Sustainable Catalyst Platform
Platform
Sustainable Catalyst is an open-source environment for public-interest research, scientific experimentation, public intelligence, technical analysis, and auditable decision support. It connects Research Librarian, the Sustainable Catalyst Lab, Site Intelligence, Workbench, Decision Studio, specialized workflow modules, structured exports, public repositories, and source-aware methodology in one reviewable system.
Five connected public products organize the experience. Research Librarian finds the right route; Lab supports notebooks, experiments, scientific analysis, and reproducible research records; Site Intelligence provides public evidence and geographic context; Workbench supports calculation, modeling, code, engineering, and validation; Decision Studio assembles the work into an auditable Decision Packet.
tradeoffs, public context, and decisions without losing provenance. AI can assist routing, translation,
analysis, and synthesis, but accountable human judgment, methodology, uncertainty, and review remain visible.
Research Librarian
Sustainable Catalyst Lab
Site Intelligence
Workbench
Decision Studio
Platform architecture
Five public products, one connected research-to-decision environment
Each product has a distinct role while sharing records, methods, exports, and provenance. Research
Librarian finds the route. Lab investigates. Site Intelligence observes public systems. Workbench
calculates, models, codes, and validates. Decision Studio organizes the work into a reviewable decision record.
Research routing
Research Librarian
Helps visitors choose the appropriate article map, publication, repository, Lab workspace,
Site Intelligence view, Workbench tool, methodology record, or decision-support path.
Scientific research
Sustainable Catalyst Lab
Supports research notebooks, experiment design, calculations, observations, datasets, scientific
instruments, validation records, and reproducible workflows across the sciences and engineering.
Public evidence
Site Intelligence
Provides country intelligence, cross-domain comparison, Earth observation, live events, thematic
dashboards, source records, briefing exports, saved research paths, and auditable observatory records.
Analysis, code, and calculation
Workbench
Supports symbolic math, graphs, engineering calculations, data analysis, code execution, hardware
workflows, validation, exportable reports, and advanced domain tools.
Decision synthesis
Decision Studio
Builds integrated Decision Packets with research artifacts, scenarios, evidence, assumptions,
financial tradeoffs, claim review, Workbench handoffs, readiness checks, audit records, and exports.
Connected workflow
From public question to reproducible research and reviewable action
The platform is designed so that research questions, experimental records, public evidence,
calculations, code, claims, assumptions, tradeoffs, and decisions can move between tools without
losing context, provenance, or methodological boundaries.
- AskDefine the public question
- FindChoose a research route
- ObserveInspect public evidence
- InvestigateOpen a Lab inquiry
- FrameDefine the system and stakeholders
- AnchorRecord sources, data, and assumptions
- ModelRepresent scenarios and system behavior
- CalculateUse Workbench for deeper analysis
- ValidateCheck methods, code, and outputs
- ReviewExamine claims, risk, and tradeoffs
- DecideAssemble the Decision Packet
- PublishExport the brief and audit trail
Research routing layer
Research Librarian
Research Librarian is the site-scoped guidance layer for Sustainable Catalyst. It helps visitors identify the right research path, article map, publication, methodology record, repository, Lab workspace, Site Intelligence view, Workbench tool, or Decision Studio workflow.
Route discovery
Find the correct starting point
Translate a broad question into a structured route across the knowledge library, Lab, public observatories, analytical tools, platform modules, and decision-support workflows.
Site-scoped guidance
Stay within the Sustainable Catalyst knowledge map
The assistant is designed around Sustainable Catalyst topics, pages, repositories, methods, and
tools rather than acting as an unrestricted general-purpose chatbot.
Research continuity
Move between knowledge and tools
Continue from explanatory material into a Lab notebook, public evidence, calculators, source records, code, repositories, or a Decision Packet without losing the original question.
Source-aware boundaries
Keep uncertainty and limitations visible
Research guidance should distinguish direct site content, public evidence, tool output, fallback
routing, unavailable material, and questions requiring authoritative or professional review.
