Cycle 22 (MOFs) completed the paper deep-read and analysis post cleanly, but the email draft and sponsor items are stuck waiting on
This plan runs a fresh outreach cycle in the photovoltaics domain and clears the overdue follow-up wave. It does not touch pending items on other quests: the Ahlquist email approval (019f536c), the sponsor draft on that same quest, or the Sanyal draft (019f53a3, just completed and awaiting approval).
Photovoltaics is the next fresh domain. Prior cycles covered permanent magnets, thermoelectrics (Fe₂VAl Heusler), MOFs (cycle 22), solid-state batteries (two cycles: Dallakyan Li₃MX₆ halides and Jun/Ceder LiMXCl₄), 2D materials (Sanyal/Ershadrad), and several others. The #photovoltaics team (019f4c4e-73f2-7dcb-a0a9-daf9840b712e) has had no outreach cycle yet. Solar absorber materials — perovskites, chalcogenides, kesterites — are an active ML/computational screening area with large recent output, and the structural variety (cubic perovskites, layered Ruddlesden-Popper phases, stannite derivatives) will test Ouro's ML model routes on yet another structure family.
The cycle follows the established pipeline: deep-read a recent paper with specific structures, generate CIFs, run Orb v3 relaxation with P1 collapse check, run MP hull energy and ALIGNN formation energy routes, and publish an analysis post. The cross-cycle comparison grows richer with each domain added: dense intermetallics (Laves, Heuslers) vs. open frameworks (MOFs) vs. ionic conductors (halide electrolytes) vs. now absorber materials.
The follow-up wave is the most time-sensitive item. The DCVC sponsor follow-up is 17 days overdue (sent June 26, exceeds the 14-day sponsor rule). Several researcher contacts sent in late June/early July may also have crossed the 7-day window. This plan clears those before they age further.
No duplication of pending items on quests 019f536c (Ahlquist email, sponsor draft) or 019f53a3 (Sanyal draft).
No materials science research work (screening chains, bias correction, DFT/MLIP calculations) per
Every email personalized to one person referencing their specific work. No bulk sends.
Sponsor follow-up targets only contacts already in the CRM with follow_up_sent=false and past the timing window.
One follow-up per person, then stop. No second follow-ups.
0 open4 of 4 resolvedOpenedClosed after 7 days
CRM follow-up wave is complete. Queried CRM dataset 019ee292 for all contacts meeting follow-up criteria (researchers sent ≥7 days ago with followupsent='false', sponsors sent ≥14 days ago with followupsent='false'). Result: zero contacts currently due. All eligible contacts have already been followed up in prior heartbeats: Researchers sent ≤ July 6: 40+ contacts, all with followupsent='true'. Most recent follow-up batches: June 29-30 (Batch 1-5 researchers), July 2 (Batch 6), July 8-10 (Batch 7 + ORNL/UNH/Mainz groups), July 9 (Batch 8), July 13 (Okabe/Li and Yuk/Lee). All logged with Resend message IDs. Sponsors sent ≤ June 29: Khosla Ventures (follow-up sent July 6, msg 431bb0b3), ARPA-E/Snyder (follow-up sent July 2, msg 35550a79), DCVC/Kiersten Stead (follow-up sent July 10, msg 5c86bb38). All with followupsent='true'. DCVC note: The quest item referenced "John Hamer, sent June 26" as overdue. CRM shows the DCVC email was sent to Kiersten Stead ([email protected]) on June 27, with the follow-up already sent July 10. No separate John Hamer row exists in the CRM — he was identified as a secondary DCVC contact but the initial email and follow-up both went to Kiersten Stead. Next due follow-ups (not yet actionable): Researchers: R.J. Cava, Bajdich, Shimul, Tsegaye (all sent July 8, due July 15) Sponsors: Astera Institute, Moore Foundation EPiQS (both sent July 2, due July 16) No contacts left with overdue follow-ups.
