Observe local evidence
The UDI starts with anonymous local evidence: what changed, what moved, what supported the body, and what followed an action. It does not begin with a fixed body map.
ALPHA DATA OMEGA · INDEPENDENT RESEARCH CONCEPT
One adaptive interface.
Every NASA field.
A falsifiable research program for testing whether the Universal Developmental Interface can help NASA systems recalibrate, recover, and refuse unsafe certainty as bodies, environments, missions, and evidence change.
Science
Flight
Humans
12 → 3 → 1UDIcommit or refuse
AUTONOMYPOLICYMEDICINEFINANCE17NASA technical areas
77Level-2 subareas mapped
12institutional domains
TRL 2–3research baseline
CANDIDATE-0003 · INTERACTIVE CROWN SEAT
See the UDI
make one decision.
Candidate-0003 is the frozen Phase-0 geometry for the UDI’s slow supervisory seat: twelve relational members, a three-node spine, and one commit-or-refuse outcome.
LIVE GEOMETRYStress it in the Live Lab ↗
Drag to orbit · wheel or pinch to zoom · change the view and evidence layers inside the model
READ THE MODEL
12relational members
→3spine nodes
→1commit or refuse
Mean real-token advantage across six replicated seeds. Evidence for a bounded representation effect—not proof that this geometry is uniquely best.
Wrong confident decisions in thin-evidence rows. The model explains why NASA testing must score support, uncertainty, and refusal.
Remove a wheel, joint, sensor, or support relation. Compare recovery, unsafe commitments, calibrated refusals, and mission value retained.
Geometry boundary This is a structural hypothesis for a supervisory decision seat. It is not a physical field, a brain model, or established privileged topology; matched graph ablations remain part of the test program.
THE HONEST STARTING POINT
Promising simulation evidence.
No flight claim.
UDI is a body- and task-agnostic developmental control concept. The proposal begins with independent reproduction, not deployment.
Relational adaptation
Local repair, actuator reallocation, learned balance relationships, context memory, and a slow decision seat above fast regulation have working simulation evidence.
90%anonymous development in a bounded test
A real safety failure
Stage-3 trials exposed support-blind commitment: the system could become confident when evidence was thin. NASA work must make calibrated refusal a scored requirement.
≈45%wrong confident decisions in thin rows
Hardware falsification
The highest-value next test is end-to-end redevelopment after real wheel, limb, joint, or sensor loss—against fixed and state-of-practice controls.
0physical NASA validations to date
Claim boundary UDI is not consciousness, general intelligence, a medical device, certified flight software, or a theory of physics. It is an adaptive interface research hypothesis with bounded simulations and open failure modes.
THE CORRELATION LAYER
Ten mechanisms,
mapped by consequence.
M1
anonymous self-calibration
M2
reliability weighting + refusal
M3
fast/slow causal memory
M4
commit-or-refuse supervision
M5
distributed local repair
M6
context-transition memory
M7
human–machine adaptation
M8
evidence and assurance ledger
M9
hybrid local/global field compute
M10
adaptive experimental control
NASA TECHNOLOGY TAXONOMY · 2024
The complete
technical atlas.
Every Level-1 field and Level-2 subarea receives a proposed UDI role, a falsifiable test, and an authority boundary.
17 of 17 areas shown
NASA NEED
Continue useful work after terrain, payload, tool, wheel, joint, or sensor changes.
UDI CORRELATION
This is the closest match to existing UDI evidence: anonymous interfaces, learned body relationships, support-aware commitment, and redevelopment after damage.
FALSIFIABLE TEST
Matched rover and manipulator trials with wheel/joint loss, tool swaps, and delayed commands; require safe refusal plus task recovery.
M1 · anonymous self-calibrationM2 · reliability weighting + refusalM3 · fast/slow causal memoryM4 · commit-or-refuse supervisionM5 · distributed local repairM6 · context-transition memoryM7 · human–machine adaptationM8 · evidence and assurance ledger
BEYOND ENGINEERING
Medical. Political. Financial.
Everything that pertains.
These are governance and mission-enabling research correlations—not invitations to automate authority over people, money, law, or policy.
Medicine, behavioral health, and bioethics
OCHMO · Human Health & Performance · Human Research ProgramPersonalized baseline learning, sensor trust, context transitions, and abstention may support—not diagnose or replace—clinician-led risk review across NASA’s human-system risks.
Boundary: IRB, privacy, informed consent, medical technical authority, bias analysis, and prospective clinical validation are mandatory.
Official NASA context ↗Policy, authorization, and appropriations
Office of Legislative & Intergovernmental Affairs · OTPS · OIIRA UDI evidence ledger can map technical claims, uncertainty, milestones, and public value to policy objectives without making political recommendations.
Boundary: Institutionally neutral; no partisan targeting, persuasion, voter profiling, or automated policy authority.
Official NASA context ↗Budget, finance, and audit
Office of the Chief Financial Officer · Inspector GeneralRelational anomaly monitoring can be researched for program health, cost/schedule interfaces, and data-quality flags.
Boundary: Advisory analytics only; retain federal financial controls, auditability, segregation of duties, and human approval.
Official NASA context ↗Acquisition, procurement, and small business
Office of Procurement · Office of Small Business ProgramsUDI’s evidence structure can connect requirements, tests, suppliers, and risks; NASA partnership pathways can mature the technology without overstating readiness.