Scientific research and experimentation layer
Sustainable Catalyst Lab
Lab turns the platform into a working scientific and engineering research environment. It combines
structured notebooks, experiment design, calculations, datasets, observations, validation, provenance,
documentation, and handoffs to Workbench, Site Intelligence, and Decision Studio.
Research notebook
Record the complete inquiry
Preserve questions, hypotheses, protocols, observations, calculations, code, images, datasets,
results, uncertainty, revisions, and conclusions in one traceable record.
Experiment design
Plan before interpreting
Define variables, controls, units, procedures, instruments, sample structure, expected behavior,
validation criteria, limitations, and responsible-use boundaries.
Chemistry and spectrometry
Analyze matter and measurement
Support chemical calculations, concentration and stoichiometry, calibration, spectral reasoning,
uncertainty, method notes, and instrument-aware records.
Physics and engineering
Model forces, energy, systems, and devices
Connect mechanics, thermodynamics, electricity, electronics, signals, controls, materials,
instrumentation, and engineering validation to Workbench calculations.
Biology and computation
Study living and molecular systems
Support biological observations, computational biology, microbiology, biochemistry, molecular
analysis, biotechnology, biosignals, and reproducible data workflows.
Astronomy and Earth observation
Connect local analysis to planetary and space systems
Combine astronomical calculations, observational records, telescope and mission data, climate
evidence, environmental monitoring, geospatial context, and Site Intelligence layers.
Experimental records and calculations require appropriate controls, qualified review, safe procedures,
and authoritative methods before consequential scientific, engineering, medical, environmental, or operational use.
Public evidence and observatory layer
Site Intelligence
Site Intelligence is the platform’s public observatory and external evidence layer for country intelligence, cross-domain comparison, Earth observation, live events, thematic analysis, source transparency, briefing exports, saved research paths, and auditable evidence workflows. Its records can inform Lab investigations, Workbench analysis, and Decision Studio packets.
Dashboard routing
Dashboard Studio
Choose the correct workspace for country research, comparison, thematic analysis, geospatial
evidence, live events, source inspection, briefing, saved views, or public audit records.
Country research
Country Intelligence
Review environmental, development, infrastructure, humanitarian, human-security, economic, and
institutional evidence for one country without reducing the profile to a universal score.
Comparative research
Cross-Domain Comparison
Compare two countries while keeping units, definitions, reporting periods, source methods, missing
values, data states, and methodological compatibility visible.
Auditability
Public Observatories
Inspect evidence ledgers, source–method–artifact lineage, schema references, release history,
verification levels, canonical digests, and public audit packets.
Geospatial research
Earth Observation Studio
Explore supported map, satellite, environmental, infrastructure, and event layers with temporal,
spatial, source, and interpretation context.
Public events
Live Event Intelligence
Review supported earthquake, environmental, disaster, humanitarian, displacement, and conflict-event
records with source identity and delivery state.
Thematic analysis
Thematic Intelligence
Explore climate and environment, human development, human security, and infrastructure through
source-aware indicators, trends, events, methods, and exports.
Documentation
Public Briefing Studio
Turn selected evidence into a structured investigation manifest containing claims, sources,
limitations, gaps, notes, and portable exports.
Transparency
Sources + Methodology
Inspect source publishers, connector state, geographic and temporal coverage, freshness,
transformation rules, fallback behavior, feature usage, and limitations.
Full public application
Connected Site Intelligence Workspace
Move among maps, events, country profiles, comparisons, thematic dashboards, briefing tools,
saved views, source records, and the Auditable Public Observatory.
documentation, and source discovery. It does not replace field investigation, current authoritative
records, emergency systems, or qualified professional judgment.
