STRG Active Portfolio Analysis¶
Created: 2026-04-06 (session 41) | All 13 TX areas surveyed (session 80) | Cross-cutting synthesis added session 82**
Summary¶
STRG has 195 active projects (17.7% of 1,102 total) spanning 13 TX areas. The active portfolio skews heavily toward computational modeling and simulation — not hardware. TX12 (Materials/Manufacturing) is #1, driven by three distinct clusters: additive manufacturing certification, lunar dust mitigation, and in-space manufacturing. TX09 (EDL) is an unexpected #3, explained almost entirely by computational CFD grants. TX17 (GN&C) has 9 active STRG projects — the STRG slice of a 400-project global TX17 portfolio dominated historically by SBIR (55%); see tx17-gnc.md. TX11 (Software/Computing) is dead last at 3 projects (1.5%) — striking given the breadth of software research.
Portfolio survey complete (session 80): All 13 TX areas analyzed. The full active portfolio has been characterized, with individual sections for TX01, TX05, TX06, TX07, TX08, TX09, TX11, TX12, TX17, and the May 2025 183xxx cohort (TX01 + TX03 tracks). See Cross-Cutting Observations below for portfolio-level synthesis.
The May 2025 STRG Solicitation — 183xxx Cohort (session 58)¶
A discrete solicitation starting 2025-05-01 produced 8 projects (all with IDs in the 183xxx range, last-updated 2026-01-23, same Program Director Matthew Deans and Program Manager Hung Nguyen). These cluster into two complementary themes:
Track 1 — Advanced Propulsion (4 × TX01.4.x):
| Project | Lead Org | TX | Concept |
|---|---|---|---|
| 183683 | U. Minnesota (Ilic, Gregg ARC PM) | TX01.4.6 | Metasurface/photonic lightsails for directed energy propulsion |
| 183676 | CSM (Beik, Barth GRC PM) | TX01.4.5 | MW-scale dual-rotor NEP PMAD generator |
| 183686 | UT Austin (Underwood, Adams MSFC PM) | TX01.4.6 | Z-pinch fusion EM propulsion (low α) |
| 183697 | Purdue (Oguri JPL) | TX01.4.6 | Origami diffractive sail for directed energy |
Two nuclear physics survivors ([183676] NEP PMAD + [183686] Z-pinch) and two directed energy / lightsail concepts ([183683] metasurface + [183697] origami diffractive). For nuclear context see propulsion-theme.md. For diffractive sails see diffractive-solar-sailing.md.
Track 2 — PSR Power Solutions (4 × TX03.x):
| Project | Lead Org | TX | Concept |
|---|---|---|---|
| 183685 | U. Chicago | TX03.3.2 | Oxychalcogenide superconducting power transmission for PSR |
| 183711 | CSM | TX03.2.2 | SOFC (O₂/CH₄) for PSR mobile assets |
| 183700 | UC Berkeley | TX03.3.3 | Piezoelectric power conversion (radiation-hard, cryogenic) |
| 183693 | Stanford | TX03.1.1 | Deployable lightweight solar reflectors to redirect sunlight into PSRs |
All address the core Artemis challenge: permanently shadowed regions (PSRs) receive no direct sunlight. The 4 projects span the full PSR power stack: solar collection ([183693]), superconducting transmission ([183685]), cryogenic power electronics ([183700]), and fuel storage/delivery for SOFCs ([183711]). Together they constitute an academic research layer beneath the GCD LunaGrid engineering programs — see psr-power-strg.md for full analysis.
CSM correction (session 59): CSM appears in both tracks, but via different research groups. [183676] NEP PMAD = Omid Beik (GRC PM Barth). [183711] SOFC fuel storage = Michael Mcguirk (PM Chauby) — a different CSM group. CSM's dual presence reflects institutional breadth in energy/materials, not a single PI with two grants.
[183711] is NOT a conventional SOFC project: The innovation is stimulus-responsive adsorbent materials that replace cryogenic O₂/CH₄ dewars for fuel cell propellant storage. The adsorption approach removes the heavy cryogenic infrastructure bottleneck for mobile PSR fuel cell assets.
ML mismatch pattern (session 59): [183685] and [183711] are ML-mislabeled as TX07 (resource exploration/processing) due to PSR framing in their descriptions. Human classifiers are correct; ML is confused by the application context. Both have txMismatch=Yes — see field-completeness.md Issues 16–17.
Interpretation: This is a single coordinated solicitation — not two separate programs. Deans/Nguyen structured it to simultaneously advance both advanced propulsion (long-horizon deep-space access) and PSR surface power (near-term Artemis readiness). The two-track design preserves terminated TDM nuclear programs through academic channels while directly addressing Artemis operational gaps. All TX correct per human classifier — above-average taxonomy discipline for this program pair.
TX Distribution (Active, 195 Projects)¶
Query: portfolio_aggregate(group_by="primaryTx", filter={"program":"STRG","status":"Active"}), snapshot 2026-04-04
| TX Area | Count | % | Character |
|---|---|---|---|
| TX12 Materials/Manufacturing | 30 | 15.4% | AM, lunar dust, ISM |
| TX01 Propulsion | 29 | 14.9% | Exotic propulsion + RDRE CFD |
| TX09 EDL | 24 | 12.3% | Computational CFD (not hardware) |
| TX08 Sensors/Instruments | 23 | 11.8% | Mixed hardware + simulation |
| TX04 Robotics | 18 | 9.2% | Locomotion, manipulation |
| TX06 Life Support | 16 | 8.2% | Human health research (biomanufacturing, wearable diagnostics, water chemistry) |
| TX03 Power | 13 | 6.7% | Solar, nuclear, conversion |
| TX07 ISRU | 10 | 5.1% | Regolith processing, MOXIE follow-on |
| TX17 GN&C | 9 | 4.6% | Navigation algorithms (cislunar focus) |
| TX14 Thermal | 8 | 4.1% | Novel cooling (elastocaloric, ionic liquids) |
| TX05 Comms/Nav | 6 | 3.1% | Optical comms, networking |
| TX10 Autonomous Systems | 6 | 3.1% | Fault resilience |
| TX11 Software/Computing | 3 | 1.5% | Minimal presence |
Key surprise vs. expectation: TX08 was expected to be #1 (it dominates IRAD and SBIR active portfolios). TX12 is #1 in STRG — NASA is betting academic research most heavily on materials, manufacturing certification, and lunar surface readiness.
TX01: Propulsion — Electric Propulsion Dominance + RDRE Cluster (29 projects)¶
Query: find_projects(program="STRG", technology_area="TX01", status="Active"), 29 results, snapshot 2026-04-04
Sub-area breakdown¶
| Sub-area | Projects | Character |
|---|---|---|
| TX01.2.2 Electrostatic Propulsion | ~14 | Hall thrusters + electrospray (ionic liquid) |
| TX01.3.4 RDRE | ~5 | Rotating detonation physics + thermal management |
| TX01.4.3 Nuclear Thermal Propulsion | 2–3 | Post-TDM materials + modeling (survives termination) |
| TX01.4.6 Advanced/Exotic | 3 | 2025 183xxx cohort (lightsail, Z-pinch, diffractive sail) |
| TX01.1.x Storable/Cryogenic Propellants | 3 | Hypergolic chemistry + LH2 critical heat flux |
| TX01.2.1 Integrated EP Systems | 1 | JANUS consortium (Georgia Tech, high-power EP) |
| TX01.4.5 Nuclear Electric Propulsion | 1 | NEP PMAD generator (CSM, 183xxx cohort) |
3 misclassified projects inflate or distort counts — see Issues 25–27 in field-completeness.md.
JANUS [118384] — 5-year high-power EP consortium (2021–2026, ends Sep 2026)¶
The flagship STRG investment in electric propulsion. Georgia Tech-led, with partners spanning CA, CO, GA, IL, MA, MI, OH, PA — 8 states, major consortium.
- PI: Mitchell L. Walker (GA Tech) | PM: John T. Yim (NASA HQ)
- Goal: Physics-based limits, mitigation techniques, and probabilistic lifetime assessment for ~100 kW class high-power EP systems
- Output: Hall thruster state estimation paper (J. Physics D), ion thruster plume neutralization paper (Plasma Sources Sci+Tech), project website (januselectricpropulsion.com)
- TRL 2→4 — highest TRL target in TX01 STRG; achievable for EP system-level physics (no hardware qualification needed)
- Significance: 100 kW class EP is the enabling technology for nuclear electric propulsion (NEP) to Mars. JANUS builds the physics understanding that mission EP systems require. Ends September 2026 — final-year now.
- Data quality note: GA Tech listed as MSI/PBI (Predominantly Black Institution) — almost certainly a data error. GA Tech is not a PBI. Issue not yet filed in field-completeness.md (add if confirmed).
University of Michigan Hall thruster dynasty — 5 projects¶
U Michigan is the dominant academic institution in Hall thruster research, with 5 active STRG grants:
| ID | Project | Focus |
|---|---|---|
| 158636 | Hall thruster without pole erosion | TRL 2→3, 2024-2028; new magnetic shielding geometry |
| 158679 | Electrodeless applied-field MPD thruster | TRL 2→3, 2024-2028; high-power >10kW, crewed Mars |
| 156333 | Ultra-high thrust density Hall (>100 N/m²) | TRL 2→3, 2023-2027; >100 kW, >2000s Isp target |
| 118463 | Facility effects on high-power Hall testing | TRL 2→3, 2022-2026; ground test validity for >100 kW |
| 156327 | PIC anomalous transport closure models | TRL 2→3, 2023-2027; multifidelity simulation |
Michigan covers the full Hall thruster stack: new shielding geometries, ultra-high thrust density, facility-effect corrections, and plasma physics modeling. Consistent PI team likely coordinated through the JANUS consortium.
