
0.990
0
4
Mo₃₅Ta₃₀Ti₂₅Nb₅W₅
not established (FWHM/T 0.81)
836 ± 48
0
0.712
0
5
Mo₃₅Ta₂₂W₂₂Nb₇V₆Hf₆
not established (FWHM/T 2.24)
602 ± 52
0
0.921
0
6
Mo₃₄V₂₈W₁₄Nb₁₀Ti₆Ta₄Hf₃
not established (FWHM/T 1.85)
316 ± 30
0
0.837
0
7
Nb₂₇Ta₂₅Mo₂₄Ti₁₅W₅
not established (FWHM/T 2.11)
510 ± 34
0
0.979
0
E244 (2) holds: 7 of 8 fail or come out not established on rung 1 (bar ≥ 5).
To DFT, by the pre-registered rule: Mo₃₅Ta₃₃W₂₂Nb₅Ti₅.
What the pass is, stated plainly. It passes because its ordering peak sits 44 K above the window's
top edge (p 0.86 that the transition is not inside it), and R1 found the frozen legs in the model's
ordered ground state. So by the model it is ordered at every temperature in the window, not a random
solid solution; the ladder's requirement ("no transition inside 90–1000 K") has counted that as a pass
since K1 (an Ising ordering at 1410 K is a pass by design). It is also an HEA only by the definition's
letter: Nb and Ti sit exactly on the 5 % floor, and the rest is Mo–Ta–W, whose Mo–Ta pair orders at
1120 K on this model (K3). E242's DFT bar measures the ordering energy itself (≤ 5 meV/atom confirms,
15 fails), so it will most likely fail this find for the same reason rung 1 passed it. Which reading
the project wants, "no transition inside the window" or "disordered throughout it", is a decision for
the operator, and is recorded here before any DFT.
The other seven are the regime's typical answer: broad heat-capacity features between 255 and 836 K,
gradual short-range order rather than a sharp transition, inside the window. Two sit lowest on rung
2's bcc probability (#4 at 0.71, #6 at 0.84).
e6's ordering energies against DFT on matched cells (2026-09-26 23:50; post hoc, prompted by an external review).
The eleven unbiased QE cells (score_unbiased_qe.py) hold two same-composition sets: B2 Mo–Ta with three
random Mo–Ta cells, and an ordered MoNbTaVW (Mo₃W₃Nb₃Ta₃V₄) with three random ones; all 16 atoms, ideal
bcc sites at the Vegard constant, single SCF (unrelaxed). ΔE_ord = E_random − E_ordered, meV/atom:
system
DFT ΔE_ord per random cell (mean)
e6 ΔE_ord (mean; seed sd)
e6 − DFT per cell (mean)
Mo–Ta
+61.4, +92.1, +88.8 (+80.8)
+68.7, +113.4, +102.8 (+95.0; 4.5)
+7.3, +21.3, +14.0 (+14.2)
MoNbTaVW
+20.0, +23.6, +21.2 (+21.6)
+40.5, +35.1, +32.0 (+35.9; 3.4)
+20.5, +11.6, +10.7 (+14.3)
e6 overstates the ordering energy on both, by +18 % on Mo–Ta and +66 % on MoNbTaVW: its ordered cells
sit 5–7 meV/atom too low and its random cells 2–16 too high. E242's 54-atom pair went the other way by
a little (+22.6 against +25.6). So the model does not under-bind the ordered state; if anything it
drives ordering too hard, which would raise its T_c, not lower it. The gap to Kim & Widom's 2020 K
is not explained by an under-bound B2, and KW23's own number is a different observable (χ peak at
L = 8, unrelaxed tetrahedron lookup, 21 meV/atom MAE, no ordering energy or uncertainty given; the
paper notes Mo–Ta is observed only as a disordered solid solution). Correction to this project's
own quotation: "published 2020 ± 545 K" was wrong. KW23 gives 2020 K with no error bar; ±545 K is
published_error_K's propagation using an ordering energy (110 meV/atom) this project inferred.
Related entries
E245b — rung 1 with a phase-identity frozen test and reproducible peaks (pre-registered…
E244 — the HEA regime, walked all the way up (pre-registered 2026-09-24 03:42)
E245 — rung 1 read by histogram reweighting, from the literature (pre-registered 2026-09-24…
E242 — the survivor at DFT: does Mo₅₁Ti₃₈W₃Ta₃ order? (pre-registered 2026-09-23 22:0x)