01 · PROPOSED CAPABILITIES
Planned Sec functions from collection to publication
The proposed workflow covers collection, normalization, validation, interpretation, review, and publication. Each stage should record inputs, decisions, versions, and responsible parties to distinguish observed data, inferences, hypotheses, and recommendations. The cards describe planned tasks; they do not confirm deployed services.
PLANNED CAPABILITY 01Scientific curation
Record primary and secondary sources with identifiers, authorship, date, method, version, scope, and conditions of use.
- DOI, PMID, taxonomy, and persistent identifiers
- source scope, method, date, and version
- evidence grade and interpretive limits
PLANNED CAPABILITY 02Data integration
Standardize and combine datasets to compare entities and identify associations without treating them as causal relations.
- question-led acquisition and cleaning
- feature construction and analytical matrices
- hypotheses separated from observed results
PLANNED CAPABILITY 03Evolutionary bioinformatics
Analyze relations among taxa, genes, proteins, and metabolites with methods from systematics, phylogeny, and comparative genomics.
- relations among taxa and characters
- uncertainty, support, and method choice
- results prepared for consultation and review
PLANNED CAPABILITY 04Traceability and governance
Record the origin, transformations, relations, and versions of data between source and publication.
- entity, evidence, relation, and version
- controlled vocabulary and canonical names
- explicit record of what cannot be concluded
PLANNED CAPABILITY 05Data and interface publication
Prepare pages, dashboards, charts, and structured packages for databases or APIs from reviewed content.
- editorial hierarchy and accessibility
- data that remains readable without JavaScript
- separation of content, visualization, and interaction
PLANNED CAPABILITY 06Critical review
Challenge extrapolations, compare sources, and state when a conclusion depends on inference.
- comparison across sources and methods
- gap and conflict detection
- recommendations proportional to evidence
PLANNED CAPABILITY 07Source selection and registration
Select authoritative sources and record why each source is relevant to the question.
- source priority and access route
- scope, rights, and update status
- retrieval decisions with provenance
PLANNED CAPABILITY 08Semantic normalization
Reconcile names, identifiers, units, and controlled vocabularies across heterogeneous records.
- canonical names and synonyms
- identifier mapping
- unit and field consistency
PLANNED CAPABILITY 09Evidence grading
Distinguish experimental evidence, review, inference, hypothesis, and recommendation.
- claim-to-source mapping
- methodological strength
- confidence and limitation labels
PLANNED CAPABILITY 10Taxonomic resolution
Resolve accepted names, synonyms, taxon scope, and classification before biological comparison.
- taxon identity and authority
- lineage-aware comparisons
- classification versioning
PLANNED CAPABILITY 11Phylogenetic analysis
Prepare alignments, infer trees, and record support values, methods, and analytical uncertainty.
- character and sequence evidence
- method selection
- interpretation within scope
PLANNED CAPABILITY 12Comparative genomics
Compare genes, proteins, orthologs, and genomic regions while preserving version context.
- homology and orthology
- genome and sequence relations
- reproducible comparison inputs
PLANNED CAPABILITY 13Literature synthesis
Compare studies and produce citation-linked summaries while preserving differences in method, sample, and population.
- study design comparison
- claim clustering
- citation-aware synthesis
PLANNED CAPABILITY 14Hypothesis management
Record hypotheses, assumptions, predictions, and tests as distinct scientific objects.
- assumption register
- prediction and counterexample
- hypothesis status
PLANNED CAPABILITY 15Data modeling
Represent entities, relations, and provenance in schemas, matrices, knowledge graphs, and API records.
- entity and relation design
- field-level provenance
- structured publication packages
PLANNED CAPABILITY 16Agent evaluation
Check whether outputs cite sources, answer the question, follow the defined format, and can be reproduced.
- question-to-answer test cases
- failure and drift detection
- human review checkpoints
PLANNED CAPABILITY 17Security and privacy
Apply controls to prevent secrets and private context from entering public products by default.
- backend-only credentials
- explicit context boundaries
- least-privilege distribution
PLANNED CAPABILITY 18Observability and audit
Record runs, inputs, versions, decisions, and publication state to support auditing and reproduction.
- execution lineage
- contract and policy checks
- reviewable audit trail
PLANNED CAPABILITY 19Scientific communication
Present reviewed results with audience-appropriate language, citations, limitations, and a clear visual hierarchy.
- audience-aware language
- visual and semantic hierarchy
- claim-preserving summaries
PLANNED CAPABILITY 20Workflow design
Define a reproducible sequence from question and source selection through analysis, review, and delivery.
- task decomposition
- handoff contracts
- reusable operating patterns