RDRE academic cluster — 5 projects (feeds GCD RDRE TDM [158559])¶
| ID | Project | Lead Org | Focus |
|---|---|---|---|
| 118450 | Wave/mode structure in RDREs | UIUC | 5,870 views (highest in TX01); wave multiplicity physics; PM Hugh Perkins (GRC) |
| 158616 | Spray-detonation dynamics | Stanford | Detonation initiation + propagation in liquid spray, 2024-2026 |
| 118443 | Thermal management with generative design | UTSA | Heat loads in RDRE + laser diagnostics; 2022-2026 |
| 156358 | Experimental geometry optimization | Purdue | Variable-geometry modular RDRE; 2023-2027; MISLABELED TX01.4.3 NTP (see Issue 27) |
| 118450 | (see above) |
STRG→GCD pipeline: These 4-5 STRG academic projects provide the physics foundations for GCD RDRE TDM [158559] (MSFC+AFRL engineering program, $Xm, zero TechPort documents). PM Hugh Perkins (GRC) on [118450] = same propulsion center managing the GCD engineering program. UIUC [118450] with 5,870 views is the most-read TX01 STRG project — indicating strong interest from the RDRE engineering community.
NTP research survives TDM termination¶
The TDM NTP/NEP program was terminated December 2025 (see nuclear-propulsion-dual-termination.md). But STRG academic grants run to completion:
| ID | Lead | Focus | Period |
|---|---|---|---|
| 158683 | MIT | Liquid core NTP transient modeling | 2024-2028 |
| 158586 | UCSB | Refractory metal AM powders for SNP | 2024-2028 |
Both started Aug 2024, both end Aug 2028 — started and will complete AFTER TDM termination. The materials science knowledge base continues. Note: WPI [158508] (refractory powder production) in the TX12 section also explicitly targets NTP/NEP — three STRG academic grants survive the program-level termination.
Stanford spacecraft charging [156329] — 3,371 views (highest EP project)¶
"Modeling Spacecraft Charging Incident from the Effect of Background Plasma on Satellites with Electric Propulsion" — PI Sigrid Elschot, Stanford, 2023-2027, TRL 2→3. Computational model of background plasma interaction with EP-satellite surfaces. High views reflect industry concern: as EP-equipped constellations (Starlink, OneWeb, etc.) proliferate, plasma-induced surface charging becomes a practical reliability issue. This is the academic research foundation for a growing commercial problem.
Misclassifications in TX01 STRG¶
Three projects in the TX01.2.2/TX01.4.3 bins are misclassified: - 158665 "Project Tethys: Extracting Water from Martian Environment" (WPI) — filed under TX01.2.2 (Electrostatic Propulsion). Actually an ISRU project (Mars water extraction). txMismatch=Yes; ML correctly predicts TX07.1.3. → Issue 25 - 118459 "Beamed Microwave Energy Propulsion" (PSU) — filed under TX01.4.3 (NTP). Neither nuclear nor ISRU (ML: TX07.1.3, also wrong). Beamed energy propulsion = TX01.4.6 or TX01.4.2. txMismatch=Yes. → Issue 26 - 156358 "Optimization of Device Geometry for RDREs" (Purdue) — filed under TX01.4.3 (NTP). Clearly an RDRE project (TX01.3.4). No txMismatch flag shown despite clear error. → Issue 27
TX12: Materials & Manufacturing — 3 Clusters (30 projects)¶
The #1 STRG TX area. Sub-area breakdown reveals three distinct investment themes.
Cluster A: Additive Manufacturing Certification (~10 projects)¶
NASA is funding the academic foundations for certifying AM metal parts for flight. This is the bottleneck: AM can produce complex geometries, but flight qualification is not established.
| ID | Project | Lead Org | Focus |
|---|---|---|---|
| 156318 | IMQCAM (flagship, 5,348 views) | Carnegie Mellon | AM certification institute (TX12.4.1) |
| 118448 | AM fatigue prediction from porosity/roughness | Carnegie Mellon | Process→property linkage (TX12.2.2) |
| 156357 | In-situ acoustic emission monitoring (AM) | Georgia Tech | Defect detection during LENS printing (TX12.4.2) |
| 158508 | Refractory metal powder production | Worcester Polytechnic | Pre-alloyed powders for NTP/NEC (TX12.4.1) |
| 118497 | Robotic in-situ consolidation (thermoplastics) | UT Austin | Out-of-autoclave TPC manufacturing (TX12.4.2) |
| 156363 | Computational materials (refractory HEA) | Cornell | High entropy alloy discovery (TX12.1.2) |
| 158628 | Refractory bond coat / oxidation protection | UC Irvine | CrTaO4 coatings for rocket environments (TX12.4.1) |
| 158508 | Oscillatory magnetic field AM finishing | U Florida | Internal surface finishing for rocket nozzles (TX12.4.1) |
Notable: WPI refractory powder project [158508] explicitly mentions "nuclear thermal and electric propulsion" as target applications — continuing NTP materials research even after the TDM programs were terminated Dec 2025.
Notable: CMU has two separate STRG projects (IMQCAM institute + AM fatigue prediction), both in TX12 — the university with the deepest AM certification investment.
Cluster B: Lunar Dust Mitigation (5-6 projects)¶
A dedicated investment cluster responding to the Apollo lessons. Lunar dust is abrasive, electrostatic, and highly adhesive — a known threat to equipment longevity in sustained surface ops.
| ID | Project | Lead Org | Approach |
|---|---|---|---|
| 156318 | Doped-YSZ ceramic coatings | Embry-Riddle | Impact/wear-resistant coating (TX12.1.5) |
| 182221 | Bioinspired surface textures | U Arkansas | Anisotropic textures repelling dust (TX12.1.4) |
| 182204 | Hierarchical nanostructures (adhesion engineering) | UT Austin | Controlling adhesion to repel dust (TX12.1.4) |
| 182220 | Anisotropic structured surfaces | UCF | Electrostatic dissipative coating (TX12.1.4) |
| 182203 | Crumpled nano-ball coatings | UC Irvine | Deformable nanostructure coatings (TX12.1.4) |
Pattern: 4 of 5 lunar dust projects have IDs in the 182xxx range (2025 cohort) — NASA issued a specific solicitation for dust mitigation in ~2024-2025. All are TRL 2→3-4, ending 2028. The diversity of approaches (ceramics, bioinspired, nanostructures, electrostatics) suggests no consensus yet on the optimal solution.
Cluster C: In-Space Manufacturing (ISM) (5 projects)¶
Building the academic foundations for manufacturing structures in space — relevant to Artemis surface habitats and large space telescopes.
| ID | Project | Lead Org | Focus |
|---|---|---|---|
| 156340 | Modeling robotic deformation processing | MIT | Large structures via robotic incremental forming (TX12.4.1) |
| 156334 | Autonomous EHD inkjet printing for ISM | U Wisconsin-Madison | AI-controlled semiconductor printing (TX12.4.2) |
| 182205 | Weld-ASSIST (welding digital twin) | U Illinois Chicago | Digital twin for in-space welding (TX12.4.2) |
| 182219 | Lunar metal welding defect modeling | UT Dallas | Keyhole instability in lunar vacuum welding (TX12.4.2) |
| 158429 | Regolith AM feasibility | Rice University | ISRU-based additive manufacturing (TX12.4.1) |
Note: The EHD inkjet project [156334] (U Wisconsin) is related to SEADS [158773] in FO program (Intel/Fujifilm partnership). SEADS is the flight demo of EHD semiconductor printing that the Wisconsin work supports at the foundational level.
Other TX12 Notable Projects¶
- 118371 Grain Boundary Engineering of Thermoelectrics for RTGs — Northwestern, TX12.1.7. Using grain boundary engineering to improve thermoelectric efficiency for RTGs. Classified TX12 (Special Materials) not TX03 (Power) — cross-boundary. Active 2022-2026.
- 158653 Elastocaloric Refrigeration (Iowa State) — TX12.1.7, TRL 2→3, 2024-2027. This is a third elastocaloric project in TechPort (alongside Texas A&M [158568] + UIUC [158417] in TX14.X). Iowa State is classified as special materials (TX12); the other two as thermal management (TX14.X: Other). Same technology, human classifier split across two TX areas within the same solicitation. See tx14-thermal-management.md and field-completeness Issue 18.
- 118268 Hierarchically Tailorable Composites (UW-Madison) — TX12.1.1, TRL 2→3. Composite materials for large space telescopes and dimensionally stable structures. HWO-relevant.
TX09: EDL — Computational CFD, Not Hardware (24 projects)¶
TX09 is #3 in STRG active projects. The surprise: it's not parachutes or heat shields being built — it's computational simulation tools and models. Of 24 projects, ~13 are in TX09.4.5 (Integrated Modeling and Simulation for EDL).