Flagship analytical layer
Sustainable Catalyst Workbench
Workbench is the platform’s calculation, code, modeling, graphing, prototyping, and validation layer. It powers deeper analysis inside Lab investigations and connects symbolic math, unit-aware calculation, engineering documentation, domain tools, visual analytics, code runners, hardware workflows, calculation exports, and article-embedded interactive tools.
Translate and formulate
Chalkboard and symbolic math
Translate keyboard formulas into readable notation, symbolic structures, LaTeX-style output,
unit-aware expressions, and compute-ready formulas.
Visualize
Graph Studio
Plot functions, explore parameters, inspect sensitivity, identify thresholds, and visualize growth,
decay, oscillation, uncertainty, and system behavior.
Calculate
Advanced domain calculators
Run tools across engineering, econometrics, psychometrics, computational biology, chemistry,
physics, architecture, infrastructure, music, pattern recognition, and astrophysics.
Validate and export
Reviewable calculation records
Preserve inputs, assumptions, units, methods, intermediate values, validation notes, graphs,
warnings, and exportable calculation reports.
calculations require qualified human review and should not be treated as professional certification,
compliance approval, or safety-critical guidance.
Integrated decision workspace
Sustainable Catalyst Decision Studio
Decision Studio combines framed problems, Lab research records, evidence records, scenarios, impact measures, claim reviews, financial tradeoffs, recovery considerations, Workbench calculations, Site Intelligence context, audit records, readiness review, and exportable briefs.
Sustainable Catalyst Platform · Decision Studio v2.0.1
Sustainable Catalyst Decision Studio
The governance and synthesis layer of the Sustainable Catalyst platform. Decision Studio receives typed evidence, research routes, live indicators, calculations, experiments, entities, and provenance records, then assembles them into a reviewable Decision Packet.
Integrated workflow
Source → Route → Observe → Calculate → Test → Connect → Decide
Source
Knowledge Library
Import structured sources, quotations, Harvard-style citations, bibliographies, and collection context.
Route
Research Librarian
Carry research routes, recommended titles, evidence gaps, and follow-up questions into the packet.
Observe
Site Intelligence
Attach indicators, country dossiers, live observations, source health, freshness, and methodology.
Calculate
Workbench
Import formulas, models, graphs, assumptions, validation checks, and technical reports.
Test
Research Lab
Attach experiments, notebooks, datasets, instruments, validation results, and scientific limitations.
Connect
Platform Core
Resolve shared entities, Evidence Ledger records, provenance links, relationships, and signed manifests.
Decide
Decision Studio
Compare alternatives, expose uncertainty, generate briefs, apply readiness gates, and preserve audit history.
Platform capabilities
What Decision Studio now supports
Typed platform artifacts
Validate the additive scds-platform-artifact/1.0 envelope across six current Sustainable Catalyst products.
Unified evidence registry
Retain source identity, methodology, freshness, confidence, citations, evidence notes, and transformation history.
Integrity verification
Calculate canonical payload hashes and flag supplied hashes that do not match the imported artifact.
Decision Packet workspace
Use scds-decision-packet/2.0 to hold platform handoffs, evidence, assumptions, scenarios, experiments, calculations, entities, provenance, and audit records.
Batch and legacy import
Import multiple typed artifacts while preserving compatibility with earlier Catalyst module exports.
Readiness and scenario review
Evaluate evidence completeness, compare alternatives, surface unresolved issues, and route deeper modeling to Workbench.
Decision Briefing and Publication Studio
Generate governed internal, institutional, and public publications with Harvard citations, evidence anchors, visibility controls, redaction reports, and publication handoffs.
Outcomes, Monitoring, and Reassessment
Track commitments, targets, milestones, actual-versus-expected results, emerging risks, invalidated assumptions, reassessment triggers, amendments, retirement, and Decision Registry records.
Public API, Embeds, and Institutional Integration
Publish public-safe dossiers and script-free embeds, exchange governed packet archives, sign manifests, and connect Platform Core.
