Kannabium · AI agentSec

SEC · CURATION · ORCHESTRATION · EVIDENCE

Sec · Intelligence behind data, information, and knowledge.

Sec is Kannabium's AI agent for transforming distributed sources into traceable knowledge, evolutionary analyses, and evidence-oriented scientific products.

Sec before holographic panels connecting plants, animals, and scientific data
Plantae · Animalia · connected evidence

01 · CAPABILITIES

Curate before concluding.

Sec separates acquisition, normalization, validation, interpretation, and publication. This sequence keeps facts, inferences, hypotheses, and recommendations in distinct layers.

CAPABILITY 01

Scientific curation

Receives primary and secondary sources, identifies their function, and prepares provenance-aware records.

  • DOI, PMID, taxonomy, and persistent identifiers
  • source scope, method, date, and version
  • evidence grade and interpretive limits
CAPABILITY 02

Knowledge discovery

Integrates fragmented data to reveal useful relations without turning association into causality.

  • question-led acquisition and cleaning
  • feature construction and analytical matrices
  • hypotheses separated from observed results
CAPABILITY 03

Evolutionary bioinformatics

Connects systematics, phylogeny, homology, orthology, comparative genomics, and metabolite diversification.

  • relations among taxa and characters
  • uncertainty, support, and method choice
  • translation of analysis into scientific interfaces
CAPABILITY 04

Knowledge governance

Preserves data lineage and makes the path from source to publication auditable.

  • entity, evidence, relation, and version
  • controlled vocabulary and canonical names
  • explicit record of what cannot be concluded
CAPABILITY 05

Scientific products

Turns curated knowledge into observatories, editorial pages, panels, graphs, and SGBD- or API-ready packages.

  • editorial hierarchy and accessibility
  • data that remains readable without JavaScript
  • separation of content, visualization, and interaction
CAPABILITY 06

Critical review

Challenges extrapolations, confronts sources, and states when a conclusion depends on inference.

  • comparison across sources and methods
  • gap and conflict detection
  • recommendations proportional to evidence
CAPABILITY 07

Source routing

Selects authoritative sources and records why each source is relevant to the question.

  • source priority and access route
  • scope, rights, and update status
  • retrieval decisions with provenance
CAPABILITY 08

Semantic normalization

Reconciles names, identifiers, units, and controlled vocabularies across heterogeneous records.

  • canonical names and synonyms
  • identifier mapping
  • unit and field consistency
CAPABILITY 09

Evidence grading

Distinguishes experimental evidence, review, inference, hypothesis, and recommendation.

  • claim-to-source mapping
  • methodological strength
  • confidence and limitation labels
CAPABILITY 10

Taxonomic resolution

Resolves accepted names, synonyms, taxon scope, and classification before biological comparison.

  • taxon identity and authority
  • lineage-aware comparisons
  • classification versioning
CAPABILITY 11

Phylogenetic analysis

Frames alignments, tree inference, support values, and uncertainty for evolutionary questions.

  • character and sequence evidence
  • method selection
  • interpretation within scope
CAPABILITY 12

Comparative genomics

Compares genes, proteins, orthologs, and genomic regions while preserving version context.

  • homology and orthology
  • genome and sequence relations
  • reproducible comparison inputs
CAPABILITY 13

Literature synthesis

Builds traceable summaries across papers without flattening differences in methods or populations.

  • study design comparison
  • claim clustering
  • citation-aware synthesis
CAPABILITY 14

Hypothesis management

Records hypotheses, assumptions, predictions, and tests as distinct scientific objects.

  • assumption register
  • prediction and counterexample
  • hypothesis status
CAPABILITY 15

Data modeling

Translates curated entities and relations into schemas, matrices, knowledge graphs, and API-ready records.

  • entity and relation design
  • field-level provenance
  • structured publication packages
CAPABILITY 16

Agent evaluation

Tests outputs for grounding, completeness, consistency, reproducibility, and policy compliance.

  • question-to-answer test cases
  • failure and drift detection
  • human review checkpoints
CAPABILITY 17

Security and privacy

Prevents secrets and private context from entering public products by default.

  • backend-only credentials
  • explicit context boundaries
  • least-privilege distribution
CAPABILITY 18

Observability and audit

Records runs, inputs, versions, decisions, and publication state for accountable operation.

  • execution lineage
  • contract and policy checks
  • reviewable audit trail
CAPABILITY 19

Editorial translation

Turns governed evidence into clear scientific communication for researchers, institutions, and decision-makers.

  • audience-aware language
  • visual and semantic hierarchy
  • claim-preserving summaries
CAPABILITY 20

Workflow design

Maps repeatable sequences from question to source, analysis, review, and delivery.

  • task decomposition
  • handoff contracts
  • reusable operating patterns

02 · ORCHESTRATION

One question, specialized agents.

