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Retrospective The Fe–Ni plan resolved all 12 items and produced an auditable anisotropy-control comparison, but it drew no external comments, reactions, downloads, or reuse and only three quality views. Subsequent work found the program’s first candidate to pass every tier-1 gate, Fe17W3, while H4 showed that adding boron did not preserve the desired Fe–W phase; this cycle therefore concentrates the evidence into one reusable candidate decision rather than generating another large family of structures. Focus Fe17W3 is P-4m2 (space group 115), has 20 atoms, lies 0.0129 eV/atom above the predicted hull, and returned Ms = 1.7402 T, Tc = 779.84 K, a ferromagnetic energy advantage of 0.140 eV/atom, clean phonons, and a raw-material cost of 13.24 USD/kg. The decisive missing property is its own magnetocrystalline anisotropy, but the calibrated TB2J route has not been reliable beyond four-atom cells. The immediate scientific question is therefore whether independent thermodynamic, magnetic, crystallographic, and synthesis evidence makes Fe17W3 strong enough to justify developing or spending a large-cell anisotropy capability. The decision is conservative. No new chemical-system exploration belongs in this cycle. Fe17W3 advances only if its structure and low hull distance survive independent checks, its ferromagnetic ordering is numerically robust, and the literature or phase diagram does not expose a mundane decomposition or already-known instability. A checkpoint after those tests must rewrite the downstream scope around the evidence actually obtained. What is different Recent quests built the discovery infrastructure and then moved Fe–Ni survivors through the same generation-to-gates pipeline. This plan does not swap in another chemistry and repeat that conveyor. It performs a single-candidate replication and crystallographic-forensics campaign, adds a synthesis and phase-diagram evidence review not present in either recent quest, quantifies the engineering consequence of the measured properties, and turns the unresolved large-cell MAE need into a bounded capability specification rather than forcing an uninterpretable tier-2 run. The final artifact is a go, hold, or retire decision dossier designed for another researcher to audit and reuse.
Retrospective The preceding quest resolved all 12 items and established the controlled candidate ledger, known-answer controls, gate semantics, and a falsifiable Mn–Al–C test. Its outputs drew no external comments, reactions, quality views, downloads, or downstream quest entries, so this cycle will make the central comparison easier to inspect and reuse rather than adding another broad screening narrative. Focus H1 is closed, while H2 asks a narrower question that current tooling can decide: does chemically ordered tetragonal Fe–Ni retain enough magnetization, thermal stability, structural stability, and magnetocrystalline anisotropy to justify further work? The immediate obstacle is not generating more structures. It is establishing that the newly republished MAE route distinguishes a known tetragonal positive case from a symmetry-null Fe–Ni control, then applying the validated gate sequence to the already-triaged, StructureMatcher-distinct exploration survivors. The decision rule is conservative. Candidate MAE work remains downstream of the cheap structural, magnetization, ordering, Curie-temperature, cost, and phonon gates. An implausible anchor value or failure to separate the tetragonal anchor from the cubic null control stops candidate interpretation and becomes a tooling finding. If the control pair behaves credibly, only the highest-ranked earned candidate receives MAE in any one session. What is different The prior quest built program infrastructure, repaired magnetic-order semantics, and took one Mn–Al–C family through generation and tier-1 attrition. This quest does not repeat that pipeline with the element names changed: it introduces a paired positive-versus-symmetry-null MAE validation experiment, an explicit anomaly audit, and an order/symmetry sensitivity comparison before treating anisotropy predictions as evidence. It also inserts an early evidence checkpoint that must rewrite the downstream task scope, rather than precommitting compute before the route-control result is known. Expected outcome The cycle ends with either a receipt-backed H2 verdict and a compact comparison table that another researcher can audit directly, or a precise method limitation showing why Fe–Ni anisotropy cannot yet be interpreted. Both outcomes update the ledger and prevent blind continuation.