Accessibility, Offline Use, and Release Hardening
Audit keyboard and screen-reader readiness, create offline recovery snapshots, assess migrations, and apply explicit backup, privacy, performance, and human release gates.
Saved packets and export center
Save working packets and export JSON, Markdown, print-ready HTML, publication manifests, audit, readiness, scenario, and handoff artifacts.
Live module
Open the integrated workspace
Sustainable Catalyst Platform · Decision Studio v2.0.1
Sustainable Catalyst Decision Studio
Structured sustainability decision support for projects, policies, procurement choices, scenarios, risk, and four-pillar evaluation.
Project intake
Define the decision question
Capture the project, policy, procurement, retrofit, supplier, or strategy decision before scoring it.
Catalyst module navigation and handoffs
Open the specialized module you need, carry the Decision Packet with you, and return its artifact for synthesis
Decision Studio v2.0.1 promotes Canvas, Data, Analytics R, Global Impact, Narrative Risk, Finance, and Grit from a hidden compatibility dropdown into a visible working pathway. Routes are configurable in WordPress, and packet handoffs remain browser-local unless a connected product explicitly imports them.
Connected platform services
Source → Research → Observe → Calculate → Validate → Trace → Decide
These services provide current typed platform artifacts, source context, experiments, calculations, and shared identities around the Decision Packet.
Sources and citations
Knowledge Library
Import durable source records, quotations, Harvard-style citations, bibliographies, collections, and evidence notes.
Packet target: evidence_registry
Research routes and gaps
Research Librarian
Import research routes, recommended sources, evidence gaps, related titles, and follow-up questions.
Packet target: research_routes
Indicators and observations
Site Intelligence
Import indicators, country dossiers, live observations, methodology records, source health, and freshness context.
Packet target: live_evidence
Calculations and models
Workbench
Import formulas, calculations, graphs, models, code outputs, validation checks, assumptions, and technical reports.
Packet target: calculation_trace
Experiments and scientific artifacts
Research Lab
Import experiments, notebooks, datasets, instrument context, validation results, provenance, and scientific reports.
Packet target: experimental_evidence
Entities and Evidence Ledger
Platform Core
Import canonical entities, Evidence Ledger records, provenance links, identifiers, signatures, and shared exchange metadata.
Packet target: platform_registry
Decision synthesis
Decision Studio
Synthesize typed evidence into scenarios, readiness findings, an auditable brief, and export bundle.
Packet target: integrated_decision_brief
Artifact import
Paste a Catalyst module or connected-product artifact
Select the product that created the export, paste its JSON, and validate it before merging. Decision Studio preserves the original source snapshot while mapping supported fields into the packet.
Brief readiness & review status
Quality gates before export
Review whether the Decision Packet is ready for a draft brief, reviewed export, or further evidence work. The readiness gate checks framing, evidence, scenarios, impact, claims, finance, recovery, audit/provenance, and synthesis.
Decision governance & review center
Assign accountability, control review, and record human approval
Move the Decision Packet through a controlled lifecycle with a named owner, assigned reviewers, approval conditions, exceptions, conflict declarations, sign-offs, expiration dates, and a tamper-evident review history.
v1.12.0 collaborative workspace
Collaborative Decision Room
Private WordPress-managed rooms for participants, comments, change requests, snapshots, version comparison, notifications, and approved-version locks.
Institutional and Domain Decision Packs
Apply a reusable decision methodology without hiding the evidence or governance requirements
Select a pack to populate required intake, criteria, evidence, indicators, Workbench models, review roles, risk questions, readiness rules, and briefing templates.
climate energy
Climate and Energy Strategy
Evaluate decarbonization, energy transition, resilience, affordability, and implementation pathways.
6 evidence requirements · 6 criteria · 5 review roles
infrastructure capital
Infrastructure and Capital Investment
Compare capital programs using lifecycle performance, resilience, public value, delivery risk, and maintainability.