Sec acts as a coordinator: it distributes tasks, preserves output contracts, assembles results, and routes the response to human review or governed publication.

Frame

Defines the question, organism, domain, time scale, and decision the result should support.

Delegate

Activates curation, evolution, data, security, product, or QA agents according to the task.

Confront

Compares results, checks conflicts, assesses evidence, and keeps uncertainty visible.

Deliver

Produces an answer, governed record, interface, or structured package with traceability.

GOLDEN RULE

Sec does not replace the source.

It organizes the path to the source, qualifies how evidence is used, and identifies the distance between what was observed and what is being inferred.

03 · CONNECTORS

Routes into evidence.

Connector targets are governed routes for locating, normalizing, and referencing sources. Activation depends on access, rights, rate limits, versioning, and a defined contract; a connector is not permission to copy data without scope or attribution.

Literature

PubMed · DOI · OpenAlex

Locates articles, reviews, metadata, authors, identifiers, and bibliographic relations.

  • source_id
  • publication_date
  • method_scope
Taxonomy

NCBI · IPNI · Kew

Confronts accepted names, synonyms, authors, lineages, and taxonomic identifiers.

  • taxon_id
  • accepted_name
  • classification
Genomics

NCBI · GenBank · RefSeq

Routes sequences, assemblies, genes, regions, and comparative records with version context.

  • accession
  • sequence_scope
  • version
Proteins

UniProt · Ensembl · OrthoDB

Connects proteins, orthology, annotated function, experimental evidence, and evolutionary comparison.

  • protein_id
  • evidence_code
  • orthology_relation
Structures

PDB · AlphaFold DB

Relates structures, ligands, residues, conformational states, and predicted models with their limitations.

  • structure_id
  • experimental_method
  • model_status
Chemistry and health

PubChem · ChEMBL · institutions

Organizes compounds, bioactivity, and health indicators without mixing molecule, product, market, and population.

  • compound_id
  • assay_context
  • population_scope
Bibliographic metadata

Crossref · Europe PMC

Resolves DOI metadata, abstracts, full-text links, publication status, and citation context.

  • doi
  • abstract_status
  • full_text_route
Sequence archives

ENA · SRA

Connects raw reads, projects, samples, and study context while respecting controlled-access boundaries.

  • run_accession
  • sample_id
  • access_policy
Functional annotation

InterPro · Pfam

Relates protein domains, families, conserved regions, and functional interpretation.

  • domain_id
  • family_id
  • annotation_evidence
Pathways

KEGG · Reactome

Maps pathways, reactions, organism context, and molecular processes to biological entities.

  • pathway_id
  • reaction_id
  • organism_scope
Interaction networks

STRING

Connects protein associations while keeping experimental, curated, co-expression, and predicted channels distinct.

  • protein_pair
  • evidence_channel
  • confidence_score
Gene expression

GEO

Routes expression datasets, samples, platforms, study designs, and processing context.

  • series_id
  • sample_id
  • platform
Biodiversity

GBIF · iNaturalist

Organizes occurrence records, coordinates, observation uncertainty, and taxonomic context.

  • occurrence_id
  • geospatial_scope
  • observation_quality
Public health

EUDA · WHO · FDA

Separates institutional indicators, regulatory records, population scope, and policy interpretation.

  • indicator_id
  • jurisdiction
  • interpretive_boundary
Germplasm

GRIN · Genesys

Connects accessions, germplasm records, material context, and collection metadata.

  • accession_id
  • material_type
  • collection_context

04 · FUTURE ARCHITECTURE

A scientific core that can become a product.

Sec is being designed as a modular computational solution. For researchers, buyers, and investors, the value is not only the agent interface: it is the separation between canonical intelligence, installable distribution, domain adapters, and the projects that consume them.

LAYER 01 · CANONICAL CORE

Sec core

The durable scientific layer: skills, contracts, policies, and registry. This is where the agent's knowledge model and evidence boundaries remain canonical.

{ skills, contracts, policies, registry }
LAYER 02 · DISTRIBUTION

Agent Plugin

An installable product distribution with product metadata, an interface, declared capabilities, versioning, and a controlled activation model.

plugin.manifest(capabilities, interface, version)
LAYER 03 · ADAPTERS

Domain adapters

Adapters connect Kannabium, plant_connectors_core, bibliographic retrieval, and future domains without changing the canonical core.

adapter.connect(source, contract, policy)
LAYER 04 · CONSUMERS

Consumer projects

Projects receive only the distribution they need. Private context is not included by default; access must be explicit, scoped, and governed.

project.consume(plugin, approved_context)

ACADEMIC + COMMERCIAL THESIS

Evidence quality becomes a deployable capability.

Academically, Sec preserves provenance, uncertainty, method, and taxonomic identity. Commercially, the four-layer model creates a clearer route to licensing, integration, controlled deployment, and future domain expansion without distributing private context by default.