Sustainable Catalyst Lab

Workbench

Sustainable Catalyst Workbench is a browser-based environment for mathematical analysis, scientific visualization, engineering calculation, code execution, hardware prototyping, simulation, digital twins, experimentation, and reproducible technical documentation.

Workbench connects formulas, calculators, models, code, instruments, devices, experiments, validation records, dashboards, and exportable project files in one auditable workspace. It supports both browser-local analysis and paired local execution through the secure Workbench Runner.

Open Workbench → Explore studios → View workflow → Architecture → Responsible use →

Current release: Workbench v3.0.0 unifies shared project records, specialist studios, workspace health, platform handoffs, export packages, reset safeguards, and reproducible workflow records across the complete environment.

Live workspace

Open the Unified Workbench

Use the primary Workbench interface for guided analysis, calculator routing, formula translation, graphing, engineering notes, code projects, simulations, scientific dashboards, and reproducible experiment workflows.

Activating Workbench studios…

One canonical projectConnect requirements, evidence, data, calculations, experiments, workflows, reviews, evaluations, and release records.

All platform surfacesCoordinate Workbench, Lab, Site Intelligence, Decision Studio, Research Librarian, Knowledge Library, WordPress, and offline nodes.

Human-controlled releaseRequire integrity, traceability, security, evaluation, professional review where applicable, backups, rollback, and named approval.

Project titleDomains (JSON)Surfaces (JSON)Requirements (JSON)

Ready to prepare an integrated platform record.

{}

Connected Overview

Connected project

Create one canonical project contract across every Workbench and Sustainable Catalyst surface.

Capability registry

Audit studios, runtimes, domains, services, and required capabilities before a workflow begins.

Integration health

Check required and optional platform connections while preserving offline fallback.

Release manifest

Assemble traceability, evaluation, review, and human-approval evidence without publishing automatically.

Connected recordBrowser-local fallback active

{}

Project HubAudit the unified project manifest, studio state, evidence, artifacts, dependencies, and readiness.

Platform handoffsPackage selected records for Site Intelligence, Decision Studio, Research Librarian, or another Workbench project.

Recovery safeguardsExport versioned packages and require explicit confirmation before clearing saved workspace data.

Project manifest (JSON) Dependencies (JSON)

{}

Review boundary: project health, migration, handoff, package, and reset records are planning and evidence-management aids. They do not establish technical correctness, regulatory compliance, safety, certification, or professional approval. Export a backup before destructive actions and revalidate imported records in every destination system.

Local firstProjects save in this browser even when no account or backend is available.

Private persistenceSigned-in editors can store private project records and revisions in WordPress.

AutosaveDirty project records save after an idle delay and before page exit.

Revision safetyManual and server saves create recoverable, content-hashed snapshots.

No active project loaded.

Search projects Status Pinned only

Project ID Title Status Storage mode Tags, comma separated Pin this project Description Project metadata and shared studio state (JSON)

Not modified.

Revision reason

Browser records0

Local revisions0

Estimated usage0 B

Server accessSign in to enable

This session is using browser-local storage. Sign in with editing access to enable private WordPress synchronization.

Conflict strategy

{}

Persistent workspace ready.

Storage boundary: browser projects remain tied to the current browser profile unless exported or synchronized. WordPress projects are private application records, not certified records of engineering approval. Export backups before account changes, cleanup, migration, or reset.

Organization and teamsPrivate organizational boundaries, team membership, invitations, and role-based capabilities.

Shared project spacesAuthenticated team projects with revisions, ownership, activity records, and explicit access checks.

Local-first fallbackAnonymous and offline users retain browser-local projects. No paid database is required.

Organization nameTeam nameProject titleMembers (JSON)

Ready for authenticated collaboration planning.

{}

Browser-local mode.Sign in with an authorized WordPress account to create private hosted organizations, teams, invitations, and team projects.

