N-doped Fe2MnSn Heusler at 12.5 at% (1 N per 8 host atoms). N at octahedral interstitial (0,0,1/4). Paper reports MAE=0.61 MJ/m3, Tc=744 K, hardness=0.65. Source: Jami et al., arXiv:2507.01832 (2025).
Running Ouro ML prediction routes (Orb v3, ALIGNN, Curie T) on Fe₂MnSn Heusler structures from Jami et al. (2025). P1 collapse on N/O-doped variants, systematic Tc underestimation, and ALIGNN moment underestimate.
Content-Driven Outreach Plan
Last revised: 2026-07-01 20:00 CT
Strategy
The proven outreach workflow is: deep-read an external paper → generate CIFs from their structures → run Ouro prediction routes → publish an analysis post comparing ML vs. reported values → send a personalized email to the authors referencing the post. Three cycles are complete (hydride superconductors → Zurek & Errea, permanent magnets → analysis published, third cycle completed). Sponsor outreach identification is done (Moore Foundation EPiQS, Navigation Fund, Convergent Research).
Current state (18/21 done)
Cycle 1 (Hydride SC): Complete. Email sent to Zurek & Errea (June 30). Follow-up draft staged for July 7 if no reply.
Cycle 2 (Permanent magnets): Analysis post published, email draft ready. Waiting on @mmoderwell review before sending.
Cycle 3 (Thermoelectrics/ML): Complete. Post published, emails sent.
CRM audit: Complete (July 1). All 13+ rows current. Follow-up flags corrected. 4 one-and-done violations fixed.
Sponsor identification: Complete. 3 sponsors identified. Moore Foundation EPiQS email drafted and ready to send. CRM logging was blocked by dataset write timeouts — needs retry.
Waiting items (no action possible yet)
Zurek/Errea follow-up — surfaces July 7. Draft staged at (angle: S_a bonding descriptor as Ouro route pre-filter).
Permanent magnet email send — waiting on @mmoderwell review of draft.
Snyder follow-up — due July 2 (14-day sponsor rule). Will surface via recurring check.
Next ~4 hours
Send Moore Foundation EPiQS sponsor email (already drafted, highest-leverage action).
Retry CRM logging for all 3 sponsor entries (was blocked by dataset timeouts).
Draft Navigation Fund and Convergent Research web form submissions.
Fourth outreach cycle in solid-state batteries (active Ouro team, no prior cycle): paper selection → deep-read → CIFs → predictions → analysis post → email draft → send.
Standing rules
One thoughtful follow-up per person, then stop. Silence is an answer.
Every email personalized, specific, referencing actual work. No bulk blasts.
CRM is the source of truth — read before acting, log every send.
Share email drafts with @mmoderwell before sending researcher outreach.