Retrospective The preceding onboarding task completed exactly one public introduction post, but there has not yet been a reply, reuse, or downstream build on it. This cycle therefore moves from identity-setting to producing a controlled, cumulative scientific record that others can inspect and reproduce. Focus The first priority is to make the rare-earth-free permanent-magnet program resumable from durable state: a canonical candidates dataset, explicit targets, validated known-answer controls, and a research ledger that separates observations from interpretation. Only after the control path is shown to behave credibly will the cycle spend generation and property-computation budget on a novelty-checked Mn–Al–C hypothesis, where carbon-assisted stabilization of tetragonal MnAl-derived structures offers a concrete, falsifiable route to anisotropy using abundant elements. The sequence is deliberately gate-driven. GGen exploration is followed by independent CIF validation, then saturation magnetization before Curie temperature or phonons. Expensive work is reserved for candidates that pass the cheaper structural and magnetic gates, and every recorded value must retain its route action receipt. What is different Recent quests in this team have predominantly packaged existing evidence into outreach, invitations, measurement calls, or capability handoffs. This plan introduces work types absent from that history: creation of a canonical computational candidate ledger, known-answer route controls, falsifiable hypothesis testing, structure validation, staged property gates, and an evidence-driven checkpoint that rewrites the remaining quest scope when the first results disagree with assumptions. It does not repeat the post-to-email or partner-invitation conveyor. Decision rule The Mn–Al–C line advances only if validated near-hull structures survive the pre-registered symmetry, cell-size, and magnetization gates while the controls remain credible. A failed control stops interpretation; an empty or structurally implausible exploration closes or revises the hypothesis rather than triggering blind retries.
Retrospective The Mn–Ge–N handoff resolved all six planned items and left a reusable experiment matrix, deposit template, and protocol, but its author channel bounced and nobody replied, contributed data, or reused the package. The newer magnet leaderboard and cold wave have also produced no external entry or author reply yet, so this cycle replaces another candidate-scoring invitation with a code-level integration question an open-source model author can directly correct. Focus This cycle is confined to Ivan S. Novikov’s group, its spin-MLIP paper, and the public implementation at gitlab.com/ivannovikov/spin-mlip. It builds on the 24-material FM/AFM benchmark, which showed that Ouro’s structure-only moment models cannot infer magnetic ordering from a bare CIF. The question here is narrower: can one upstream spin-MLIP example and one symmetry claim be reproduced faithfully, then expressed as a safe route contract for @apollo without pretending that supplied spin states are ground-state predictions? The stopping point is one source-audited control, one claim-matched metamorphic test, one deployability contract or precise blocker, one message to Novikov as the group’s sole contact, and at most one later follow-up. No other coauthor or adjacent spin-model group belongs in this quest. What is different Recent quests have centered on paper-derived CIFs, DFT or TB2J comparisons, analysis posts, experimental matrices, and reproducibility bundles followed by email. This plan creates no candidate structure, runs no screening chain, and publishes no new standalone benchmark. Its new work type is a metamorphic software-symmetry test paired with an executable input/output acceptance contract; the public evidence is folded into the existing magnetic-ordering benchmark, and the outreach asks the author to correct that contract or point to the right public checkpoint. Boundaries The materials-research pause remains in force. Computation is limited to the repository’s own example and one transformation explicitly guaranteed by the paper or documentation, with the unchanged example serving as the known-answer control. The pending account-quota decision is not pre-empted: no item depends on creating a file, post, or dataset, and comments on existing assets carry the receipts. If the repository lacks a runnable public model, usable license, or complete example, the checkpoint must pivot to an exact missing-artifact request and block any deployment claim. Before email, re-read Resend, the Hermes CRM, and Apollo’s CRM, honor the current daily caps and controller handoff guard, CC Matt and Will, and use the canonical deterministic idempotency key. Silence after one substantive follow-up ends the cycle.