Collaboration boundary: invitations, access changes, conflict resolution, deletion, publication, and professional sign-off require authenticated human authorization. Workbench does not automatically escalate roles, accept invitations, delete projects, or expose private records publicly.

Choose a workflowStart from a scientific, engineering, measurement, analytics, sustainability, or connected Lab-to-decision template.

Build traceability earlyCreate requirements, milestones, evidence placeholders, validation gates, deliverables, and recommended studio routes before execution.

Prepare for teamsAdd role bindings and private WordPress storage without making hosted services mandatory.

Keep humans in controlTemplates never authorize experiments, device control, publication, certification, or professional sign-off.

Project titleTemplate IDDomainObjectiveConstraints, one per lineTeam role bindings JSON

Ready to create a guided project plan.

{}

Local-first mode.Sign in with an authorized WordPress account to preserve private templates and guided projects on this site.

Guidance boundary: templates organize work but do not execute experiments, operate devices, approve findings, publish records, certify compliance, diagnose people, or replace qualified scientific, engineering, medical, legal, or professional review.

Register sourcesPreserve connector type, host allowlists, licensing, citations, refresh cadence, and stable source hashes.

Build reproducible pipelinesPlan transformations, dependencies, schemas, validation, freshness, and outputs without silently changing data.

Work offlineCreate content-addressed dataset snapshots and portable packages for local analysis and later synchronization.

Keep humans in controlNetwork retrieval, credentials, overwrites, publication, cloud upload, and deletion require explicit external action.

Dataset titleDataset IDSource IDs JSONColumns JSONPipeline steps JSON

Ready to prepare a reproducible data record.

{}

Local-first mode.Sign in with an authorized WordPress account to preserve private source and dataset records on this site.

Data boundary: connector records and pipeline plans do not automatically fetch network data, store credentials, overwrite datasets, upload to cloud services, publish records, delete source material, or certify data quality.

Define benchmarksPreserve metrics, directions, datasets, protocols, baselines, units, and review boundaries.

Compare candidatesSummarize repeated trials, uncertainty, practical differences, and regressions without overstating causality.

Verify reproducibilityCheck seeds, runtime, environment, dataset, protocol, and repeated-run consistency.

Gate human decisionsLeaderboards, baseline replacement, release approval, and certification remain explicitly human controlled.

Benchmark titleBenchmark IDMetric nameMetric directionCandidates JSONParameter grid JSONSeeds JSON

Ready to prepare an auditable evaluation record.

{}

Local-first mode.Sign in with an authorized WordPress account to preserve private benchmark and evaluation-run records on this site.

Evaluation boundary: plans and reports do not automatically execute experiments, publish leaderboards, replace baselines, approve releases, establish causation, or certify scientific, engineering, safety, regulatory, or professional conclusions.

Define an extensionCreate a versioned manifest with explicit capabilities, hooks, compatibility bounds, provenance, licensing, and package integrity.

Restrict privilegesUse least-privilege capability scopes, hostname allowlists, project boundaries, and explicit approval for high-risk operations.

Validate lifecycle changesPlan installation, activation, updates, deactivation, and uninstall with compatibility, signature, backup, and receipt checks.

Package reproduciblyPreserve file hashes, tests, documentation, compatibility reports, security audits, and human review records.

Extension IDNamePublisherVersionCapabilities JSONHooks JSON

Ready to prepare a capability-scoped extension record.

{}

Local-first mode.Sign in with an authorized WordPress account to preserve private extension and release records on this site.

Extension boundary: manifests, hooks, packages, and lifecycle records never authorize arbitrary code execution, remote shells, automatic installation, automatic activation, privilege escalation, publication, device execution, or safety-control bypasses.

Article-aware projectsTurn a Library article into a persistent Workbench project with source, formula, citation, and topic context.

Formula-aware embedsRegister article equations and produce reviewable compact-calculator shortcode plans.

Grounded routingSend an article question to a relevant Workbench studio through a site-scoped Research Librarian packet.