6 evidence requirements · 6 criteria · 5 review roles
urban resilience
Urban Resilience
Assess urban interventions across hazards, infrastructure interdependencies, vulnerable populations, and recovery capacity.
6 evidence requirements · 6 criteria · 5 review roles
procurement
Sustainable Procurement
Compare procurement choices using total cost, supplier risk, lifecycle impact, labor and human-rights concerns, and contract governance.
6 evidence requirements · 6 criteria · 5 review roles
responsible ai
Responsible AI and Technology Governance
Evaluate AI or digital-system adoption across purpose, evidence, rights, safety, accountability, data governance, and operational controls.
6 evidence requirements · 6 criteria · 5 review roles
research governance
Research Program Approval
Review a proposed research program across significance, methodology, feasibility, ethics, data stewardship, and reproducibility.
6 evidence requirements · 6 criteria · 5 review roles
environmental management
Environmental Intervention
Compare restoration, conservation, remediation, or management interventions using ecological evidence, uncertainty, durability, and community effects.
6 evidence requirements · 6 criteria · 5 review roles
humanitarian development
Humanitarian and Development Programming
Assess programs across need, protection, effectiveness, localization, feasibility, accountability, and conflict sensitivity.
6 evidence requirements · 6 criteria · 5 review roles
policy governance
Organizational Policy
Evaluate organizational policies across purpose, authority, evidence, feasibility, rights, implementation, and reviewability.
6 evidence requirements · 6 criteria · 5 review roles
advisory
Advisory Diagnostic and Recommendation
Structure evidence-based advisory diagnostics, options, recommendations, implementation conditions, and client approval records.
6 evidence requirements · 6 criteria · 5 review roles
Decision Briefing and Publication Studio
Turn a governed Decision Packet into a citation-native publication
Create executive memos, technical reports, board briefs, alternatives analyses, public dossiers, appendices, implementation plans, dissenting views, and monitoring plans.
v1.14.0 lifecycle control
Outcomes, Monitoring, and Reassessment
Track commitments after approval, compare actual results with expected outcomes, surface invalidated assumptions and emerging risks, and create human-owned reassessment, amendment, or retirement records.
Human-control boundary: monitoring may identify deviations and trigger reassessment, but it cannot automatically amend, suspend, approve, or retire a decision.
Public API, embeds & institutional integration
Publish safe summaries and exchange governed Decision Packets
Create governance-gated public dossiers, script-free readiness and scenario descriptors, signed institutional archives, Platform Core gateway records, and hash-addressed internal events.
v1.16.0 · Accessibility, Offline Use, and Release Hardening
Validate access, recovery, migrations, and production release gates
Run an explicit engineering readiness review for keyboard and assistive-technology support, offline drafts, recovery snapshots, large-packet performance, backup and restore, privacy, and additive packet migration.
v2.0.0 · Connected Decision Intelligence Platform
End-to-end decision lifecycle
Assess the active Decision Packet across Frame, Research, Evidence, Model, Compare, Challenge, Review, Approve, Publish, Implement, Monitor, and Reassess. The platform routes gaps to the right Sustainable Catalyst product while preserving human control.
Four-pillar scorecard
Environmental, social, economic, and governance scoring
Use transparent weights and indicators to compare viability across the four pillars.
Risk and resilience
Map exposure, vulnerability, and mitigation capacity
Screen risk across cost, implementation, environmental, stakeholder, and governance dimensions.
Advanced Scenario & Sensitivity Studio
Compare alternatives, vary assumptions, find thresholds, and inspect uncertainty
Model any number of alternatives, apply weighted criteria, run one-way and two-variable sensitivity screens, search for break-even points, compare time horizons, and review stakeholder distribution and reversibility.
Compatibility scenario matrix
Workbench handoff
Send deeper calculations, graphs, and technical checks to Workbench
Decision Studio synthesizes the decision. Workbench performs deeper symbolic, graph, engineering, scenario, risk, economics, environmental QA/QC, and domain-specific analysis.
