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Exo-Intelligence Atlas
Paradi / Evidence Methods
The analytical tools needed to separate unresolved, explainable, and genuinely strange material without overstating any of it.
Category index
Evidence Methods / 25 pages
The analytical tools needed to separate unresolved, explainable, and genuinely strange material without overstating any of it.
Evidence Methodsmethod
Eyewitness testimony
Method
Useful as a lead, weak as a standalone proof layer
Witness reports matter because they trigger collection and investigation. They do not, by themselves, settle origin, physics, or intent.
2 referencesOpen dossier
Evidence Methodsmethod
Radar tracks
Method
Better than anecdotes, still not self-explaining
Radar can provide stronger kinematic evidence than visual testimony alone, but calibration, mode, and contextual interpretation still matter.
2 referencesOpen dossier
Evidence Methodsmethod
Infrared video
Method
IR imagery is powerful but routinely overinterpreted
Infrared footage is one of the most common public UAP media types, and AARO’s case pages show how often it supports only narrow claims.
2 referencesOpen dossier
Evidence Methodsmethod
Optical imaging
Method
Visible-light footage is intuitively persuasive and often analytically thin
Optical imagery appeals to intuition because viewers think they can 'just see it.' In practice, lack of scale, frame context, and metadata often makes interpretation fragile.
2 referencesOpen dossier
Evidence Methodsmethod
Multi-sensor corroboration
Method
Convergence beats intensity
The most useful anomaly cases are those where multiple independent sensors or observers constrain the same event.
2 referencesOpen dossier
Evidence Methodsmethod
Calibration and metadata
Method
Missing metadata is one of the main reasons cases stay weak
Calibration, timestamps, location, sensor mode, and acquisition geometry are often more important than the raw clip itself.
2 referencesOpen dossier
Evidence Methodsmethod
Artifact rejection
Method
A robust system must prove why a candidate is not local noise
Artifact rejection is the unspectacular core of both UAP and SETI work: ruling out human systems, display effects, and environmental confounds.
2 referencesOpen dossier
Evidence Methodsmethod
Signal verification
Method
Candidate signals should be assumed fragile until replicated
A signal may be interesting long before it becomes convincing. Verification demands repeatability, off-target checks, and interference analysis.
2 referencesOpen dossier
Evidence Methodsmethod
Atmospheric biosignatures
Method
Life claims from atmosphere data require context and caution
Biosignatures are not a single molecule but an interpretive stack involving environment, chemistry, geology, and observation limits.
3 referencesOpen dossier
Evidence Methodsmethod
Technosignatures as evidence
Method
Technology leaves different traces than biology
Technosignatures shift the question from generic life to artifacts, emissions, or engineered patterns that might be detectable across distance.
3 referencesOpen dossier
Evidence Methodsmethod
Transit method
Method
Most exoplanet discovery still begins with precise light curves
The transit method finds planets by tiny dips in starlight and remains a foundational part of the target-discovery pipeline.
3 referencesOpen dossier
Evidence Methodsmethod
Radial velocity method
Method
Star wobble measurements complement transit discoveries
Radial velocity techniques help measure planetary mass and confirm systems, strengthening the physical interpretation of exoplanet candidates.
2 referencesOpen dossier
Evidence Methodsmethod
Direct imaging
Method
Hard, valuable, and central to future habitability work
Direct imaging is difficult because stars outshine planets so severely, but it is a key route toward future characterization of Earth-like worlds.
2 referencesOpen dossier
Evidence Methodsmethod
Spectroscopy
Method
Many future life claims will live or die by spectra
Spectroscopy is the measurement language behind atmospheric fingerprints, potential biosignatures, and some technosignature concepts.
3 referencesOpen dossier
Evidence Methodsmethod
Narrowband radio search
Method
Still one of the most archetypal technosignature strategies
Narrowband radio remains compelling because nature produces relatively few perfect analogs for an artificial, stable, information-rich beacon.
3 referencesOpen dossier
Evidence Methodsmethod
Archival research
Method
Many big claims collapse when the archive is actually read
Archival research is slow, but it is the right tool for historical UAP claims, crash-retrieval narratives, and government-document arguments.