Human-reviewed returnSave generated reports as private or draft WordPress records, never automatic public posts.

No article record loaded.

Article ID WordPress ID Article title Article URL Topics, comma separated Excerpt Article record JSON

Formula records JSON

Generated shortcodes are placement recommendations. Review calculator maturity, article context, and responsible-use boundaries before publishing.

Question grounded in this article Requested action

Draft title Project ID Visibility Evidence IDs, one per line Artifact IDs, one per line Draft content (Markdown)

{}

Publication boundary: article links, formula matches, calculator placements, Research Librarian routes, citations, and generated drafts require human review. Workbench does not automatically publish or certify content.

Build a cross-application handoff

Source application Target application Handoff type Source project ID Target project ID Handoff title Objective Payload JSON

Handoff recordReady.

{}

Build a technical review record

Review calculations, code, models, experiments, hardware evidence, requirements, and documents without treating internal approval as professional certification.

Project ID Review ID Review title Revision Review state Owner ID Reviewers JSON Review items JSON Requirement IDs, one per line

Review recordReady.

{}

Local runner connection

Runner URL

Pair once through the v2.0.0 Local Go Runner panel. v2.1.0 reuses that origin-bound browser token.

Structured task plan

Task I consent to this allowlisted local device task.

Device discovery has not run.

Prototype and research support only. Confirm electrical limits, pin assignments, device permissions, calibration, model behavior, latency, memory use, environmental conditions, and safety requirements on the actual hardware.

Orchestration overview

Build an auditable local-device workflow. No arbitrary shell execution is exposed.

1. InventoryRecord device identity, transport, firmware, state, and capabilities.

2. ConsentAllowlist devices and operations with expiration and sensitive-action confirmation.

3. RunPlan ordered tasks, rollback steps, stop conditions, and simulation fallbacks.

Device orchestration recordReady.

{}

Project name HDL Board profile Clock frequency (MHz)

Top-level HDL Pin and timing constraints Implementation report

Generated HDL and constraints will appear here.

No implementation report has been analyzed.

Engineering support only. Verify component ratings, electrical clearances, grounding, thermal behavior, constraints, timing, fabrication rules, standards, and safety on the actual target hardware with qualified review.

Drive model Wheel diameter (mm) Track width / wheelbase (mm) Left wheel speed (RPM) Right wheel speed (RPM) Payload mass (kg)

Enter project values and run the analysis.

Prototype and analytical support only. Verify loads, voltages, current limits, torque, speed, stopping behavior, fault handling, interlocks, mechanical clearances, control stability, and safe states on the actual system with qualified engineering review.

Instrumentation

Range, resolution, bandwidth, accuracy, interface, and isolation review.

[sc_workbench_instrumentation_studio project="default"]

Data Acquisition

Sampling, Nyquist, throughput, buffering, storage, and timing planning.

[sc_workbench_data_acquisition project="default"]

Signal Analysis

Time-domain statistics, drift, filtering, noise estimates, and previews.

[sc_workbench_signal_analysis project="default"]

Frequency Analysis

Windowed spectrum, dominant frequencies, frequency resolution, and aliasing checks.

[sc_workbench_frequency_analysis project="default"]

Calibration and Uncertainty

Linear calibration, residuals, uncertainty budgets, and expanded uncertainty.

[sc_workbench_calibration_uncertainty project="default"]

Measurement Validation

Timestamp integrity, sample-rate accuracy, jitter, completeness, and channel statistics.

[sc_workbench_measurement_validation project="default"]

Dynamic Simulation

First-order, logistic, and damped-system simulations with Euler or RK4 integration.

[sc_workbench_simulation_studio project="default"]

Digital Twin

Compare measured streams to model behavior and calibrate a transparent first-order twin.

[sc_workbench_digital_twin project="default"]

Systems Modeling

Simulate coupled linear state systems with explicit matrices, states, and forcing.