Saved Decision Packets & Export Center
Save the packet, reload prior work, and export the full decision bundle
Decision Studio can preserve the current Decision Packet as a browser-saved working record, generate a complete export bundle, and prepare JSON, Markdown, HTML, audit, readiness, scenario, and Workbench handoff exports.
Saved packets
Export bundle
Integrated brief generator
Professional decision memo from the full Decision Packet
Generate a structured brief that synthesizes framing, evidence, scenarios, impact records, claim review, finance, recovery, four-pillar scores, audit/provenance, and Workbench handoffs.
AI Decision Briefing Layer
Assumption critique, risk interpretation, and decision caveats
Generate a cautious, site-scoped decision-support brief through the configured backend AI provider when available. If the backend or provider is unavailable, Decision Studio returns a deterministic fallback brief.
Audit & Provenance
Decision packet ledger, sources, assumptions, calculations, claims, changes, and review status
Generate a structured audit appendix that shows what was entered, which module artifacts are present, which sources support the decision, which calculations were used, and which assumptions still require review.
Boundaries
Educational decision support
AI in the toolkit, never in control. Outputs are decision-support drafts and educational analyses, not legal, financial, engineering, medical, sustainability assurance, tax, compliance, or investment advice.
research-oriented decision work. It does not certify compliance, guarantee outcomes, or replace
qualified legal, financial, engineering, scientific, medical, assurance, or compliance advice.
Decision Studio capabilities
One Decision Packet for evidence, analysis, review, and action
Decision Studio treats surrounding module outputs, Lab records, calculations, public evidence, and source artifacts as structured records that can be imported, reviewed, linked, revised, and exported without losing their original methodological context.
Integrated workflow
Module-to-brief orchestration
Connect Lab notebooks, Canvas, Data, Analytics R, Global Impact, Narrative Risk, Finance, Grit, Workbench, and Site Intelligence outputs into one reviewable workflow.
Artifact adapters
Import structured module records
Import supported JSON artifacts, normalize them into the appropriate Decision Packet sections, and
preserve the original source snapshot.
Audit and provenance
Track where the work came from
Maintain artifact logs, source ledgers, assumption registers, calculation traces, claim traces,
change records, review states, and audit appendices.
Scenario comparison
Compare options and sensitivities
Review baseline conditions, scenario deltas, tradeoffs, dependencies, sensitivities, risks, and
unresolved evidence before selecting a preferred option.
Brief readiness
Know what is ready for review
Inspect section-level readiness, unresolved issues, missing source context, professional-reliance
gates, public/private boundaries, and export readiness.
Export center
Save and export the packet
Export Decision Packet JSON, integrated briefs, scenario records, readiness reports, audit
appendices, Workbench handoffs, and source-aware documentation.
Artifact-producing modules
Specialized workflows that feed Decision Studio
Each specialized workflow can stand alone as a focused public tool. When broader synthesis is needed, its result can be preserved as a structured artifact and carried into a Decision Packet with its source and methodological context intact.
Problem framing
Catalyst Canvas
Frame a challenge, define an audience, generate POV and HMW prompts, shape a prototype, design a test
plan, and export a structured brief.
Data records
Catalyst Data
Create traceable measurement records with entity, indicator, source, period, confidence, method
notes, review status, and structured export.
Scenario analysis
Catalyst Analytics R
Explore sustainable-development scenarios with assumptions, capital values, emissions budgets,
interpretation notes, and exportable model records.
Impact measurement
Global Impact Catalyst
Create impact records with initiative, goal, theme, indicator, baseline, current value, target,
source, confidence, and progress notes.
Claim review
Narrative Risk
Evaluate claims by evidence strength, uncertainty, source type, stakeholder pressure, narrative
volatility, consequence, and review status.