Query: find_projects(program="STRG", technology_area="TX09", status="Active"), 24 results, snapshot 2026-04-04
Sub-area breakdown¶
| Sub-area | Projects | Focus |
|---|---|---|
| TX09.4.5 Integrated Modeling and Simulation | ~13 | CFD, turbulence modeling, hypersonic aero |
| TX09.3.1 Touchdown Systems | 3 | Autonomous landing algorithms |
| TX09.4.6 Instrumentation for EDL | 2 | Laser diagnostics, TPS sensors |
| TX09.2.1 Aerodynamic Decelerators | 2 | Parachute FSI (Stanford, UIUC) |
| TX09.1.1 Thermal Protection Systems | 2 | MHD entry plasma, intumescent ablators |
| TX09.3.2 Propulsion for Landing | 1 | Green propellant plume chemistry (UCF) |
Key clusters¶
Hypersonic turbulence/CFD cluster (~6 projects): UC Boulder dominates (3 projects: ACCESS consortium [118383], wall-modeled LES [156378], MHD entry plasma [158557]). Also USC hypersonic boundary layer [156375], MIT large-eddy simulation [156323], Colorado State / UT Austin thruster jet interaction [158405]. These are all computational tools for predicting aerothermal environments during entry.
ACCESS multi-university consortium [118383]: 5 universities (Colorado, UIUC, Kentucky, Minnesota, New Mexico) + 3 international (Oxford, NCAR-Bari, Italian Institute). Active 2021-2026. TRL 2→4. The flagship STRG investment in EDL simulation.
Plume-surface interaction (PSI) cluster (~4 projects): Johns Hopkins plume-surface thermal [118454], UC Berkeley thruster chemistry [156331], UIUC PSI dynamics [158654], Auburn crater formation [158007]. All studying how retropropulsion engines affect lunar/Mars regolith. Directly relevant to crewed lunar and Mars landers.
Taxonomy mismatch in TX09: Two projects are misclassified: - [158641] Stanford "Adaptive World Models for Space Robotics" — classified TX09.4.5 (EDL simulation) but is actually about ML-based robot world models for RPOD/surface robotics. Should be TX04 or TX10. - [156373] Georgia Tech "Image-Based Relative Navigation" — classified TX09.4.5 but is about visual RPOD navigation. Should be TX17.2.1.
TX07: ISRU — 5 Technology Tracks, 1 Mislabeled Propulsion Project (10 projects)¶
Query: find_projects(program="STRG", technology_area="TX07", status="Active"), 10 results, snapshot 2026-04-04
The 10 STRG active TX07 projects span a wide range of approaches to in-situ resource utilization. All are TRL 2→3. All share Deans/Nguyen as Program Director/Manager. The cluster runs across 5 genuine technology tracks plus one misclassified project.
| ID | Project | Lead Org | Track | Period | Notes |
|---|---|---|---|---|---|
| 158209 | Apollo Regolith Landing Pad Bricks | UTSA (HSI) | Thermochemical | 2024-2026 | 1,730 views; uses Apollo samples + simulants; PM Edmunson (MSFC); ends Jul 2026 |
| 118468 | Hollow Anode MRE for Lunar O2 | Caltech | Electrochemical | 2022-2026 | Faber lab; MRE at 1600°C; novel anode design; ends Jul 2026 |
| 158632 | H2 Plasma-Enhanced ISRU O2 | UIUC | Plasma | 2024-2028 | Sankaran; PM Engeling (JPL) |
| 118471 | Plasma-Photocatalytic CO2 Conversion | U Alabama Birmingham | Plasma | 2022-2026 | Nanofibrous membrane reactor; ends Aug 2026 |
| 158625 | Protonic-Ceramic Electrocatalysts (PCECs) | Columbia | Electrochemical | 2024-2028 | CO2+H2O → consumables; PM Hintze (KSC) |
| 158634 | Cyanobacteria for Mars Bioproduction | Georgia Tech | Biological | 2024-2028 | Peralta-Yahya; PM Roberson (KSC) |
| 156348 | Biological Regolith Augmentation (Mars Agriculture) | Texas A&M (MSI) | Biological | 2023-2027 | Howe; aeroponic + microbial soil enrichment |
| 156319 | Planetary Excavation Optimization | UCF (HSI) | Acquisition | 2023-2027 | Britt; low-gravity excavation methods |
| 158600 | Debris Salvage to Lunar Feedstock | Georgia Tech | Non-regolith | 2024-2028 | Lightsey; orbital debris → commodity metal; PM Reidy; unique concept |
| 158554 | PREHEAT (propulsion mislabeled TX07) | Cornell | ⚠️ Propulsion | 2024-2028 | Petro; NEP/SEP thrusters; txMismatch=Yes; ML TX01.2.2 correct; PM Johnson (JPL) |
Notable patterns:
Biological track: Two projects ([158634] Georgia Tech + [156348] Texas A&M) form the only explicitly biological ISRU cluster in TechPort. Both target Mars, both use engineered microorganisms, both are at TRL 2. PM Luke Roberson (KSC) on the cyanobacteria project — NASA's biomanufacturing expert signals institutional seriousness. If either reaches TRL 3, it would be NASA's first biological ISRU proof-of-concept.
Plasma track: Two plasma-based projects ([158632] H2 plasma + [118471] plasma-photocatalytic) share the non-thermal plasma approach for ISRU chemistry. Both target Mars atmospheric CO2 as feedstock. Different mechanisms — H2 plasma reduction vs. plasma-catalytic conversion — but same principle: use non-equilibrium plasma chemistry to drive ISRU reactions at lower energy than thermal approaches.
Debris-to-feedstock [158600]: Unique concept — does not use regolith. Instead, salvaged orbital debris is processed on the lunar surface into commodity metal feedstock (aluminum, steel, titanium) meeting purity standards for in-space manufacturing. Glenn Lightsey (Georgia Tech space systems) leads. Bridges orbital debris remediation and ISRU in a way no other project does. Low views (401) despite the innovative concept.
Issue 19 — PREHEAT misclassification: Cornell [158554] is a propulsion project (NEP/SEP electric thrusters). The "ISRU" connection is use of ISRU-derived propellant, but the technology being developed is the thruster. Human classifier focused on propellant source rather than technology class. ML correct. See field-completeness.md Issue 19.
Three closing in 2026: [158209] UTSA (July), [118468] Caltech (July), [118471] UAB (August) — three STRG TX07 projects end this year with no known follow-on. If results remain at TRL 3 with no Transitioned_To, they join the typical STRG academic output profile (knowledge + publications, no NASA mission application).
TX08: Sensors/Instruments — Astrophysics Detector Cluster (23 projects)¶
Query: find_projects(program="STRG", technology_area="TX08", status="Active"), 23 results, snapshot 2026-04-04 (session 79)
Expectation vs. reality: TX08 in SBIR and IRAD is dominated by Earth observation and remote sensing. In STRG, it is almost entirely astrophysics instrumentation — space telescope detectors, spectrometers, and enabling components for the next generation of space observatories. Only 2 projects have "Earth" as primary destination.
Sub-area breakdown¶
| Sub-area | Count | Character |
|---|---|---|
| TX08.1.1 Detectors and Focal Planes | 14 (61%) | KIDs, TES, SNSPDs, CMOS — astrophysics focal planes |
| TX08.1.3 Optical Components | 2 | UV gratings, fiber nulling for exoplanets |
| TX08.1.5 Lasers | 2 | PBL lidar (Earth), lunar power beam |
| TX08.3.4 Environment Sensors | 2 | Planetary aerosol + neuromorphic gas sensor |
| TX08.1.4 Microwave/mm/Submm | 1 | mm-wave acoustic filters (comms) |
| TX08.1.2 Electronics | 1 | Spintronics extreme-environment devices |
| TX08.1.6 Cryogenic/Thermal | 1 | Holey-Si thermopiles for ice giants |
| TX08.3.1 Field/Particle Detectors | 1 | Analog CMOS for radiation environments |
| TX08.X Other | 1 | Quantum sensing Earth climate institute |
TX mismatch rate: 5/23 (22%) — higher than SBIR (~4%), lower than NIAC (~50%). Most common error: classifying quantum or bio-sensing instruments as life support (TX06.3) or quantum comms (TX05.5.2).
Cluster A: Superconducting Detector Arrays (~9 projects)¶
The heart of the TX08 STRG portfolio is a coordinated investment in superconducting detector technologies feeding NASA's next-generation astrophysics observatories (HWO, PRIMA/Origins, X-ray probe).
KIDs for far-IR astronomy:
| ID | Lead | PI | Notes |
|---|---|---|---|
| 158553 | Caltech/JPL | Jonas Zmuidzinas | STRG NSTGRO fellowship, 2024-2028, TRL 2→3. Mid/far-IR KIDs targeting "3 orders of magnitude more sensitive than prior detectors." Zmuidzinas is the inventor of KID technology. |
| 156364 | UC Santa Barbara | — | MKID high-res spectrograph for space (TRL 2→3, 2023-2027). Multi-object spectrograph using 2D projection. |
| 158436 | U Chicago | — | mm-wave integral field spectrometer for line intensity mapping (TRL 2→3, 2024-2028). CMB/reionization science. Destination: outside solar system + Earth. |
[158553] is the critical connection to the far-IR probe ecosystem: Zmuidzinas is already Co-I on SAT [157590] (Hailey-Dunsheath/Bradford KIDs, the highest-TRL far-IR KID project). His STRG NSTGRO grant advances far-IR KID sensitivity as a graduate research fellowship — simultaneously, his group is funded through APRA (QCD-KID hybrid [157536]) and completed SAT [157590]. The Caltech/JPL far-IR team operates across three funding channels at once.