[sc_workbench_systems_modeling project="default"]

Scenario Sweep

Run parameter sweeps and identify sensitivity, monotonicity, and outcome ranges.

[sc_workbench_scenario_sweep project="default"]

Monte Carlo

Propagate parameter uncertainty through a transparent linear response model.

[sc_workbench_monte_carlo project="default"]

Model Validation

Calculate residual metrics, acceptance checks, and linear correction records.

[sc_workbench_model_validation project="default"]

Instrument or sensor name Instrument type Engineering units Range minimum Range maximum Accuracy (% full scale) ADC resolution (bits) Instrument bandwidth (Hz) Expected signal minimum Expected signal maximum Input / output interface Isolation required

Enter the measurement or acquisition parameters, then run the analysis.

Research and prototyping support only. Verify instrument ratings, isolation, grounding, probes, wiring, sampling assumptions, calibration traceability, uncertainty budgets, environmental limits, and all safety-critical measurements against the actual equipment and applicable standards.

Dynamic Simulation

First-order, logistic, and damped-system simulations with Euler or RK4 integration.

[sc_workbench_simulation_studio project="default"]

Digital Twin

Compare measured streams to model behavior and calibrate a transparent first-order twin.

[sc_workbench_digital_twin project="default"]

Systems Modeling

Simulate coupled linear state systems with explicit matrices, states, and forcing.

[sc_workbench_systems_modeling project="default"]

Scenario Sweep

Run parameter sweeps and identify sensitivity, monotonicity, and outcome ranges.

[sc_workbench_scenario_sweep project="default"]

Monte Carlo

Propagate parameter uncertainty through a transparent linear response model.

[sc_workbench_monte_carlo project="default"]

Model Validation

Calculate residual metrics, acceptance checks, and linear correction records.

[sc_workbench_model_validation project="default"]

Scientific Visualization and Engineering Dashboard Studio

Turn simulation, instrumentation, runtime, and validation records into auditable scientific figures, dashboards, uncertainty overlays, system-state views, and accessible exports.

[sc_workbench_scientific_visualization project="default"]

Workbench v2.8.0 workflow layer

Automate and reproduce this project

Turn measurements, simulations, and visualizations into structured protocols, dependency-aware workflows, checkpoints, version manifests, deviation records, and reproducible experiment bundles.

[sc_workbench_experiment_automation project="default"]

Dynamic model Numerical solver Initial state x(0) Input / forcing u Gain or growth rate Time constant / damping Capacity / natural frequency Time step Δt Duration Units

Enter model parameters, then run the analysis.

Research and prototyping support only. Treat models as explicit approximations. Verify equations, units, parameter ranges, numerical stability, calibration data, uncertainty assumptions, boundary conditions, and decision consequences against field evidence and qualified review.

Multi-Language Engineering Runtime Studio

Generate equivalent engineering calculations, inspect local runtimes, compare numerical behavior, and validate reproducibility across languages.

[sc_workbench_multilanguage_runtime project="default"]

Scientific Visualization and Engineering Dashboard Studio

Turn simulation, instrumentation, runtime, and validation records into auditable scientific figures, dashboards, uncertainty overlays, system-state views, and accessible exports.

[sc_workbench_scientific_visualization project="default"]

Workbench v2.8.0 workflow layer

Automate and reproduce this project

Turn measurements, simulations, and visualizations into structured protocols, dependency-aware workflows, checkpoints, version manifests, deviation records, and reproducible experiment bundles.

[sc_workbench_experiment_automation project="default"]

Auditable predictive workflow

Workbench separates data profiling, split design, feature decisions, model evaluation, responsible-use audits, documentation, and human review.

1. FrameDefine task, target, intended use, exclusions, and review requirements.

2. ValidateUse held-out data, baselines, cross-validation, uncertainty, leakage, drift, and subgroup checks.

3. DocumentExport content-hashed model cards, experiment records, and cross-language fixtures.

Computational intelligence recordReady.

