AI Tools

Featured Applications

Featured Engine Gemini 2.0 Flash · Free Tier

IdeaScientist: Social Science Edition

An agentic research ideation engine designed for social science grand challenges. Tackles foundational questions via 100+ cross-disciplinary mental models (thermodynamics, evolutionary ecology, dramaturgy), Feyerabendian counterinduction, and causal DAG stress-testing.

Launch Ideator →

Strategic Thinking

The Latticework - Mental Model Problem Solver

An interactive strategic thinking engine based on Charlie Munger's multidisciplinary latticework. Input any complex dilemma to diagnose it through 98 mental models across Physics, Systems, Economics, Biology, Military Strategy, and Cognitive Psychology.

Launch Problem Solver

API Directory

API Assist - Find the perfect API

A lightweight, serverless tool that uses semantic keyword matching to recommend the best public APIs for your project based on your description. Powered by the open-source public-apis repository.

Launch App

Decision LLMs • Free CPU Space

JEV & Clef Decision Labeler

A calibrated 3-stage dataset labeling GUI powered by modern decision models (Cloudflare Clef-Flash 9B, Clef 27B) and zero-shot foundation models (DeBERTa-v3, Qwen 2.5). Ingests training exemplars, computes validation metrics and confusion matrices, and streams bulk batch inference with human-in-the-loop review.

Launch Space → View Source Code

Civic AI • Open Governance

Thousand Oaks Civic Knowledge Graph

An automated civic intelligence pipeline and interactive knowledge graph tracking Thousand Oaks City Council, Planning Commission, and COSCA meetings from @ctomeetings. Visualizes voting records, ordinances, developers, and deep links into video timestamps.

Explore Knowledge Graph →

Desktop App • Writing Crucible

Idea Assemblage Studio

A tactile writing & thinking crucible inspired by artist Betye Saar. Collide found objects and passages across the four liberal arts quadrants—Science, Humanities, Arts, and Social Science—to spark emergent synthesis.

Open Studio →

Custom AI Tools & Assistants

A collection of specialized AI-powered assistants and interactive tools designed to assist in policy prototyping, research reasoning, stakeholder analysis, and critical pedagogy.

NEW AGENTIC SYSTEM • GEMINI 2.0 FLASH

IdeaScientist: SocSci Edition

Grand-challenge research ideation using cross-disciplinary mental models and Feyerabendian counterinduction.

Civic AI • Open Governance

Thousand Oaks Civic Knowledge Graph

Desktop App • Writing Tool

Idea Assemblage Studio

The Latticework - Mental Model Problem Solver

Strategic Thinking • 98 Mental Models

The Latticework Problem Solver

An interactive strategic reasoning application based on Charlie Munger's multidisciplinary latticework. Input any complex dilemma to diagnose it through 98 mental models across Physics, Systems, Economics, Biology, Military Strategy, and Cognitive Psychology.

Policy Prototyper

Interactive policy prototyping tool (Gemini Gem).

Policy Narrative Analyst

Decomposing political speeches into Structure, Valence, and Causality (Gemini Gem).

AI Research Playbook

Interactive lab for extracting rigorous reasoning from LLMs (Gemini Gem).

Global Policy Analyst

Brainstorm, test, and refine community policies using AI-powered case deliberation.

Policy Theorist

Evaluate public policies using 18 foundational political science theories (Gemini Gem).

Career Path Builder

Navigate career transitions by "acting like a local" using a 7-step framework (Gemini Gem).

Stakeholder Policy Analyst

Simulating diverse stakeholder reactions to proposed policies.

Deleuzian Rhizome Assistant

A nomadic AI collaborator for non-linear thinking (Gemini Gem).

Text Analysis and NLP Tools

A suite of advanced natural language processing applications for analyzing sentiment, entities, keywords, concordances, rhetorical discourse, and semantic structures.

JEV & Clef Decision Labeler

Calibrated 3-stage dataset labeling using decision models (Clef-Flash 9B, DeBERTa-v3, Qwen 2.5) with validation metrics, confusion matrix, and bulk inference (Hugging Face Space).

Interactive Topic Modeler

Analyze text datasets using fast local LDA/NMF or advanced neural embeddings (Hugging Face Space).

Interactive Named Entity Recognizer

Extract and highlight people, places, and organizations using spaCy or transformer models (Hugging Face Space).

Interactive Keyword Extractor

Automatically extract the most significant words or phrases from text documents (Hugging Face Space).

Interactive Text Summarizer

Condense long articles, book chapters, or reports down to essential summaries (Hugging Face Space).

Concordance Analyzer (KWIC)

Search for words and view their exact linguistic contexts in a center-aligned concordance table (Hugging Face Space).

Interactive Collocation Analyzer

Extract and analyze recurring word pairs (Bigrams) or triplets (Trigrams) in text (Hugging Face Space).

Discourse & Rhetorical Analyzer

Deconstruct argument structures, track rhetorical connector networks, and detect logical fallacies (Hugging Face Space).

Semantic Role Labeler (SRL)

Deconstruct sentences into semantic clauses mapping Subject, Verb, and Object trios (Hugging Face Space).

Interactive Emotion Detector

Identify granular emotional triggers—Joy, Sadness, Anger, Fear, and Surprise (Hugging Face Space).

Writing Style Transfer

Apply the literary writing style of iconic authors (Shakespeare, Orwell, Hemingway) to your text (Hugging Face Space).