X-ray TES and radiation-hardened superconductors:
| ID | Lead | Notes |
|---|---|---|
| 156367 | U Wisconsin-Madison | X-ray TES for sounding rocket; IGM/CGM diffuse gas. TRL 2→3, 2023-2027. |
| 158655 | MIT | 3,720 views (highest in cohort). Radiation hardness study of superconducting detectors + electronics. TRL 2→4, 2024-2027. |
| 158492 | UT Dallas | 3,718 views (nearly tied). Transparent superconductors for SNSPDs — optical transparency without sacrificing sensitivity. TRL 2→3, 2024-2027. |
| 156365 | UC Irvine | Holey-Si thermopiles for planetary remote sensing; ice giants (Uranus/Neptune) down to 30K. TRL 2→3, 2023-2027. |
| 158668 | RIT | Radiation-hard CMOS for single-photon counting at room temperature. 1,242 views. TRL 2→4, 2024-2027. |
Why MIT [158655] and UT Dallas [158492] have 3,700+ views: Radiation hardness is the universally shared bottleneck for space deployment of any superconducting detector. Every KID, TES, and SNSPD program must qualify hardware against the space radiation environment. These two projects feed ALL astrophysics detector programs simultaneously.
Cluster B: Quantum and Novel Sensing (~5 projects)¶
| ID | Lead | Description |
|---|---|---|
| 158402 | UT Austin | Epitaxial vacuum cavities for chip-scale cold atom sensors (TRL 2→3, 2024-2028). Connects to cold-atom-quantum-sensing.md. Epitaxial growth replaces glass-blown cells — CubeSat-compatible manufacturing route. |
| 156317 | UT Austin | Quantum Pathways Institute — quantum sensing for Earth climate science (TRL 2→4, 2023-2028). 1,399 views. txMismatch (ML predicts TX05.5.2 quantum comms). |
| 158385 | U Maryland | NV-NMR biosignature detector — NV centers in diamond + hyperpolarization + microfluidics for single-cell life detection (TRL 2→3, 2024-2028). txMismatch (ML: TX06.3.1 medical). |
| 158010 | NYU | 3D DNA nanomaterials for space biosensors — Watson-Crick base pairing for highly selective molecular recognition (TRL 2→3, 2024-2028). Destination: Earth only. |
UT Austin cluster: UT Austin appears THREE times in TX08 STRG ([158402], [156317], [158471]), plus [118446] in TX17 and [118497] in TX12. The university has one of the broadest STRG cross-area footprints in this portfolio.
Biosignature detection: [158385] (NV-NMR) and [158010] (DNA nanomaterials) form a small cluster of novel life-detection sensor investments. Both TRL 2→3, pre-mission concept. Not connected to any active flight program in TechPort — speculative future capability building.
Other Notable Projects¶
| ID | Lead | Description |
|---|---|---|
| 158623 | U Michigan | Self-guiding laser + particle beam for lunar power transfer (TRL 2→3, 2024-2028). Filed under TX08.1.5 (Lasers) but application is power distribution — connects to lunagrid-power-ecosystem.md. |
| 118317 | CU Boulder | Photon-counting lidar for planetary boundary layer water vapor (TRL 2→3, 2022-2026). One of only 2 Earth-primary TX08 STRG projects. |
| 118312 | Ohio State | Dual-aperture fiber nulling for exoplanet spectroscopy (TRL 2→3, 2022-2026). Fills observational gap between transit spectroscopy and direct imaging. |
| 118437 | U Iowa | EBL/KOH UV gratings for next-gen space telescopes (TRL 2→3, 2022-2026). UV channel supply chain for HWO. |
Cross-Program Connections¶
- Far-IR probe (PRIMA/Origins): [158553] Zmuidzinas NSTGRO + [156364] UCSB MKID spectrograph + [158436] U Chicago mm-wave IFS → see far-ir-probe-ecosystem.md
- Radiation hardness: MIT [158655] and UT Dallas [158492] are the highest-viewed projects — cross-cutting enablers for all astrophysics detector programs
- Cold atoms: UT Austin [158402] chip-scale cold atom sensors → see cold-atom-quantum-sensing.md
- Lunar power: U Michigan [158623] laser power beaming filed under TX08 → see lunagrid-power-ecosystem.md
- TRL ceiling: All 23 projects TRL 2→3 except three outliers targeting TRL 4. The SAT and SBIR programs must carry maturation from TRL 4→7+; STRG builds only the academic foundation.
TX06: Life Support & Habitation — Human Health Research, Not ECLSS Hardware (16 projects)¶
Query: find_projects(program="STRG", technology_area="TX06", status="Active"), 16 results, snapshot 2026-04-04 (session 80)
Expectation vs. reality: Expected water processors, CO2 removal hardware, atmosphere management systems. Reality: human health research dominates — wearable diagnostics, biomanufacturing, biomedical countermeasures. TX06.3.1 Medical Diagnosis is the largest sub-area (5/16 = 31%). STRG funds academic foundations for crew health management; MCO funds the operational hardware NASA centers deploy. Compare tx06-life-support-eclss.md for the MCO ECLSS counterpart.
Sub-area breakdown¶
| Sub-area | Count | Character |
|---|---|---|
| TX06.3.1 Medical Diagnosis and Prognosis | 5 (31%) | Wearable diagnostics, muscle tracking, drug production |
| TX06.1.2 Water Recovery and Management | 3 (19%) | Novel chemistry + microbial monitoring |
| TX06.2.1 Pressure Garment | 2 (13%) | Spacesuit augmentation + thermoregulation modeling |
| TX06.1.1 Atmosphere Revitalization | 1 (6%) | 3D-printed zeolite CO2 sorbent |
| TX06.1.4 Habitation Systems | 1 (6%) | Kalanchoe biomanufacturing (mislabeled — see Issue 29) |
| TX06.3.3 Behavioral Health and Performance | 1 (6%) | Space architecture passive countermeasures |
| TX06.3.7 Transformative Health Concepts | 1 (6%) | Plant growth substrates (food production) |
| TX06.4.1 Air/Water/Microbial Sensors | 1 (6%) | VOC-based microbial contamination monitoring |
| TX06.5.2 Radiation/Biological Countermeasures | 1 (6%) | GCR effects on cortical networks |
All 16 projects: TRL 2→3. Three cohorts: 2022-2026 (4 projects), 2023-2027 (6 projects), 2024-2028 (6 projects). Deans/Nguyen PM team across all.
In-space biomanufacturing cluster — 3 projects (19%)¶
The most unexpected and coherent cluster in STRG TX06: three independent groups developing biological platforms for on-demand pharmaceutical production in space. Shared premise: a 3-year Mars mission cannot carry a sufficient pharmacy, and drugs degrade under radiation. Solution: engineer organisms to synthesize therapeutics in-flight.
| ID | Lead | Organism | Approach |
|---|---|---|---|
| 156323 | U Florida (Amor Menezes PI) | E. coli, P. putida, lettuce | Genetic circuits regulate pharmaceutical output in response to dynamic space conditions (radiation, microgravity). Most controllable; bacteria offer fastest production cycles but highest contamination risk. 679 views. 2023-2027. |
| 158621 | UC Davis (Karen McDonald PI) | Duckweed (Lemna japonica) | CRISPR-modified aquatic plant expressing ActRIIB-Fc — prevents muscle atrophy and bone density loss from microgravity. Dual-purpose: food + drug. Destinations: Moon, Mars, LEO. 425 views. 2024-2028. |
| 156369 | U Michigan (Libo Shan PI) | Kalanchoe laetivirens ("Mother of Thousands") | Succulent produces hundreds of clonal plantlets via asexual reproduction → self-replicating pharmacy. Antibodies, peptides, vaccines via Agrobacterium transformation. Drought-tolerant, fits existing space plant growth hardware. 662 views. 2023-2027. |
Three platform strategies competing for the same niche: - Bacteria (UF): fastest production, most controllable, highest contamination risk - Aquatic plant (UC Davis): photosynthetic, dual food/drug, targets the most space-specific need (ActRIIB muscle atrophy countermeasure) - Succulent (Michigan): drought-tolerant = low water use; asexual reproduction enables self-sustaining pharmacy without Earth resupply
Connection to STRG TX07 biological ISRU: TX07 also has a biological cluster ([158634] Georgia Tech cyanobacteria + [156348] Texas A&M) targeting food/O₂ production from regolith. Both TX06 and TX07 bio clusters represent NASA STRG's bet on synthetic biology as life support infrastructure — pharmaceuticals (TX06) vs. food/O₂ (TX07). Together: 5 projects.
Connection to BLiSS: BLiSS [157839] (MCO) integrates plants, microbes, and crew in a 4-stage bioregenerative concept but does not currently include pharmaceutical biosynthesis. The STRG biomanufacturing cluster is the academic foundation for a potential future BLiSS pharmaceutical module.
Water recovery cluster — 3 projects¶
| ID | Lead | Approach | End date |
|---|---|---|---|
| 118466 | CU Boulder | Distillation + reverse osmosis hybrid — reduces mass vs. current urine processing | Jul 2026 |
| 118467 | Stanford | Electrochemical urine nitrogen recovery — recovers waste ammonia-N as a usable commodity | Aug 2026 |
| 158487 | Montana State (Bozeman) | Electrochemical impedance sensors for biofilm detection in water processors — prevents clogging before failure | 2028 |
Two closing mid-2026: [118466] and [118467] end July–August 2026 with no visible pipeline to MCO. STRG water research and MCO operational hardware (UWMS TRL 7-8) are separated by a decade of maturation with no formal escalation mechanism in TechPort.
ECLSS hardware bridge — 1 project¶
158412 NC State (Sajjad Bigham PI): "Novel, Nature-Inspired, 3D-Printed Zeolite Topologies for Selective Carbon Capture"
TRL 2→3 | 2024-2028 | 614 views | Destinations: Moon, Mars, LEO
The only STRG TX06 project with a traceable connection to an operational NASA ECLSS subsystem. Current 4BCO2 scrubber uses randomly packed 2mm zeolite beads with three problems: gas maldistribution (preferred pathways reduce CO2 uptake), poor thermal management during regeneration, and low volumetric efficiency.