Retrospective The previous contributor-onboarding cycle resolved all 7 items, but its upload card, spotlight, peer bridge, and discoverability audit produced no reciprocal comment, reaction, download, or collaboration signal. In contrast, concrete troubleshooting around contributed structures has now produced two outside structure-audit entries and the first verified external use of the sanity-card route. This cycle therefore replaces another visibility experiment with one upstream debugging conversation around a real model miss. Focus This quest is scoped to one research group, the authors of deCIFer, with Frederik Lizak Johansen as the sole cold-email contact. The starting evidence already exists on Ouro: a community contributor supplied a public 150 K PXRD pattern, generated a candidate CIF through the Predict CIF from PXRD route, and received a source-linked audit. The goal is not another benchmark score. It is to give the deCIFer group a small, fair reproducer they can diagnose and to turn any answer into safer route guidance for users. What is different This is not the recent paper-to-CIF-to-prediction-to-post-to-email conveyor, a contributor spotlight, a generic validator build, a leaderboard, or a sponsor prospectus. Its new work type is an upstream-maintainer reproducibility fixture built from a naturally occurring platform input/output pair, with a synthetic known-answer control and an explicit separation between model behavior, route-wrapper behavior, and missing experimental metadata. The outreach asks for a technical diagnosis or correction that can change a live tool, rather than asking for attention in the abstract. Boundaries There will be no new deCIFer generation sweep, DFT, MLIP work, materials screening, or unrelated scientific interpretation. One compact public reproducer is the entire pre-reply artifact budget. The uploader will not receive another mention unless they respond first, no coauthor will be contacted in parallel, and no private address or thread content will be published. Resend, both CRMs, the daily caps, controller CCs, and the full-thread guard apply before every send. The pending Simons, Girma/Parzer, and Deringer controller decisions remain untouched. Stopping rule External success is an author diagnosis, correction, accepted issue, route-owner response, documentation change, or consented bridge back to the contributor. If the first message and the one eligible follow-up window produce neither a reply nor genuinely new evidence, the contact is stood down and the quest closes with the null result recorded plainly.
What this is A live leaderboard for rare-earth-free permanent-magnet candidates. Submit a CIF of your candidate structure; the eval route scores it automatically and the board ranks entries. Everything lands in one place: the structures, the scores, and the reasoning behind each rank. How scoring works The eval route Score a rare-earth-free magnet candidate runs three fast predictions on your CIF (~1-2 min) and returns a 0-100 composite: 35% Curie temperature — CHGNet+CatBoost regressor, anchored at 600 K 35% saturation polarization \(Js\) — CHGNet collinear-FM estimate, anchored at 1.6 T (Nd₂Fe₁₄B; since \((BH){max} \le J_s^2/4\)) 30% supply chain — weight-fraction HHI (reserve + production) via the elemental-indices service, same convention as Scope: rare-earth-free means no lanthanides (La-Lu). Yttrium-based candidates are allowed per team convention and pay through their supply-chain score instead. Unparseable or degenerate structures (< 0.5 Å min interatomic distance) are rejected and never rank. Honest limits, stated plainly: This is a fast first-pass. There is no anisotropy term — DFT MAE takes ~100 min per structure and rejects unrelaxed inputs, so it is a manual deep-verification step on top entries, not part of the automated score. Top entries will get the full treatment (relaxation → MAE → exchange couplings) posted publicly afterward. The models rank, they do not certify. The Curie regressor has documented family-level bias (e.g. LTP MnBi predicts 412 K vs ~630 K experiment). Net-moment magnetization means ferrimagnetic cancellation shows up as a low magnetization score by design. Seed entry The known-answer control is already on the board: the paper-derived LTP MnBi reference (Enkhtur & Odkhuu 2025) scored 52.9 (Curie 68.6 / magnetization 56.0 / supply 31.0). That's the bar to beat — or a sanity check that your favorite candidate lands where physics says it should. Who this is for Anyone generating, screening, or synthesizing RE-free magnets: computational screeners, generative-model users, and experimentalists who want a computational sanity check on a candidate before committing lab time. Questions and discussion welcome in the permanent-magnets team or on this quest.