{}

Shared domain workflow

Calculate

Carry equations, inputs, units, assumptions, evidence, and equivalent implementations into a Lab domain.

Experiment

Translate research questions into protocols, controls, instruments, replicates, safety boundaries, and reproducibility records.

Validate

Apply domain-specific checks without claiming automatic certification, clinical diagnosis, or licensed approval.

Publish

Synchronize notebook entries and draft reports while retaining provenance, review state, and immutable hashes.

Workbench prepares and validates auditable records. It does not independently authorize physical experiments, diagnose patients, or replace licensed scientific and engineering review.

Choose a domain tool to build an auditable integration record.

{}

Offline Workbench architecture

Installable packages

Platform-specific launchers for macOS, Linux, and Raspberry Pi OS.

Loopback service

FastAPI and the Workbench backend bind only to 127.0.0.1 by default.

Persistent local storage

Projects, backups, revisions, and evidence remain usable without network access.

Portable synchronization

Explicit import/export bundles preserve hashes, conflicts, and rollback requirements.

Boundary: This interface prepares plans and records. It does not run arbitrary shell commands, expose a remote shell, or silently upload local projects.

Offline Workbench ready.

Select a tool to create a local-first installation, runtime, synchronization, or recovery record.

{}

Public-release evaluation system

Inclusive interface

Keyboard, focus, labels, landmarks, screen-reader smoke tests, motion, contrast, and mobile overflow.

Production budgets

Transfer, JavaScript, CSS, interaction, layout stability, API latency, and memory thresholds.

Operational resilience

Migration stress, corrupt data, storage exhaustion, interrupted updates, backend outages, and rollback.

Stable public contracts

Versioned schemas, hooks, routes, deprecations, compatibility floors, onboarding, and human release gates.

Boundary: A ready gate records evidence and human approval. It does not certify regulatory compliance or publish automatically.

Evaluation record

No evaluation has been generated.

{}

Runner URL One-time pairing code Primary language Execution mode Source filename Maximum duration (seconds) Source code

Enter the project or validation inputs, then run the analysis.

Engineering and research support only. Local execution requires explicit pairing and consent. Review source code, numerical methods, dependencies, compiler flags, runtime versions, units, tolerances, output parsing, and platform-specific behavior before relying on results.

Scientific Visualization and Engineering Dashboard Studio

Turn simulation, instrumentation, runtime, and validation records into auditable scientific figures, dashboards, uncertainty overlays, system-state views, and accessible exports.

[sc_workbench_scientific_visualization project="default"]

Documentation and Product Dossier StudioConvert project records into traceable documentation, evidence registers, revision histories, and release-readiness dossiers.

Document title Project revision Owner or reviewer Sections (JSON) Assumptions, one per line Limitations, one per line Risks, one per line

{}

Documentation, readiness, compliance, manufacturing, certification, and verification records are planning and evidence-management aids. They do not establish regulatory approval, product safety, conformity, fitness for use, or professional sign-off. Validate every record against applicable standards, controlled source files, actual hardware and software revisions, qualified review, and organizational quality procedures.

Figure title Visualization type X-axis label Y-axis label Units Histogram bins / spectrum limit CSV data

Enter data and render a visualization.

A structured analysis record will appear here.

Scientific and engineering support only. Verify source data, units, sampling, transformations, axis scales, thresholds, uncertainty assumptions, visual encodings, accessible descriptions, and exported figures before using a visualization as evidence or in safety-critical work.

Workbench v2.8.0 workflow layer

Automate and reproduce this project

Turn measurements, simulations, and visualizations into structured protocols, dependency-aware workflows, checkpoints, version manifests, deviation records, and reproducible experiment bundles.

[sc_workbench_experiment_automation project="default"]

Experiment title Objective Pipeline tasks (JSON) Checkpoint rules (JSON) Observed checkpoint values (JSON) Runner URL Pairing code

{}

Automation support does not replace laboratory supervision, equipment interlocks, operating procedures, human review, or applicable safety and quality systems. Validate protocols, dependencies, schedules, code, instruments, checkpoints, data lineage, and failure handling before unattended or consequential use.