Solution: bioinspired bronchial-tree geometry printed by robocasting — monolithic 3D topology replaces random packing. Benefits: uniform gas flow, better heat transport, higher CO2 sorption capacity, better mechanical stability. Fundamental research needed on zeolite manufacturing and sorption physics before geometry optimization.
Direct ECLSS pipeline: Improved zeolite sorbent geometries could replace packed-bed canisters in the 4BCO2 scrubber. No MCO or GCD project is funding this at TRL 2 — NC State is the upstream feeder for a potential future ECLSS upgrade.
Human health monitoring cluster — 3 projects¶
| ID | Lead | Technology | Notes |
|---|---|---|---|
| 158640 | CU Boulder | Wearable ultrasound VGE detection | Venous gas emboli during EVA — decompression sickness indicator. 412 views. |
| 158759 | Ohio State | RESCUE: real-time wearable muscle geometry tracking | Continuous ultrasound-based muscle volume monitoring for microgravity atrophy. 613 views. |
| 156368 | UMass Lowell | 3D hiPSC cortical tissue model for GCR effects | Human brain organoid for screening radiation countermeasures. TX06.5.2. 425 views. |
EVA/Spacesuit cluster — 2 projects¶
| ID | Lead | Approach | Notes |
|---|---|---|---|
| 156352 | MIT | SuperLimbs: wearable robotic extra limbs integrated with spacesuit | Filed TX06.2.1 (Pressure Garment); ML correctly predicts TX04.4.1 (Robotics). Issue 29 — see field-completeness.md. 630 views. |
| 118465 | Texas A&M | Human thermoregulation modeling for EVA LCVG design | Computational model for optimizing liquid cooling/ventilation garment given spaceflight-altered physiology. Ends Jul 2026. 616 views. |
Other notable projects¶
- 118464 MIT space architecture for behavioral health (TX06.3.3): Transdisciplinary design framework for passive behavioral health countermeasures through habitat layout. 674 views. Ends Nov 2026.
- 156349 ULafayette plant growth substrates (TX06.3.7, 804 views — highest in cohort): Polyacrylamide hydrogel substrates replacing arcillite for space agriculture. Hydrogels are >99% water by volume → mass reduction at food-production scales. PI: Karl Hasenstein. Testing with radish. ISS-compatible path. ML correctly predicts TX06.3.5 (Food and Nutrition) over filed TX06.3.7.
- 158603 Texas A&M sensorimotor docking simulator (TX06.3.1): Vestibular perturbation training simulator for post-spaceflight docking rehabilitation. 393 views (lowest in cohort).
- 156353 Georgia Tech microbial VOC monitoring (TX06.4.1): VOC-based chemosensor detecting microbial metabolites for continuous in-flight air quality monitoring. 470 views.
STRG TX06 vs. MCO TX06 — complementary layers¶
| Feature | STRG TX06 (16 projects) | MCO TX06 (49 projects) |
|---|---|---|
| TRL range | All TRL 2→3 | TRL 6-8 (operational targets) |
| Institutions | Universities | NASA centers + industry |
| ECLSS hardware | 1 project (NC State zeolite CO2) | Full ECLSS systems (UWMS, OGA, AMCHX) |
| Biomanufacturing | 3 academic concept projects | 0 direct equivalents |
| View counts | 393–804 | 1,000–5,000+ (UWMS 5,250) |
STRG TX06 is the 10-15 year academic feedstock layer for crew health technology. The view count gap (STRG peaks at 804 vs. MCO operational hardware at 5,250) reflects the community's stronger attention on engineering hardware than academic foundations.
Taxonomy mismatch¶
Issue 29: 156352 MIT SuperLimbs — filed TX06.2.1 (Pressure Garment). The technology being developed is a wearable robotic system (TX04.4.1), not a pressure garment. The spacesuit integration context led a human to classify it under TX06; ML correctly predicts TX04. See field-completeness.md Issue 29.
TX17: Guidance, Navigation & Control (9 STRG active projects)¶
TX17 = Guidance, Navigation & Control (GN&C). Globally 400 projects across 32 programs; see tx17-gnc.md for full portfolio. The 9 STRG active projects are the academic research tier of a much larger investment area. All 9 STRG active TX17 projects are:
- TX17.2.1 Onboard Navigation Algorithms: 8 projects
- TX17.1.1 Guidance Algorithms: 1 project
Query: find_projects(program="STRG", technology_area="TX17", status="Active"), 9 results, snapshot 2026-04-04
| ID | Project | Lead Org | Focus |
|---|---|---|---|
| 156363 | Bayesian uncertainty propagation for icy moons | UC San Diego | Europa/Enceladus navigation (TX17.2.1) |
| 158590 | Neural Radiance Fields for spacecraft nav | Georgia Tech | NeRF-based autonomous navigation (TX17.2.1) |
| 118456 | Closed-form collision avoidance | Stanford | Multi-spacecraft passive safety (TX17.2.1) |
| 118446 | Low-thrust many-revolution trajectory optimization | UT Austin | Computationally efficient low-thrust planning (TX17.2.1) |
| 156371 | Efficient uncertainty quantification (LCA) | CU Boulder | Linear Covariance Analysis 1000× faster than MC (TX17.2.1) |
| 118432 | High-frequency state estimation via event cameras | UT Austin | Event-based sensors for real-time nav (TX17.2.1) |
| 118445 | Robust trajectory optimization with thruster failures | CU Boulder | Statistical thruster failure models (TX17.2.1) |
| 158622 | Spacecraft rendezvous in multi-body environments | Purdue | Cislunar RPOD in multi-body gravity (TX17.2.1) |
| 158624 | Robust spacecraft guidance under uncertainty | CU Boulder | Chance constraints, cislunar trajectories (TX17.1.1) |
Pattern: CU Boulder has 3 TX17 projects. UT Austin has 2. All are computational/algorithmic — no hardware. All are TRL 2→3. Focused on: autonomous cislunar navigation, multi-body gravity (icy moons, cislunar), event-based sensors, robust optimization under uncertainty.
Note: The CARMEL project [184634] (GCD, TX10.4.3) has an ML prediction of TX17.2.1 — a human classified it as operational assurance but the ML sees it as navigation algorithms. This reflects a real ambiguity (CARMEL's reference mission involves autonomous navigation certification).
TX05: Communications & Navigation — Orbital Debris Cluster Dominates (6 projects)¶
Query: find_projects(program="STRG", technology_area="TX05", status="Active"), 6 results, snapshot 2026-04-04 (session 80)
Expectation vs. reality: Expected optical comms algorithms, network protocols, quantum comms theory. Reality: orbital debris mitigation (3/6 = 50%) is the dominant theme — not communications. TX05 contains the debris sub-area (TX05.6.3), and STRG is funding three independent academic approaches to the debris problem.
Sub-area breakdown¶
| Sub-area | Count | Character |
|---|---|---|
| TX05.6.3 Orbital Debris Mitigation | 3 (50%) | Metamaterial deorbit, dust cloud avoidance, laser removal |
| TX05.5 Revolutionary Communications | 1 (17%) | Subwavelength integrated photonics for harsh environments |
| TX05.4.2 Revolutionary PNT Technologies | 1 (17%) | Quantum optimal photonic processing |
| TX05.1.6 Optimetrics | 1 (17%) | AR&D optical maneuver detection — mislabeled TX04.5.2 |
Orbital debris cluster — 3 projects (already in tx05-comms-nav.md)¶
These three were identified in session 65 as the STRG debris spectrum (track→avoid→remove). Full analysis in tx05-comms-nav.md; brief summary here:
| ID | Lead | Approach | Views | Notes |
|---|---|---|---|---|
| 158717 | Auburn | Metamaterial particles that change albedo/charge → improve trackability of sub-10cm debris | 814 | Mar 2024–Feb 2027 |
| 156380 | Virginia Tech | Just-in-time collision avoidance via targeted dust cloud deployment from orbital platform | 1,345 | Oct 2023–Oct 2026 |
| 156377 | West Virginia U | Reconfigurable space-based laser network for rapid debris removal | 1,386 (highest in TX05 STRG) | Oct 2023–Oct 2026; txMismatch (ML: TX08.1.5 Lasers — borderline; TX05.6.3 correct for application) |
View counts (1,345–1,386) far exceed the TX06 cohort range (393–804) — the orbital debris problem has broader community attention than life support research.
Comms/photonics — 2 new projects¶
| ID | Lead | Technology | Notes |
|---|---|---|---|
| 156343 | Vanderbilt | Deep subwavelength integrated photonics PICs for harsh environments | Enables radiation-hard, thermally stable PICs for space optical comms and sensing. TX05.5 Revolutionary Comms. 463 views. 2023-2027. |
| 156355 | U Arizona | Quantum optimal photonic processing — quantum computation applied to photonic state encoding | General encoding scheme for photonic quantum states to physical quantum memories. TX05.4.2 filed; ML predicts TX05.5.2 Quantum Comms. 702 views. 2025-2027 (short 2.5yr grant). |
[156355] U Arizona is the most conceptually distant STRG project in TX05 — quantum information theory applied to communications. "Orders of magnitude improvement over current communications and sensing technologies" if photonic optimal receivers are realized. TRL 2→3 is extremely early for quantum comms. Connects to the DSQL project documented in tx05-comms-nav.md (JPL quantum link, 10-year horizon).