Tradeoff analysis
Catalyst Finance
Estimate NPV, ROI, payback, benefit-cost ratio, carbon cost per ton, risk-adjusted score, review
flags, and decision notes.
Recovery tracking
Catalyst Grit
Assess setbacks, pressure, impact, energy, support, clarity, recovery actions, next steps, and
execution risk.
Decision support
Decision Studio
Synthesize evidence, scenarios, finance, impact, claims, risks, Workbench calculations,
Site Intelligence context, audit records, and readiness into a reviewable brief.
Platform trust layer
Make provenance, methodology, state, and review boundaries visible
Sustainable Catalyst is designed around reviewable work. Trust comes from transparent sources, experimental conditions, calculation records, explicit limits, reproducible methods, evaluation evidence, and accountable review—not from an unexplained score or an automated claim of certainty.
Provenance
Source and artifact lineage
Preserve publishers, source records, Lab notebooks, experimental conditions, imported artifacts, calculations, code, methods, assumptions, revisions, and the relationships between them.
Data state
Live, cached, stale, unavailable, experimental, or disabled
Delivery and validation state should remain visible so that missing evidence, connector failure,
stale data, and valid zero values are not confused.
Methodology
Explain how outputs were produced
Document matching, filtering, transformations, model assumptions, latest-value rules, compatibility
tests, validation behavior, and export construction.
Validation
Test calculations and structures
Use controls, calibration records, sample inputs, expected outputs, schema checks, confidence labels, test evidence, warnings, and professional-review flags to support responsible interpretation.
Audit readiness
Know what remains unresolved
Track missing sources, open assumptions, unresolved issues, review states, readiness conditions,
export status, and changes across versions.
Public/private boundaries
Expose useful evidence without exposing protected systems
Public interfaces should not reveal credentials, private analytics, raw secrets, unreleased reports,
administrative controls, or restricted diagnostics.
Shared platform foundation
Platform Core connects identity, evidence, trust, and interoperable services
The visible products are supported by a shared core that keeps entities, knowledge relationships,
evidence lineage, interfaces, evaluations, dossiers, and service boundaries consistent across the platform.
Entity identity
Universal Entity Registry
Maintain stable identities for sources, datasets, places, indicators, experiments, tools, methods,
organizations, artifacts, and decision records across products.
Knowledge relationships
Knowledge Graph
Connect articles, concepts, evidence, experiments, calculations, tools, claims, methods, and outputs
through explicit relationships rather than isolated page links.
Evidence lineage
Evidence Ledger
Preserve source–method–artifact lineage, validation state, transformations, canonical digests,
revisions, and review records across the platform.
Interoperability
Unified Public API and Developer Portal
Provide consistent public interfaces, documented schemas, discoverable endpoints, examples,
health records, and developer-oriented integration guidance.
Evaluation and assurance
Trust Center and Evaluation Framework
Publish evaluation criteria, capability boundaries, test evidence, system status, release records,
responsible-use notes, and review expectations.
End-to-end orchestration
Signature Dossiers and Unified Service Gateway
Assemble cross-product dossiers while coordinating shared services, controlled access, health checks,
routing, version compatibility, and traceable workflow handoffs.
Technical architecture
Open interfaces, shared services, structured records, and public repositories
The platform combines WordPress publishing, embedded public interfaces, Python and FastAPI services, Render-backed applications, browser and local execution, shared Platform Core services, structured schemas, export formats, tests, and open-source repositories.
Publishing layer
WordPress interfaces
Public landing pages, research pathways, article maps, shortcodes, embedded tools, navigation, and
institutional design live within the Sustainable Catalyst WordPress site.
Application services
Python + FastAPI
Shared backend services support routing, calculations, connector normalization, validation, exports,
public diagnostics, evidence records, and decision workflows.
Public applications
Render-backed deployments
Standalone and embedded public applications provide responsive workspaces for Lab, Site Intelligence, Workbench, Decision Studio, Research Librarian, and supporting platform services.