Documentation and Product Dossier StudioConvert project records into traceable documentation, evidence registers, revision histories, and release-readiness dossiers.

Document title Project revision Owner or reviewer Sections (JSON) Assumptions, one per line Limitations, one per line Risks, one per line

{}

Document title Project revision Owner or reviewer Sections (JSON) Assumptions, one per line Limitations, one per line Risks, one per line

{}

DiscoverInventory Workbench v1.x, v2.x, v3.x, unknown, and canonical browser-storage records.

PreviewBuild a migration map and canonical v3 project manifest without modifying browser storage.

ProtectCreate content-hashed backups and rollback points before every destructive operation.

RecoverValidate imported packages, resolve conflicts, restore safely, and audit the final workspace.

Source version Target project ID Preserve unknown Workbench-like keys in a legacy studio

Estimated browser quota in bytes

Backup label Previous backup hash

Backup file Conflict strategy: skip, overwrite, or rename Create rollback backup before restore

Cleanup scope: selected, duplicates, orphans, stale, or all-candidates Selected keys, one per line I downloaded a current backup Type CLEAN WORKSPACE

Rollback backup JSON I downloaded a backup of the current state Type ROLLBACK WORKBENCH

No storage operation has run.

{}

Recovery boundary: all migrations, restores, rollbacks, cleanup, and reset operations occur in the current browser profile. Download and verify a backup before changing storage. Imported records remain subject to studio-level validation, source review, and professional boundaries.

Interface diagnostics

Primary shortcodeRegistered by v5.0.0

Browser routerInitializing

Projectdefault

Available studios28 of 28

Connection note: advanced server functions require the configured Workbench FastAPI backend. Native runtimes, connected devices, engineering utilities, and local toolchains require the paired Workbench Runner.

Technical workspace

From an equation to a complete engineering record

Workbench is not a general-purpose chatbot. It is a structured technical environment that turns questions, formulas, datasets, models, code, measurements, and experiments into inspectable calculations, visualizations, tests, and documentation.

Analyze

Mathematics and engineering

Translate typed formulas, evaluate symbolic and unit-aware relationships, run deterministic calculators, inspect assumptions, and generate calculation notes.

Build

Code, devices, and hardware

Create browser and local-runtime projects, work with embedded systems, define electronics, validate hardware, and connect instruments and device records.

Validate

Experiments and reproducibility

Define protocols, automate repeatable workflows, evaluate checkpoints, compare runs, record deviations, and export reproducible experiment bundles.

Workbench studios

A connected system of analytical and prototyping environments

Each studio can support a focused task, while shared project records allow work to move from research and modeling to code, hardware, measurement, validation, and technical documentation.

Mathematical analysis

Symbolic Math and Calculator Studio

Chalkboard-style formula translation, unit-aware calculation, deterministic technical calculators, parameterized graphs, assumptions, and calculation reports.

Programming

Multi-Language Engineering Runtime Studio

Python, JavaScript, R, SQL, Go, C, C++, Rust, Haskell, and assembly project profiles, runtime discovery, equivalent implementations, and reproducibility comparisons.

Embedded development

Raspberry Pi, TinyML, and Device Studio

Raspberry Pi workflows, sensor acquisition, GPIO and bus planning, TinyML dataset preparation, calibration, model records, deployment scaffolds, and device logs.

Electronics

FPGA and Hardware Design Studio

FPGA project records, HDL templates, constraints, schematics, netlists, BOM review, PCB concepts, implementation reports, and hardware-validation dossiers.

Mechatronics

Robotics and Controls Studio

Robot kinematics, PID baselines, actuator sizing, state-machine validation, mechatronics safety review, telemetry analysis, and hardware-in-the-loop records.