Mismatch¶
Issue 30: 118518 UT Austin — filed TX05.1.6 (Optimetrics). The project is about autonomous rendezvous and docking using optical maneuver detection algorithms — RPOD (TX04.5.2). The "optical" in the title caused a human to file it under TX05 (optical = comms context). ML correctly predicts TX04.5.2. See field-completeness.md Issue 30. Ends Aug 2026.
TX11: Software/Computing — Nearly Absent (3 projects, 1.5%)¶
Query: find_projects(program="STRG", technology_area="TX11", status="Active") — 3 results, snapshot 2026-04-04 (resolved session 82)
Only 3 active STRG projects in TX11 — and all 3 have txMismatch=Yes. The surprise: none are "software" in the traditional computing sense. All are mission analysis tools or astrodynamics algorithms.
| ID | Project | Lead | Sub-area | End |
|---|---|---|---|---|
| 118462 | Keyhole-Based Planetary Defense Impact Risk Assessment | UIUC | TX11.3.3 Model-Based Systems Eng. | Aug 2026 |
| 118386 | Numerical Methods for Distributed Spacecraft Coverage | UT Austin | TX11.5.1 Mission Architecture Tools | Jul 2026 |
| 118457 | Rapid Computational Methods for DSM Coverage Analysis | UCF | TX11.5.1 Mission Architecture Tools | Jul 2026 |
What they actually are: - [118462] UIUC is a planetary defense project — keyhole corridor analysis for asteroid deflection trajectory design. Classified TX11 because it builds trajectory software; substantively TX05.6 (planetary defense/orbital debris) or TX09 orbital dynamics. - [118386] and [118457] are competing satellite coverage analysis algorithms — near-identical problem statement (fast numerical methods for distributed spacecraft spatiotemporal coverage), different institutions. Both TX11.5.1. Views 579 vs 411 — similar interest levels. Either a deliberate competition or parallel funding of the same gap.
Key insight: STRG TX11 = astrodynamics and mission analysis tools, not general computing or AI/ML. The near-absence of TX11 in STRG confirms that: 1. NASA's STRG doesn't fund general software research (NSF domain) 2. Astrodynamics algorithms end up classified TX11 only when they're framed as "tools/methodologies" rather than physics (TX09) or GN&C (TX17) 3. All 3 projects' txMismatch=Yes means the human TX11 classifications are likely wrong — the ML probably assigns them to TX09, TX17, or TX05
All three end mid-2026 with no visible follow-on.
Cross-reference: TX11 Software page documented the AI/ML valley of death at TRL 6→7 — STRG's near-zero presence confirms academic AI/ML research has no formal STRG pathway to NASA flight software validation.
Cross-Cutting Observations¶
STRG = Computation First, Hardware Second¶
Across all TX areas, STRG's active portfolio skews toward simulation tools, algorithms, and modeling frameworks rather than hardware prototypes. This is visible in: - TX09: ~13/24 in "Integrated Modeling and Simulation" sub-area - TX12: 5-6 in "Computational Materials" and "Digital Transformation Technologies" sub-areas - TX17: 9/9 are pure algorithm research
This reflects the academic constraint: universities can build models and algorithms; hardware development requires infrastructure SBIR and industry partners provide.
Elastocaloric Bets: 3 Universities, 2 TX Areas¶
| ID | Lead | TX | Notes |
|---|---|---|---|
| 158568 | Texas A&M | TX14.X: Other Thermal Mgmt | STRG, TRL 2→4, Jan 2024–Jan 2027 |
| 158417 | UIUC | TX14.X: Other Thermal Mgmt | STRG, TRL 2→4, Jan 2024–Jan 2027, txMismatch=Yes (ML→TX12) |
| 158653 | Iowa State | TX12.1.7 Special Materials | STRG, TRL 2→3, Mar 2024–Feb 2027, txMismatch=Yes (ML→TX14) |
Three bets on elastocaloric (solid-state mechanocaloric) cooling, classified under two TX areas. Texas A&M and UIUC framed as cooling systems (TX14); Iowa State framed as advanced materials (TX12). ML resolves in opposite directions — UIUC flagged mismatch toward TX12, Iowa State toward TX14. The txMismatch flags pointing in opposite directions confirm this is a genuine human framing ambiguity, not a clear-cut error. Texas A&M and UIUC also target TRL 4 (plan hardware demo), while Iowa State targets only TRL 3 (materials study). All three view counts are anomalously high (1,328–1,385): solid-state cooling without refrigerants has broad appeal.
Synthetic Biology: A 5-Project Cross-Area Portfolio Bet¶
STRG contains 5 synthetic biology projects split across two TX areas:
TX06 — Pharmaceutical biomanufacturing (3 projects): - 156323 UF: E. coli/P. putida + lettuce — genetic circuits for pharmaceutical production - 158621 UC Davis: CRISPR duckweed (Lemna japonica) — ActRIIB-Fc for muscle atrophy - 156369 Michigan: Kalanchoe "Mother of Thousands" succulent — self-replicating pharmacy
TX07 — Biological ISRU and food production (2 projects): - 158634 Georgia Tech: Cyanobacteria for Mars bioproduction (O₂ + feedstocks from CO₂) - 156348 Texas A&M: Microbial soil enrichment for Mars aeroponic agriculture
These 5 projects constitute an emergent synthetic biology portfolio: TX07 = food and O₂ from biology; TX06 = drugs from biology. Same philosophy — use engineered organisms as life support infrastructure — applied to two different resource gaps. All TRL 2→3. No explicit coordination visible in TechPort (different PMs: TX06 = Settles/Orourke; TX07 = Roberson/KSC). But the co-investment reflects an implicit NASA STRG bet that biology is a viable engineering path for deep-space self-sufficiency.
See also: bliss.md for the MCO bioregenerative system concept (integrates plants/microbes for water + O₂, currently separate from the pharmaceutical track).
Refractory Metal AM: An Implicit NTP Materials Pipeline¶
WPI's refractory powder production project [158508] explicitly targets NTP and NEP propulsion systems — even though both TDM NTP/NEP programs were terminated Dec 2025 (see nuclear propulsion surprise). STRG continues funding the materials science foundations even after the program-level investment ended. This is either: - Pre-competitive materials research with dual-use potential (e.g., for SBIR companies), OR - A lag artifact — the grant was awarded before Dec 2025 terminations and runs to 2028
Program-Level Escalation Pathways (added session 82)¶
Expectation: STRG academic grants would have clear pipeline links to GCD/MCO/SBIR. Reality: pathways are largely inferred from PM names and center affiliation — TechPort has no formal STRG→GCD citation mechanism.
Two structural mechanisms carry STRG TRL 2-3 results forward:
Track 1 — STRG physics → GCD engineering (shared PM center):
The most traceable pathway. PM name is the primary evidence of intentional pipeline:
| STRG Cluster | Key Example | Evidence | Downstream Program |
|---|---|---|---|
| RDRE physics | UIUC [118450] (5,870 views) | PM Hugh Perkins (GRC) = same center managing GCD RDRE TDM [158559] | GCD TDM [158559] (MSFC+AFRL integrated system) |
| PSI / plume-surface | JHU [118454], Auburn [158007], Berkeley [156331] | Topic alignment to GCD SCALPSS/STRATFI lander programs | GCD lunar EDL (SCALPSS TRL 7, STRATFI commercial) |
| TX06 zeolite CO2 | NC State [158412] (NC State → bronchial-tree 3D zeolite) | Only STRG project with traceable ECLSS subsystem line (4BCO2 scrubber) | MCO ECLSS (no formal link — relies on independent discovery) |
| TX07 cyanobacteria | Georgia Tech [158634] | PM Luke Roberson (KSC) = NASA's biomanufacturing PM | Potential future GCD/TDM (no TRL 4+ biological ISRU program exists yet) |
Track 2 — STRG component/material → SBIR or SAT qualification:
| STRG Cluster | Key Example | Mechanism | Downstream |
|---|---|---|---|
| Far-IR KID detectors | Zmuidzinas NSTGRO [158553] + radiation hardness MIT [158655] | Academic groundwork → SAT grants (Bradford TRL 4→6, [157590]) → CT4LT HWO maturation | SAT → CT4LT → HWO instrument |
| AM certification | CMU IMQCAM [156318] (5,348 views = #1 STRG TX12) | Certification standards framework → SBIR companies seeking flight qual | SBIR AM companies |
| Dust mitigation 182xxx cohort | 4 projects (2025) | Novel approaches → SBIR companies providing Artemis surface hardware | GCD/SBIR surface systems |
| TX12 ISM welding | U Chicago [182205], UT Dallas [182219] | Digital twins for in-space welding → Lockheed ISAM Joining Demos [156390] and MSFC laser welding | TDM ISAM [156390] |
What's NOT escalating (weak or absent pathways):
- TX11 Software (3 projects): Too abstract; no GCD/MCO equivalent at TRL 4+. AI/ML research lacks a formal STRG→flight-software path.
- TX17 GN&C algorithms: CU Boulder (3 projects), UT Austin (2) — all TRL 2→3 computational. No GCD navigation pick-up documented. Knowledge goes to publications.
- TX10 Autonomy (6 projects): Academic fault-resilience and behavior research. MCO/GCD operate autonomy at TRL 6-8 (EIOAR, CARMEL) independently.
- TX05 Debris mitigation (3 projects): No MCO/GCD debris "engineering" equivalent — orbital debris is managed operationally (CARA, USSF), not via GCD tech programs.