Paper Selected Title: "Parallel exploration of the optoelectronic properties of (Sb,Bi)(S,Se)(Br,I) chalcohalides" Authors: Rasmus S. Nielsen, Ángel Labordet Alvarez, Axel G. Medaille, Ivan Caño, Alejandro Navarro-Güell, Cibrán L. Álvarez, Claudio Cazorla, David R. Ferrer, Zachary J. Li, Edgardo Saucedo, Mirjana Dimitrievska Journal: J. Mater. Chem. A, 2025, 13, 31727-31739 DOI: 10.1039/d5ta02811a Published: 2025 (received June 20, accepted August 21) Affiliation: Empa (Swiss Federal Laboratories for Materials Science and Technology) + Universitat Politècnica de Catalunya (UPC, Barcelona) Corresponding Author Emails Rasmus S. Nielsen: [email protected] (Empa) Mirjana Dimitrievska: [email protected] (Empa) Co-author Claudio Cazorla (UPC/ICREA) also appears on the related arxiv defect study (arxiv:2512.01531, López et al.) 4 Compounds Selected (Bi-based chalcohalides, all Pnma No. 62) All 8 compounds in the paper share the SbSI-type quasi-1D orthorhombic Pnma structure. The 4 Bi-based compounds were selected because they were synthesized as phase-pure samples (Sb-based had incomplete halogenation) and are the focus of the related defect analysis paper (López et al., arxiv:2512.01531). | Compound | Space Group | Lattice (Å) a, b, c | Eg (eV) | Key Finding | |----------|-------------|---------------------|---------|-------------| | BiSI | Pnma | 8.60, 10.30, 4.20 | 1.96 | Best PV candidate (moderate e-ph coupling) | | BiSeI | Pnma | 9.05, 11.30, 4.27 | 1.60 | Anomalous PL broadening (Se vacancies) | | BiSBr | Pnma | 8.05, 9.50, 4.03 | 2.24 | Best for photocatalysis | | BiSeBr | Pnma | 8.15, 10.10, 4.07 | 1.62 | Promising but 10% efficiency loss under Ch-poor | All atoms occupy 4c Wyckoff positions (x, 1/4, z) in Pnma. Lattice parameters derived from 3×2×1 supercell dimensions in López et al. (arxiv:2512.01531). CIFs built from SbSI prototype (ICSD reference) with element substitution. All 4 CIFs generated and saved to . Paper's Key Claims (for item 2 analysis design) All 8 chalcohalides share quasi-1D Pnma VdW structure (1D ribbons held by VdW forces) BiSeBr and BiSI most promising for PV (moderate electron-phonon coupling, Gph ~50 and 36 meV) BiSeI has anomalous PL broadening (Gph=161 meV) attributed to Se vacancies acting as deep non-radiative centers Sulfide-based compounds have phonon gap below 25-30 meV (large Bi/I/S mass differences); selenide-based lack this gap, intensifying carrier-phonon scattering Solid-solution engineering (e.g., Bi(S,Se)I) suggested as dual phonon + defect engineering strategy CRM Check Query of dataset 019ee292 for all author names and empa.ch email domain returned zero matches. All contacts are new. No dedup issues. Planned Analysis Direction (for item 2, per paper-driven guidance) The paper emphasizes that the quasi-1D Pnma VdW structure is essential for these compounds' optoelectronic properties. The analysis will test whether Ouro's MLIP routes (Orb v3, CHGNet) preserve this Pnma symmetry or exhibit the P1 triclinic collapse we've documented in other structure types (Laves phases, Heuslers, QSL candidates). This directly tests the paper's structural assumption and extends our MLIP symmetry erasure finding to a new structure class. Formation energies from ALIGNN/MP routes will be compared against the paper's DFT stability results.
Analysis Complete Post: Quasi-1D chalcohalides under Orb v3: Pnma collapses across the board, and two "optimizations" go uphill published in #photovoltaics. Key Findings Orb v3 relaxation (4 compounds, all Pnma → P1 collapse): BiSI: Pnma → P1, energy +6.90 eV (uphill!), action 019f627b-a49d-76ff-bbeb-d1d62eb74d8d BiSeI: Pnma → P1, energy -2.86 eV, action 019f627c-d688-7981-a3fe-df902bc0c1e5 BiSBr: Pnma → P1, energy -23.16 eV, action 019f627d-6392-7da2-bc52-06c9ab64528a BiSeBr: Pnma → P1, energy +13.86 eV (uphill!), action 019f627e-0abc-7be9-8c90-13bd6c48dbbf ALIGNN formation energy (pre-relaxation CIFs): BiSBr: -0.049 eV/atom (stable), action 019f627f-e01c-723f-8c7f-b8aeb755a760 BiSeBr: -0.037 eV/atom (stable), action 019f627f-e2e8-7214-9a0c-e3f36bb3cbb5 BiSI: +0.069 eV/atom (flagged unstable), action 019f627f-bebf-7287-9a1b-f89ad0b68df2 BiSeI: +0.082 eV/atom (flagged unstable), action 019f627f-dd60-790e-8a35-27d309eda4fb Analysis approach (paper-driven, per @mmoderwell guidance): The analysis was designed around the paper's central claim that the quasi-1D Pnma VdW structure is essential for optoelectronic properties. The test was whether MLIPs preserve this symmetry. The finding extends the MLIP symmetry erasure pattern to a fifth structure class (quasi-1D VdW chalcohalides), with the added anomaly of uphill "optimizations" for 2/4 compounds. CIF assets: BiSI (88e0e8c6), BiSeI (356953ab), BiSBr (92dcb7a9), BiSeBr (e7b3f6cc)
Cycle 24 outreach email sent to Prof. Mirjana Dimitrievska ([email protected], Empa / UPC Barcelona), corresponding author of Nielsen et al., J. Mater. Chem. A 2025, 13, 31727 — parallel synthesis of all eight (Sb,Bi)(S,Se)(Br,I) chalcohalides. Approved by @mmoderwell ("Good to go.", comment 019f8017). Sent via Resend (message id ff929855-2b4c-4858-ab3f-2c1ab7b46da6). Subject: "Your chalcohalide family as a benchmark for where ML screening fails." The email references our Quasi-1D chalcohalides under Orb v3 analysis (Pnma → P1 collapse across all four Bi chalcohalides, uphill "optimization" energies for BiSI/BiSeBr, ALIGNN iodide instability), connects her complete experimental ground truth to the broader MLIP symmetry-erasure pattern across five structure classes, and invites a low-commitment conversation. CRM row 03f2cb2d-648e-4ed5-b376-929ca653cb29 updated to status='sent', datesent=2026-07-20, emailid captured. Next action: one follow-up ~2026-07-27 with a fresh angle (Wyckoff rigidity on quasi-1D ribbons; offer to co-run the full 8-compound series as a public benchmark).