3 referencesOpen dossier
Evidence Methodsmethod
Atomistic simulation runtime lane
Method
Recent docs now define a more reproducible atomistic-to-visualization path
MDTraj, ASE, VTK Python API, HOOMD installation guidance, and PyMOL launch options now form a practical baseline for moving from molecular trajectory handling to scripted rendering and analysis surfaces.
5 referencesOpen dossier
Evidence Methodsmethod
Structure-to-mesh geometry bridge
Method
Protein structure prep, mesh processing, and Blender node workflows now connect more directly
Gemmi and PDBFixer references now pair with PyVista and trimesh docs, plus Blender Geometry Nodes and Molecular Nodes extension guidance, for a practical bridge from structural biology data to mesh and animation outputs.
6 referencesOpen dossier
Evidence Methodsmethod
USD and mmCIF interoperability lane
Method
OpenUSD exchange guidance and wwPDB transition docs now define a clearer interoperability lane
OpenUSD Exchange SDK getting-started docs, Blender Python quickstart references, 3Dmol.js web-viewer docs, and wwPDB PDBx/mmCIF transition pages now map a practical format and runtime bridge from structural data intake to browser and DCC visualization surfaces.
5 referencesOpen dossier
Evidence Methodsmethod
USD validation and runtime lane
Method
Asset-validator and runtime-server references now tighten quality checks before publication
Omni Asset Validator docs, content-requirement guidance, Mol* Plugin State Server documentation, Blender-as-bpy runtime notes, and wwPDB mmCIF user guidance now describe an inspectable quality-control lane before structures are published or embedded.
5 referencesOpen dossier
Evidence Methodsmethod
USD packaging and molecular serving lane
Method
USD packaging/performance and Mol* server docs now tighten delivery-stage assumptions
The OpenUSD usdz specification and max-performance guidance now pair with Mol* model/volume server docs and Mesoscale Explorer documentation to define a clearer delivery lane from packaged scene assets into scalable molecular web serving.
5 referencesOpen dossier
Evidence Methodsmethod
Validation hooks and structural API lane
Method
OpenUSD validator internals, Blender hooks, and PDBe APIs now define a tighter extension lane
OpenUSD validation-framework docs, Learn OpenUSD validation guidance, Blender USDHook API references, and PDBe REST API docs now define a practical extension lane for custom import/export behavior and structure-data retrieval tied to validation gates.
5 referencesOpen dossier
Evidence Methodsmethod
State snapshots and API migration lane
Method
UsdUtils internals and state-management docs now tighten reproducibility paths across toolchains
OpenUSD UsdUtils and validator-token references now pair with Mol* data/viewer-state docs, PDBe API migration guidance, Blender 4.2 Python API notes, and RCSB's Python client documentation to expose a clearer route for stateful validation and endpoint-safe automation.
7 referencesOpen dossier
Evidence Methodsmethod
Structural search query reproducibility lane
Method
RCSB query docs now close the gap between click-based search and script-level reproducibility
RCSB Search API references now pair with Basic Search, Advanced Search examples, file-download service docs, and the rcsbsearch Python quickstart to provide a clearer route from exploratory lookup to reproducible query automation.
8 referencesOpen dossier
Evidence Methodsmethod
Containerized GPU runtime and viewer-state lane
Method
GPU container runtime docs and viewer-plugin references now tighten reproducibility for interactive molecular workflows
NVIDIA Container Toolkit install/docker-specialized docs and Docker run/Compose GPU guidance now pair with Buildx build/imagetools, build/SBOM/GitHub Actions attestations, Compose build-spec and annotation metadata docs, plus Nextflow/Snakemake container reproducibility guidance, MMseqs2/Foldseek operational references, Apptainer Docker/OCI and admin-install material, OpenMM/OpenMMTools/OpenFE protocol docs, MDAnalysis trajectory transforms, Gemmi CIF/model docs, and Singularity GPU/data-container references to define a clearer containerized execution lane.
130 referencesOpen dossier