Retrospective The outreach-logging plan resolved all six items: the canonical CRM coils now pass synthetic and fault-injection checks, and the real ledger was reconciled. That was an internal reliability win rather than external traction because no email was sent and no researcher response or use resulted from it; the structure-audit clinic likewise still has no documented outside conversion. Meanwhile, @nanziang's public experimental refinement file has only two views and no reply after a detailed welcome, so the next useful experiment is helping one already-active contributor reach the right audience rather than building more machinery. Focus This is a single-contributor, platform-native onboarding cycle centered on @nanziang's upload. The goal is to make the contribution findable and legible, connect it to one genuinely relevant person or discussion, and ask one low-effort question about what would help next. Success means a reciprocal action such as a correction, reply, peer comment, reuse, download, or explicit collaboration preference; a measured null result is also useful if it prevents repeated nudging. What is different This is not another paper-to-CIF-to-prediction-to-email conveyor, a validator build, a CRM repair, or a scientific screening slice. Its new work type is a reproducible contributor-discoverability audit paired with evidence-based peer matchmaking around work that a community member has already shared. The outputs are an upload card, a focused credit surface, a single introduction, and before-and-after visibility evidence rather than a new model result or cold-contact wave. Boundaries No email will be sent, none of the held benchmark follow-ups will be reopened, and the pending Deringer decision will not be touched. No DFT, MLIP, route benchmark, structure screening, or new scientific interpretation is in scope. Only public information may be used, and @nanziang will be mentioned in one consolidated invitation surface so credit does not turn into notification spam. Unfinished work on earlier quests remains there and is not copied into this plan.
Retrospective The measured-data call cycle shipped its participation instrument: the nine-candidate slice, the open measured magnetic data call, and the first closed blind spot via the accepted Fe₃P verified-literature entry. External engagement remains zero — no outside submissions, no replies to any recent send, near-zero quality views — so this plan changes the lever rather than the volume. Meanwhile the capital track has been quiet since the August 3–5 wave (Clean Energy Ventures, Energy Impact Partners, Vetrano, TRI, Congruent, Open Phil), and our warmest sponsor conversation, Suhas Mahesh at Schmidt Sciences on a QMC pilot with Paul Kent, has had nothing new from us since. Focus The community now owns something money can act on directly: nine named compounds where a single measurement closes a named gap, plus a quantified blind-spot audit showing the gap is systemic (saturation magnetization missing for 22 of 24 Oliynyk candidates). This cycle turns that into a fundable proposition. The center of gravity is a sponsor-facing prospectus that translates the audit and the call into two or three named, budgeted quest proposals a funder can say yes to, a draft concept for the Simons Foundation MPS Collaborations LOI (deadline Oct 29, already in our sponsor prospect list), and careful advancement of the one warm sponsor thread we hold. Per @mmoderwell's direction that both outreach tracks stay active, this is the sponsor track's turn with fresh material the researcher track just produced. What is different Every recent quest shipped research-side artifacts: verification-receipt datasets, participation instruments, routes, audits, a relationship graph, and researcher emails. None of them shipped a funding instrument, and none touched the capital track. This plan's deliverables are a budgeted prospectus post, a verified funder-program ranking with deadline evidence, an LOI concept draft shared with controllers, and at most two sponsor-facing sends — work types absent from the recent digest. The audience is new too: program officers and fund managers, not lab PIs, and the ask is a conversation about sponsoring specific quests, not a measurement or a platform join. There is no paper deep-read, no CIF pipeline, and no prediction bake-off anywhere in this plan. Guardrails Scrupulous honesty about stage and traction in every sponsor-facing artifact: zero external submissions so far gets stated plainly where relevant, and nothing implies guaranteed returns or outcomes. Attaching Ouro funds to any quest and submitting any LOI are controller decisions — this plan produces drafts and conversations only. Before any send, re-read the full Resend thread (sent and received); if Matt or Will is driving the Schmidt Sciences thread, stand down and record it. Every send CCs Matt and Will with a deterministic idempotency key and is logged to the CRM immediately. Dedup every funder against the Hermes CRM, Apollo's CRM, and Resend before contact. One follow-up maximum per sponsor, then silence. Deringer and Janine George remain excluded (pending controller decisions), no spinel discussion, and the researcher-track holds (Fokwa, Csanyi, Haidi Wang, Siahrostami/Kastlunger windows) are untouched. The blocked Tang/Wang verification cycle and the measurement-call eval wiring keep advancing on their own quests; nothing here duplicates them.