Boundary: No automated source selection, eligibility decision, or procurement authority.
Official NASA context ↗Commercialization and economic impact
Technology Transfer · SBIR/STTR · Commercial SpaceA reusable adaptive interface could transfer to resilient robotics, industrial inspection, aviation, remote medicine, agriculture, and infrastructure.
Boundary: Economic claims require independent measurement; distinguish mission infusion from speculative market size.
Official NASA context ↗International cooperation and export control
Office of International and Interagency RelationsInterface-level interoperability and transparent evidence could support civil collaboration across diverse partner hardware.
Boundary: Export classification, sanctions, IP/data rights, international agreements, and technology-transfer review precede sharing.
Official NASA context ↗Legal, regulatory, ethics, and privacy
Office of General Counsel · Privacy · Ethics ProgramThe commit/refuse model is useful only if accountability, purpose limits, record retention, and appeal remain explicit.
Boundary: No consequential automated decision-making about people; legal and ethical review gates every human-data use.
Official NASA context ↗Safety, mission assurance, and independent verification
Office of Safety and Mission Assurance · IV&VUDI’s strongest institutional value may be an inspectable witness layer: fixed envelopes, traceable evidence, calibrated refusals, and reproducible ablations.
Boundary: NPR 7150.2D, NASA-STD-8739.8, software safety, hazard analysis, configuration control, and independent test apply.
Official NASA context ↗Cybersecurity and information technology
Office of the Chief Information OfficerRelational drift detection may flag inconsistent telemetry or system behavior across changing networks.
Boundary: Not an intrusion-prevention substitute; zero-trust controls, incident response, red teams, and supply-chain security remain authoritative.
Official NASA context ↗Workforce, training, and organizational learning
Office of the Chief Human Capital Officer · APPEL Knowledge ServicesA non-personnel UDI model could connect lessons, test evidence, and operational contexts to reveal where knowledge no longer transfers.
Boundary: Never infer employee fitness, loyalty, health, or performance from hidden proxies.
Official NASA context ↗STEM engagement, communications, and public trust
Office of Communications · Office of STEM EngagementInteractive, falsifiable demonstrations can make adaptive systems understandable while teaching the difference between evidence and hypothesis.
Boundary: Accessible design, provenance, plain-language limitations, and no implication of NASA endorsement.
Official NASA context ↗Environmental stewardship and planetary protection
Office of the Chief Scientist · Planetary Protection · NEPA programsDistributed monitoring and transition memory may support contamination-control evidence and environmental anomaly review.
Boundary: Policy and scientific authorities set limits; UDI cannot waive cleanliness, NEPA, biological, or mission rules.
Official NASA context ↗SCIENCE MISSION DIRECTORATE
Science stays
scientist-led.
UDI can help select, calibrate, and preserve evidence. It cannot decide what nature means.
01
Earth Science
Atmosphere, weather, climate, water, ecosystems, carbon, surface and interior
Cross-sensor reliability, event adaptation, autonomous observation planning02
Planetary Science
Planets, moons, small bodies, planetary defense, astrobiology, lunar and Mars science
Instrument self-calibration, surface autonomy, novelty-aware sampling03
Heliophysics
Sun, solar wind, heliosphere, magnetospheres, ionosphere, upper atmosphere, space weather
Distributed event detection and regime-transition memory04
Astrophysics
Cosmic origins, physics of the cosmos, exoplanets and observatories
Observatory health, instrument drift, scheduling under uncertainty05
Biological & Physical Sciences
Space biology, materials, fluids, combustion, quantum/cold-atom and platform research
Adaptive experiment control with preserved raw data and scientist authorityA GATED NASA PROGRAM
Prove it in stages.
Stop when it fails.
Reproduce & bound
Independent code audit, benchmark freeze, safety cases, claim ledger, digital twins, fixed baselines, and center-specific pilot selection.
Gate: repeatable advantage + calibrated refusalTouch hardware
Rover/manipulator, power/thermal, instrument, and human-systems simulators; advisory or shadow mode first; IV&V-ready telemetry.
Gate: no protected-envelope regressionField or flight demo
Bounded authority in analog, range, parabolic, suborbital, orbital, or surface demonstration with deterministic fallback.
Gate: NASA-controlled readiness reviewRover recovery
Wheel/joint loss, terrain and gravity transitions
Robotic manipulation
Tool changes, contact, servicing and payload handling
Crew–habitat witness
ECLSS, workload, sensorimotor and medical context
Distributed infrastructure
Power, thermal, comms, ISRU and maintenance
Assured autonomy
Flight and airspace shadow assurance
Adaptive instruments
Drift, dropout and observation planning
PROPOSED FIRST CONVERSATION
Start with one hard failure,
not a universal promise.
Request a joint scoping workshop and a narrowly bounded Phase 0 through a Space Act Agreement, research solicitation, or eligible small-business pathway. NASA selects the mission problem, baseline, safety constraints, independent evaluators, and stop rules.
- Preferred anchor: rover/manipulator redevelopment after real actuator loss
- Secondary anchor: adaptive sensor and infrastructure health witness
- Medical work remains retrospective, de-identified, and clinician-supervised
- All public claims trace to evidence, limitations, and versioned artifacts
PRIMARY SOURCES