Concept Knowledge Graph Builder

Map networks of people, locations, events, and abstract ideas into interactive networks (Hugging Face Space).

Network Analysis & Social Structures

A suite of interactive computational network analysis applications designed to map relationships, extract word co-occurrences, study temporal evolution, calculate centralities, and detect community subgroups.

Social Network Analyzer

Map and visualize social networks, character interactions, or metadata relationships interactively (Hugging Face Space).

Word Co-occurrence Networks

Visualize word-word proximity links and build concept maps dynamically from raw text (Hugging Face Space).

Dynamic Network Analysis

Study temporal network growth and observe structural changes over historical intervals (Hugging Face Space).

Centrality Analysis

Quantify node influence and brokerage using Degree, Betweenness, Eigenvector, and Closeness metrics (Hugging Face Space).

Community Detection

Partition networks into modular clusters and color-code subgroups using Louvain algorithms (Hugging Face Space).

Specialized Machine Learning Tools

A robust suite of specialized machine learning applications designed for data clustering, classification model training, forecasting, and stylometric comparisons.

Clustering Analyzer

Group documents automatically using K-Means and Hierarchical Ward linkage algorithms (Hugging Face Space).

Text Classification Studio

Train custom classifiers (Naive Bayes, SVM) locally on your dataset and test predictions in real-time (Hugging Face Space).

Predictive Modeler

Forecast chronological time-series trends using Holt-Winters Exponential Smoothing models (Hugging Face Space).

Stylometry Analyzer

Compare writing styles of multiple authors using vocabulary richness and punctuation footprints (Hugging Face Space).

Temporal Topic Modeler

Track latent topics and trace their relative semantic popularity over years using NMF decomposition (Hugging Face Space).

Forensic Author Attributor

Attribute disputed or anonymous texts to known candidate writers using character n-gram modeling (Hugging Face Space).

Cultural Trend Predictor

Trace and project linguistic frequencies and cultural interests over time (Hugging Face Space).

Computer Vision & Visual Social Research

A suite of advanced computer vision applications designed for batch image labeling, qualitative database building, visual similarity searches, meme propagation mapping, and visual rhetoric/media framing analysis.

Visual Content Labeler

Batch process images to auto-detect objects and faces, review/edit labels, and export a qualitative CSV database (Hugging Face Space).

Image Similarity Search

Find similar visual documents, project image clusters onto an interactive 2D map, and map meme propagation network graphs (Hugging Face Space).

Visual Rhetoric Analyzer

Audit visual bias and media framing by extracting K-means palettes, measuring contrast, and overlaying rule-of-thirds grids (Hugging Face Space).

GIS & Spatial Analysis Tools

A robust suite of geographic information systems applications designed for spatial pattern analysis, radial distance buffering, spatial interpolation, qualitative counter-mapping, and transit route network mapping.

Spatial Pattern & Cluster Analyzer

Detect structural inequalities by calculating Global Moran's I autocorrelation and mapping Getis-Ord Gi* hotspots (Hugging Face Space).

Proximity & Buffer Analyzer

Audit spatial equity, exposure, and access by drawing circular buffers and comparing demographics inside vs. outside (Hugging Face Space).

Spatial Interpolation Modeler

Estimate values at un-sampled points using IDW interpolation and partition tracts into K-Means geodemographic segments (Hugging Face Space).

Qualitative GIS Mapper

Bridge geography and human experience by mapping geotagged community stories, interview quotes, and subjective counter-maps (Hugging Face Space).

Route Equity & Spatial Network Analyzer

Analyze transit equity by calculating winding-route road travel distances from tracts to vital hubs (Hugging Face Space).

Digital Archives, Ethics & Computational Humanities/Social Sciences Tools

A curated suite of highly interactive computational applications designed for archival forensics, narrative arc mapping, regulatory readability auditing, soundscape ecology, and media representation analysis.

Version Diffing & Provenance Auditor

Extract side-by-side comparative differences and document drift metrics across manuscripts or policies (Hugging Face Space).

Climate & Environmental Frame Miner

Deconstruct environmental discourse by classifying news texts into Crisis, Solutions, Skepticism, or Apathy (Hugging Face Space).

Narrative Arc Pattern Miner

Map sentence-level emotional valence trajectories and mathematically classify story structures in transcripts (Hugging Face Space).

Collection Bias & Diversity Visualizer

Audit representation gaps, demographic imbalances, and geographical silences in archives or museum catalogs (Hugging Face Space).

Argument Fallacy Mapper

Scan debate transcripts for logical fallacies (Ad Hominem, Strawman, Slippery Slope) with reasoning suggestions (Hugging Face Space).

Legal Statutory Obfuscation & Readability Indexer

Legal Obfuscation Indexer

Audit document readability, highlight overly complex phrasing, and map legalese jargon to plain-English terms (Hugging Face Space).

Subjective Soundscape Ecology Auditor

Extract spectral features from neighborhood audio and estimate the natural Biophony vs. human Anthrophony balance (Hugging Face Space).

Digital Dark Age Obsolescence Risk Calculator

Digital Obsolescence Calculator

Scan folder catalogs against digital preservation extension registries to score media decay and view migration tracks (Hugging Face Space).

Critical Prompt Studio

Build modular prompt specifications (Roles, Contexts, Safety Guardrails) for academic LLM agent simulations (Hugging Face Space).

Aesthetic Bias Auditor

Audit visual framing bias by extracting K-means palettes, lighting key contrast values, and rule-of-thirds grids (Hugging Face Space).