Measurement

Instrumentation and Signal Analysis Studio

Acquisition planning, time-domain statistics, frequency analysis, calibration, uncertainty budgets, timing checks, measurement validation, and instrument records.

Modeling

Simulation and Digital Twin Studio

Dynamic models, state-space systems, scenario sweeps, seeded Monte Carlo analysis, digital-twin calibration, residual review, and model-versus-observation validation.

Visualization

Scientific Visualization and Dashboard Studio

Time series, scatter plots, histograms, spectra, spatial views, engineering dashboards, system-state diagrams, uncertainty overlays, and accessible exports.

Reproducibility

Experiment Automation and Workflow Studio

Structured protocols, dependency-aware pipelines, schedules, version manifests, automatic checkpoints, run comparisons, deviation records, and reproducible bundles.

Analysis and calculation

Deterministic calculation before interpretation

Workbench prioritizes transparent equations, inputs, units, methods, and validation checks. AI-assisted routing may help locate a tool or explain an output, but it does not replace the underlying calculation record.

Translate

Chalkboard Translator

Convert keyboard input into readable notation, structured expressions, LaTeX-style output, variable definitions, and compute-ready formulas.

Calculate

Advanced calculator library

Use technical tools spanning mathematics, statistics, economics, environmental science, physical science, engineering, infrastructure, risk, and systems analysis.

Document

Engineering calculation notes

Preserve formulas, values, units, assumptions, warnings, sensitivity notes, validation results, and review boundaries in exportable records.

Code and physical systems

Move from browser analysis to local runtimes and devices

Browser-local tools support safe exploratory work. The paired Workbench Runner adds structured access to approved local runtimes, compilers, devices, and engineering utilities without exposing a general shell endpoint.

Browser

Code and project generation

Build structured projects, generate reference implementations, compare numerical behavior, save test vectors, and export reproducible project files.

Local runner

Paired execution boundary

Discover approved runtimes and tools, authorize an origin-bound session, and run allowlisted structured tasks through a loopback-only local service.

Hardware

Devices and validation

Connect embedded-device planning, electronics records, telemetry, calibration, hardware tests, and verification evidence to the same project.

Scientific visualization

Graphs and dashboards tied to the underlying record

Workbench visualizations are generated from project data and validation outputs. They support inspection and communication without separating the chart from its source values, units, thresholds, uncertainty, and descriptive context.

Scientific plots

Time, distribution, frequency, and spatial views

Build time-series, scatter, bar, histogram, spectral, parameterized-model, and spatial visualizations from browser-local or backend-generated records.

Engineering dashboards

Thresholds, status, and system state

Assemble compact technical dashboards with measured values, operating limits, validation states, warnings, and directed system relationships.

Accessible exports

SVG, PNG, JSON, and data tables

Export visual records with programmatic titles, descriptions, source data, accessible narratives, and report-ready files.

Experiment automation

Make technical workflows repeatable and reviewable

Workbench v3.0.0 connects experiment design, workflow execution, checkpoint evaluation, version control, deviation handling, shared project records, and reproducibility review inside the unified workspace.

Protocol

Define the experiment

Record objectives, inputs, procedures, dependencies, resources, expected outputs, acceptance criteria, safety notes, and responsible-use boundaries.

Execute

Run the workflow

Validate dependencies, detect cycles and resource conflicts, estimate the critical path, schedule repeatable tasks, and preserve run-specific configuration.

Reproduce

Compare and audit runs

Generate SHA-256 manifests, evaluate automatic checkpoints, compare datasets and revisions, measure run variation, and document failures or deviations.

Article integration

Place compact tools beside the ideas they support

Formula-aware and topic-aware embeds allow selected Workbench tools to appear inside Sustainable Catalyst articles, documentation pages, learning paths, and technical project records without exposing implementation syntax to readers.

Registry

Identify formulas and technical concepts

The equation and tool registries create a reviewable link between article content, formulas, models, datasets, and available Workbench modules.