- TX06 Biomanufacturing pharma cluster (3 projects): The most ambitious STRG bet with the weakest escalation path. No NASA equivalent at TRL >2 for space pharmaceutical production. If these 3 projects reach TRL 3, there is no waiting GCD program to receive them — a new program would need to be created.
Structural limitation — TechPort visibility gap:
STRG grants cannot record Transitioned_To during their active period. The escalation analysis is PM-name based, not TechPort-structure based. The real pipeline from STRG paper → SBIR solicitation → GCD pick-up is largely invisible in TechPort. This is one of the three undercount mechanisms documented in outcome-tracking.md.
The biological cluster as structural outlier:
The 5-project synthetic biology portfolio (3 pharma in TX06 + 2 ISRU in TX07) is the only STRG cluster that targets a fundamentally new engineering capability with no current higher-TRL equivalent. All other clusters (RDRE, AM, detectors, EP) have a GCD or SAT program already operating at TRL 4+. Biology-based life support does not. This makes the synthetic biology cluster both the most ambitious and the highest-risk STRG bet — it requires creating a new program track, not just feeding an existing one.
Institution Concentration (added session 82)¶
| University | Active STRG Projects (est.) | Primary TX Areas |
|---|---|---|
| University of Michigan | 5+ | TX01 EP exclusively (Hall thruster dynasty) |
| CU Boulder | 5 | TX09 CFD (ACCESS) + TX17 nav algorithms (3) + TX08 |
| UT Austin | 4–5 | TX17 + TX08 quantum sensing + TX12 AM |
| Georgia Tech | 4 | TX01 JANUS + TX07 bio ISRU + TX09 + TX17 |
| Carnegie Mellon | 2 | TX12 AM certification (IMQCAM + fatigue) |
| Texas A&M | 2+ | TX06 bio pharma + TX07 ISRU + TX14 elastocaloric |
| Stanford | 2+ | TX01 RDRE spray dynamics + TX17 + TX09 |
Patterns: Michigan has the most concentrated STRG presence (all EP) — consistent with their historical Hall thruster dominance. CU Boulder is most prolific across TX areas (CFD + GN&C). Georgia Tech is most cross-cutting (propulsion + ISRU + navigation). CMU is the deepest single-topic investment (AM certification is their explicit specialization).
No HBCU or MSI has a major STRG presence in the active portfolio — STRG MSI/HSI representation comes primarily from TX07 (UTSA [158209] HSI for Apollo regolith bricks; Texas A&M [156348] MSI for ISRU agriculture) and TX09 (University of New Mexico in the ACCESS consortium). The synthetic biology pharma cluster has no MSI lead PIs despite the medical/health research framing.
TX03: Power — PSR Power Access (13 projects)¶
Query: find_projects(program="STRG", technology_area="TX03", status="Active") — 13 results, snapshot 2026-04-04
Organizing theme: Permanently Shadowed Regions (PSRs) are the central challenge. All 4 183xxx cohort projects (May 2025, Deans/Nguyen PM) explicitly target PSR power access. The pre-183xxx projects converge on the same constraint from different angles: radiation-hard solar cells for outer-planet/cislunar missions, cryogenic power electronics for extreme cold, laser power beaming into shadow.
Cluster breakdown¶
| Cluster | Count | Projects | Character |
|---|---|---|---|
| Solar PV advancement | 3 | UIUC [158490], U Arizona [158435], Stanford [183693] | Radiation hardness, perovskite fragility, solar reflectors into PSR |
| Laser power beaming | 2 | UCSB Moonbeam [118528], RIT receivers [118529] | Beam from sunlit ridge into shadow; both ending 2026 |
| Power electronics | 3 | Clemson [118479], UT Austin [156362], UC Berkeley [183700] | Cryogenic semiconductors, integrated magnetics, piezoelectric conversion |
| Energy storage | 1 | UT Austin [156322] | Wide-temperature Li-ion battery chemistry |
| PSR-enabling exotic | 4 | U Chicago [183685], UC Berkeley [118498], CSM [183711], CU Boulder [118460] | Superconducting cable, thermionic/NEP, SOFC fuel storage, touchless charge sensing |
Full project list:
| ID | Institution | Sub-area | TRL | Views | What |
|---|---|---|---|---|---|
| 183685 | U. Chicago | TX03.3.2 | 2→3 | 582 | Oxychalcogenide superconducting cables for PSR power distribution; txMismatch→TX07.1.1 |
| 183711 | Colorado School of Mines | TX03.2.2 | 2→3 | 569 | Stimulus-responsive adsorbents for SOFC O₂/CH₄ fuel delivery in PSRs; txMismatch→TX07.1.3 |
| 183700 | UC Berkeley | TX03.3.3 | 2→3 | 570 | Piezoelectric power conversion — radiation-hard, cryogenic |
| 183693 | Stanford | TX03.1.1 | 2→3 | 568 | Lightweight deployable solar reflectors to redirect sunlight into PSRs |
| 118479 | Clemson | TX03.3.3 | 3 | 660 | Cryogenic power semiconductors for solar-powered systems surviving lunar night; only TRL 3 project in TX03 cohort |
| 118498 | UC Berkeley | TX03.1.4 | 2→3 | 445 | Thermionic energy conversion modeling for nuclear electric propulsion; ends Aug 2026 |
| 118528 | UCSB | TX03.2.3 | 3→5 | 1579 | Project Moonbeam — directed energy laser power beaming for PSR access; TRL 3→5 target; ends May 2026; PI Philip Lubin; PM Geoffrey Landis (GRC); Boeing-Spectrolab (LPV cells) + Intuitive Machines (future lunar demo, not in TechPort orgs) + nLight (laser hardware); ~20% end-to-end at >1km; thermal battery waste heat capture; quad chart read session 84 |
| 118529 | Rochester Institute of Technology | TX03.1.5 | 2→3 | 667 | High-efficiency laser power beaming receivers for PSR exploration; txMismatch→TX08.1.5 (ML sees laser receiver as sensor); ends Jul 2026 |
| 118460 | CU Boulder | TX03.2.4 | 2→3 | 445 | Touchless charge sensing of neighboring spacecraft for safe rendezvous/docking in cislunar; txMismatch→TX09.4.5; ends Aug 2026 |
| 156322 | UT Austin | TX03.2.1 | 2→3 | 692 | Wide-temperature range Li-ion batteries: electrode/electrolyte chemistry for −60°C to +60°C operation |
| 156362 | UT Austin | TX03.3.3 | 2→3 | 680 | On-chip magnetic materials (inductors/transformers) for miniaturized power converters |
| 158435 | U. Arizona | TX03.1.1 | 2→3 | 414 | Polymer nanofiber-reinforced perovskite solar cells — addressing fragility of thin-film PV for space |
| 158490 | UIUC | TX03.1.1 | 2→3 | 1618 | Strain-balanced superlattices for radiation-hard inverted metamorphic multi-junction solar cells; 1,618 views = highest in TX03 |
Key findings¶
Philip Lubin — directed energy ecosystem. Project Moonbeam [118528] (STRG TX03, laser power beaming for lunar PSRs, TRL 3→5, ends May 2026) is by Philip Lubin (UCSB) — the same PI as NIAC Phase III "PI Defense" [158596] (planetary defense via bolide pulverization) and diffractive solar sailing context. Lubin's underlying platform is a modular, scalable directed energy array that he applies to multiple mission contexts: power beaming, planetary defense, and propulsion. The STRG Moonbeam result feeds the same laser hardware ecosystem as the NIAC defense work. Cross-reference: pi-defense.md, diffractive-solar-sailing.md.
Geoffrey Landis — cross-program power extremes connector. Moonbeam's PM is Geoffrey Landis (GRC). Landis is also co-investigator on TRC [158706] (NIAC, outer planet power via thermoradiative cell, RIT/GRC). These are completely different power problems — lunar PSR laser beaming vs. outer solar system radioisotope power — but both address the same meta-challenge: delivering power to environments with no viable sunlight. Landis bridges the two domains as the GRC power-extremes research coordinator. See topics/outer-planet-access.md.
UIUC radiation-hard solar cells [158490] — 1,618 views. Strain-balanced superlattices to maintain lattice coherence in inverted metamorphic multi-junction cells under radiation damage. At 1,618 views this is the highest-viewed project in the TX03 cohort, suggesting the solar cell radiation-hardening problem is widely tracked. Feeds any mission using solar power in radiation-intensive environments (cislunar, Europa, Mars transit).
Cryogenic power electronics cluster. Three projects address extreme cold: Clemson [118479] (semiconductor characterization at cryogenic temps, TRL 3 — only TX03 project already at TRL 3), UT Austin [156362] (on-chip magnetics for compact converters), UC Berkeley [183700] (piezoelectric conversion). Together these constitute the power conditioning layer required by PSR assets — the regolith mining and sample collection equipment that would operate in -230°C PSRs needs power electronics that won't fail.
2026 closures: 4 projects end this year. [118498] UC Berkeley thermionic (Aug), [118528] UCSB Moonbeam (May), [118529] RIT receivers (Jul), [118460] CU Boulder charge sensing (Aug). None have visible outcomes in TechPort yet. Moonbeam is highest-priority for follow-up — TRL 3→5 target in a closing program.
TX mismatch rate: 4/13 = 31%. Much higher than SBIR baseline (~4%). The PSR power cluster spans TX03/TX07 conceptually (power for ISRU operations), causing 2 of the 4 mismatches. The charge sensing project [118460] is a clear miscategorization — it belongs in TX04.5 (rendezvous proximity ops), not TX03 (power).