Data contracts
Structured schemas and artifacts
JSON records, identifiers, schema versions, source links, experiment conditions, methods, assumptions, states, validation notes, and export contracts support interoperability.
Reviewable outputs
JSON, CSV, Markdown, HTML, and reports
Platform products create portable records that can be inspected, reused, imported, printed,
validated, or carried into another workflow.
Open development
GitHub repositories and release history
Public repositories contain Lab, Workbench, Site Intelligence, Decision Studio, Research Librarian, Platform Core, plugin source, backend services, schemas, tests, examples, documentation, and release records.
Operating methodology
Reviewable methods rather than automated authority
Sustainable Catalyst is built around visible evidence, reproducible experiments, explicit assumptions, documented calculations, portable outputs, responsible-use boundaries, and human review.
Traceability
Evidence and provenance
Retain sources, confidence, methods, review status, experiment conditions, assumptions, imported artifacts, calculation traces, code records, and dashboard context where relevant.
Reproducibility
Structured exports
Export records in inspectable formats so reasoning, assumptions, calculations, source context, and
decisions can be reviewed and reused.
Human judgment
AI in the toolkit
AI may help route, summarize, translate, and synthesize, but the platform keeps uncertainty,
limitations, methodology notes, and professional boundaries visible.
Responsible comparison
Compatibility before calculation
Similar labels, aligned dashboards, shared colors, or mathematical differences do not make unlike
evidence equivalent. Definitions, units, periods, geography, and methods must be checked.
Participation and improvement layer
Feature Suggestions connects public ideas to the development loop
Feature Suggestions is the platform-wide participation system. It gives visitors a structured way to propose capabilities, report gaps, surface accessibility needs, and contribute to the roadmap across Lab, Research Librarian, Site Intelligence, Workbench, Decision Studio, Platform Core, documentation, and public interfaces.
Feature Suggestions
Propose and improve the platform
Submit new tools, workflows, research routes, Lab capabilities, data connectors, accessibility improvements, documentation upgrades, or bug reports through a reviewable participation workflow.
GitHub
Inspect the repositories
Review plugin source, backend services, schemas, examples, tests, release notes, documentation, and
public implementation history.
Support
Support open knowledge development
Support publications, repositories, Lab development, Workbench tools, Decision Studio, Site Intelligence, public observatories, documentation, testing, and platform maintenance.
Consulting
Apply the methods selectively
Consulting can support knowledge architecture, evidence discipline, scientific and technical storytelling, public dashboard strategy, analytical tool design, research environments, decision workflows, and open knowledge systems.
Responsible-use boundaries
Educational, analytical, open-source, and decision-support oriented
Sustainable Catalyst tools support research, experimentation, orientation, calculation, modeling, coding, documentation, and structured decision work. They do not guarantee outcomes, certify compliance, validate scientific truth automatically, or replace current authoritative records, safe procedures, and qualified professional judgment.
Generated routing, summaries, interpretations, and decision-support text require human review and
should remain connected to source and methodology records.
Lab protocols, simulated results, notebook records, instrument interpretations, and prototype findings require
appropriate controls, replication, calibration, safety review, domain expertise, and comparison with authoritative methods.
Indicators, maps, events, models, and source summaries may be delayed, incomplete, estimated,
transformed, stale, or limited in geographic and temporal coverage.
Workbench calculations, Lab analyses, simulations, code outputs, and Decision Studio records do not certify engineering, financial, legal, scientific, medical, environmental, assurance, or compliance conclusions.
A matching canonical digest can support change detection. It does not prove accuracy, authenticity,
completeness, publisher authority, or legal validity.
Aligned values, synchronized trends, geographic proximity, and numerical differences can support
investigation without identifying a causal mechanism.
Confirm important findings against authoritative sources and seek qualified professional guidance
when decisions carry legal, financial, engineering, environmental, medical, humanitarian,
operational, or safety consequences.