Placement

Choose the appropriate interface

Use inline, compact, full, or drawer-style displays according to the complexity of the calculation and the role it plays in the article.

Context

Keep the explanation and calculation together

Readers can inspect assumptions, change inputs, view outputs, and continue reading without losing the surrounding research or methodological context.

Connected workflow

From question to reproducible technical record

The Workbench workflow preserves the path from initial inquiry through analysis, implementation, measurement, validation, and documentation.

Frame Question or requirement
Translate Formula or model
Calculate Deterministic result
Simulate Behavior and scenarios
Build Code or hardware record
Measure Data and signals
Validate Limits and evidence
Automate Repeatable workflow
Export Reproducible dossier

Technical architecture

Four coordinated execution layers

Workbench combines WordPress integration, browser-local analysis, a Python/FastAPI backend, and a secure paired local runner. Each layer has a distinct role and explicit execution boundary.

Public interface

WordPress plugin

Page integration, settings, project interfaces, embedded tools, registries, placement controls, reports, module navigation, and public-site coordination.

Immediate interaction

Browser-local engines

Formula handling, transparent calculations, plotting, structured records, local storage, CSV processing, validation, and export generation.

Server analysis

Python / FastAPI backend

Symbolic processing, specialist calculations, simulation, larger validation tasks, report generation, tool routing, and configured AI-assisted interpretation.

Local engineering

Go Workbench Runner

Loopback-only pairing, origin-bound authorization, runtime and device discovery, allowlisted execution, and local engineering-tool integration.

Responsible use

Analytical and prototyping support with clear review boundaries

Workbench supports learning, research, technical exploration, early-stage design, structured analysis, experimentation, validation planning, and documentation. Outputs remain dependent on user inputs, model assumptions, data quality, software maturity, device conditions, applicable standards, and qualified human review.

Do not enter confidential or regulated information into the public Workbench. Generated calculations, models, code, schematics, hardware records, experiment plans, dashboards, and reports do not replace licensed engineering, architectural, legal, medical, financial, safety, compliance, certification, assurance, or public-policy review. Validate all outputs against actual components, operating conditions, field evidence, applicable standards, and professional requirements.

Open Workbench → Return to Lab → Research Librarian → Methodology → View GitHub → Back to top ↑

Open the Unified Workbench

Connected Overview

Connected project

Capability registry

Integration health

Release manifest

Project Contract

Connection Graph

Workflow

Shared Context

Integration Health

Traceability

Dossier

Release Manifest

Build a cross-application handoff

Create a shared evidence record

Site Intelligence handoff

Decision Studio handoff

Research Librarian handoff

Compatibility and evidence merge

Portable handoff bundles

Build a technical review record

Reviewer queue

Record-level comments

Requested changes and resolutions

Revision comparison

Technical sign-off

Review and approval dossier

Local runner connection

Structured task plan

Orchestration overview

Connected-device inventory

Local consent and allowlist

Calibration schedule

Instrument sessions

Experiment-run orchestration

Logs and failure recovery

Hardware-absent simulation

Instrumentation

Data Acquisition

Signal Analysis

Frequency Analysis

Calibration and Uncertainty

Measurement Validation

Dynamic Simulation

Digital Twin

Systems Modeling

Scenario Sweep

Monte Carlo

Model Validation

Dynamic Simulation

Digital Twin

Systems Modeling

Scenario Sweep

Monte Carlo

Model Validation

Auditable predictive workflow

Dataset profile and split plan

Predictive modeling scaffold

Model validation

Time-series forecasting

Leakage, drift, and subgroup performance

Model card and review boundary

Cross-language reproducibility

Shared domain workflow

Domain registry

Calculation adapter

Experiment bridge

Domain validation contract

Notebook synchronization

Domain report template

Workbench ↔ Lab synchronization

Offline Workbench architecture

Local readiness audit

Installation plan

Loopback service configuration

Offline storage and backup

Runtime and dependency plan

Portable project synchronization

Update and recovery planning