Escalation gap: No GCD-level laser power beaming project exists after the BET assessment study [184670] ends April 30, 2026. STRG Moonbeam (TRL 3→5) has no visible GCD or SBIR receiver program. If Moonbeam reaches TRL 5, the next TRL step is unfunded.
TX04: Robotics — Extreme-Environment Access + Cislunar RPOD (18 projects)¶
Query: find_projects(program="STRG", technology_area="TX04", status="Active") — 18 results, snapshot 2026-04-04
Organizing theme: STRG TX04 is a two-cluster portfolio: (1) extreme-environment surface mobility targeting icy worlds (Enceladus, Europa) and lunar PSRs — soft robots, ice grippers, legged locomotion, cryogenic actuators; (2) cislunar RPOD mathematics — safe rendezvous trajectories and capture dynamics for in-space servicing. All 18 projects are TRL 2→3, university-led. No hardware above bench-scale.
Full project list¶
| ID | Institution | Cluster | TRL | Views | What |
|---|---|---|---|---|---|
| 158368 | MIT | Perception | 2→3 | 1596 | 4D adaptive sensing: optimal sensor deployment for dynamic 3D scene reconstruction under constraints |
| 156337 | UIUC | Perception | 2→3 | 651 | Sound-based terrain sensing: microphone robot-terrain interaction (builds on Perseverance rover microphone) |
| 158639 | Northeastern | Mobility | 2→3 | 446 | Modular snake robot for lunar craters/caves; PSR access; ends Aug 2026 |
| 158638 | Stanford | Manipulation | 2→3 | 430 | Learning-based dexterous manipulation for space objects (orbital + surface) |
| 158635 | UC Merced | Mobility | 2→3 | 446 | Dry film lubricants for heaterless actuators: eliminates heater requirement; targets −230°C (PSR/lunar night) |
| 156338 | UT Austin | Perception | 2→3 | 621 | Adaptive learning for robotic ops in unmodeled environments (Mars/Gateway application) |
| 156370 | Harvard | Mobility | 2→3 | 724 | Highly extendable vine robots for crater/cave access and sampling |
| 158761 | UC Berkeley | Mobility | 2→3 | 403 | Surface + subsurface legged mobility for low-sinkage and penetrating terrain |
| 156321 | UC Berkeley | Mobility | 2→3 | 536 | Low-preload ice anchoring grippers for Enceladus/Europa vent climbing |
| 118470 | Columbia | Manipulation | 2→3 | 450 | Multimodal tactile sensing for IVA robotic manipulation (cargo access, connector mating) |
| 156347 | UT Austin | RPOD | 2→3 | 486 | Non-Gaussian orbit estimation for cislunar (NRHO); txMismatch→TX17.2.3 (correctly navigation) |
| 158555 | CU Boulder | RPOD | 2→3 | 454 | Safe rendezvous trajectories in multi-body cislunar (Gateway docking, ISAM) |
| 158399 | CU Boulder | RPOD | 2→3 | 390 | Rapid modular simulation of post-capture spacecraft dynamics (debris disposal, servicing) |
| 158758 | Yale | Manipulation | 2→3 | 415 | ISRI: resource-ingesting soft robot skin that collects regolith during locomotion |
| 156335 | Stanford | Perception | 2→3 | 439 | NeRF-based safe navigation: Neural Radiance Fields for planetary surface mapping; txMismatch→TX17.2.3 |
| 118436 | Yale | Structural | 2→3 | 717 | Stretchable shape-sensing skins for closed-loop shape change in soft robots; txMismatch→TX12.1.8 |
| 156325 | U. Minnesota | Structural | 2→3 | 423 | System identification and robust control for large flexible deployable space structures; txMismatch→TX15.1.3 |
| 156372 | USC | Safety | 2→3 | 415 | World models for formal safety assurance in autonomous high-dimensional systems; txMismatch→TX11.1.7 |
Key findings¶
CU Boulder RPOD cluster. Two TX04 projects ([158555] safe rendezvous + [158399] capture dynamics) from CU Boulder, both cislunar. Combined with CU Boulder's TX17 portfolio (Scheeres [2 projects] + McMahon [1 project]), CU Boulder has 5 concurrent STRG grants in cislunar GN&C/RPOD — the most concentrated STRG investment in the in-space servicing problem. Both TX04 projects end 2028, suggesting sustained funding.
UC Merced dry film lubricants [158635] — the cryogenic actuator problem. Current rover actuators require heaters to stay above −130°C. PSRs reach −230°C, and lunar night reaches −180°C. This is the only STRG project directly targeting the heaterless actuator problem — lubricants that maintain viscosity and tribological properties at PSR temperatures. Directly enables surface rovers operating without heater-power overhead. Ends 2028 — no follow-up program visible in GCD.
Icy world mobility cluster. Harvard vine robots [156370] + UC Berkeley ice grippers [156321] + UC Berkeley legged [158761] + Northeastern snake [158639] = 4 projects on extreme access. All target crater interiors, caves, and icy world surfaces where conventional wheeled rovers fail. This is a coherent STRG bet that rigid robots can't access Europa vents or lunar PSR caves — soft and multi-modal robots might.
TX mismatch rate: 5/18 = 28%. TX04 is used as a broad "space robotics" bin but the content spans AI/navigation, materials, software, and structural dynamics. Specific mismatches: - [156347] UT Austin → TX17.2.3: cislunar orbit determination (navigation, not robotics) - [156335] Stanford → TX17.2.3: surface mapping using NeRF (navigation perception, not hardware robotics) - [118436] Yale → TX12.1.8: soft robot skins = material science as much as robotics - [156325] U Minnesota → TX15.1.3: deployable structures = aeroelastic/structural dynamics - [156372] USC → TX11.1.7: formal safety verification = software methodology
MIT 4D Sensing [158368] — high-value perception project. 1,596 views and a 4-year grant (2024–2028). Addresses optimal sensor deployment for reconstructing dynamic 3D scenes under computational/mass constraints — the fundamental challenge for rover surface science. Builds toward mission scenarios like Mars recurring slope lineae monitoring and lunar volcanic site characterization.
Escalation gap — same structural problem as TX03. The bimodal TRL gap (STRG 2-3 vs GCD 5-9) is clearest in TX04. Harvard vine robots, UC Berkeley ice grippers, and UC Merced dry lubricants have no waiting GCD program. The STRG TX04 investment advances capabilities that current GCD programs (HI-RATE, LAUNCHER, Mobility Coordinator — all for Artemis wheeled rovers) don't target. The icy world access cluster is 8–15 years from a mission that would test these technologies.
Open Threads¶
- What are the 3 TX11 STRG projects? RESOLVED (session 82) — All 3 are astrodynamics/mission analysis tools (not general software): UIUC [118462] planetary defense keyhole analysis (TX11.3.3), UT Austin [118386] + UCF [118457] competing distributed spacecraft coverage algorithms (both TX11.5.1). All 3 have txMismatch=Yes. All end mid-2026.
- Lunar dust mitigation cohort (182xxx): All 4–5 projects awarded ~2025. Was there a specific BAA solicitation? What performance targets were set?
- CU Boulder TX17 dominance: 3 navigation algorithm projects from one university. CU Boulder's PI team seems to have a strong relationship with NASA GN&C programs.
- TX17 global scope: RESOLVED — 400 projects across 32 programs, SBIR/STTR dominant (55%), see tx17-gnc.md.
- Iowa State elastocaloric [158653] vs Texas A&M [158568] + UIUC [158417]: Are these independent groups or aware of each other? Results could potentially be coordinated (unlikely — STRG grants are competitive). The mutual txMismatch (ML sees each group's work as the other's TX area) confirms genuine framing ambiguity.
- STRG TX03 Power. RESOLVED (session 83) — Full section written above. 13 projects; PSR power access is organizing theme; laser power beaming cluster (Moonbeam/RIT) ends 2026 with no GCD follow-on; UIUC radiation-hard cells [158490] highest-viewed (1,618); Lubin directed energy ecosystem spans TX03 + NIAC PI Defense.
- STRG TX04 Robotics. RESOLVED (session 83) — Full section written above. 18 projects; two-cluster portfolio (icy-world mobility + cislunar RPOD); 5/18 TX mismatches (28%); UC Merced dry lubricants [158635] = only heaterless actuator project; CU Boulder 5-project cislunar cluster; bimodal TRL gap persists with no GCD bridge.
- TX03+TX04 escalation pathways. RESOLVED (session 83) — Both TX03 and TX04 have structural escalation gaps. Laser power beaming (Moonbeam TRL 3→5) has no GCD receiver. Icy-world mobility (vine/grippers/legged) has no GCD receiver — GCD surface mobility targets Artemis wheeled rovers only. The only TX04 cluster with potential near-term escalation is CU Boulder RPOD (cislunar in-space servicing is an active GCD/TDM interest).
Cross-References¶
- programs/strg.md — program overview, outcome tracking, TRL distribution
- topics/tx12-materials-manufacturing.md — GCD TX12 active (different from STRG)
- topics/tx09-edl.md — EDL: GCD hardware projects, PSI [SCALPSS], VISTA DAVINCI
- topics/tx14-thermal-management.md — elastocaloric Texas A&M [158568] + UIUC [158417] (TX14.X) cluster
- topics/tx10-autonomous-systems.md — CARMEL certification, EIOAR
- topics/tx11-software-computing.md — AI/ML valley of death
- topics/propulsion-theme.md — RDRE STRG foundation projects, NTP history
- surprises/nuclear-propulsion-dual-termination.md — NTP/NEP terminated Dec 2025