ThoughtDAG is an open-source, desktop-first application that makes LLM context visible, editable, and reproducible by representing context as an editable directed acyclic graph (wires = context) and letting users preview and control exactly what the model receives.

A browser-based interactive visualization that shows how transformer LLMs allocate attention to past tokens during generation by aggregating attention weights and value magnitudes across heads and layers.

PilotCite is a SaaS platform that helps brands monitor and improve their visibility in AI-generated answers (ChatGPT, Perplexity, Google AI, Gemini, Claude, Copilot, Grok) by tracking citations, auditing site citability, benchmarking competitors, and generating source-backed content.

SysEdge is an ontological knowledge graph and CLI for multi-agent Claude Code and Kimi Code teams that models requirements, tests, and architecture standards to surface specification, test, and standards gaps before code ships and to reduce agent orientation tokens.

A public benchmark dashboard that evaluates how well large language models (LLMs) solve Redactle puzzles by running standardized evaluations and publishing ranked results, costs, and performance metrics.

Korvo is a local-first private research and decision workspace for macOS that organizes files, generates and verifies evidence-backed analyses using connected models (cloud or local), preserves decision history, and supports a two-model critique workflow.

A 2026 open-access preprint reporting an empirical study that measures disagreement among five frontier large language models (LLMs) when adjudicating 1,000 real-world fact-checking claims; includes dataset, harness, and raw results.

Starwell is a verified data layer for AI that harmonizes official statistics into a single REST API and MCP server, returning values with provenance, citations, and license information to prevent numerical hallucinations by agents.

OutlierKit is a YouTube competitor analysis and outlier research platform that maps niche-wide opportunities from a single seed channel, surfaces overperforming videos, analyzes audience psychology, sponsors, and monetization, and offers AI-powered script/hook analysis and integrations for creators, teams, and agencies.

AI ChatDocs is a GPT-4 powered document chat and summarization tool that lets users upload PDFs, Word/PPT/Docx/TXT files, websites, sitemaps and YouTube videos to generate summaries, extract references, and interactively chat with document content.

Bearly is a private AI workspace that provides encrypted, cross-platform tools for research, coding, content creation, team collaboration, and enterprise controls, with support for multiple large language models and developer tools.

Monkt is a document processing platform that converts PDFs, Word, PowerPoint, Excel, CSV, images and web pages into AI-ready Markdown or structured JSON, with features for batch processing, custom JSON schemas, image understanding, and REST API integration.

Extruct AI is a company research API that lets teams find and research companies from a curated 10M-company index or the live web, returning source-backed answers for use in AI workflows, market research, and sales prospecting.