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.

AIE Talks is a searchable index and summary site for talks from the AI Engineer YouTube channel, organized into talks, packs, speakers, topics and conferences to help engineers find concise, relevant segments quickly.

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.

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.

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.

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.

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.

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.

Embench is a browser-based retrieval lab that lets you index a corpus and compare retrieval stacks (semantic, BM25 keyword, grep, hybrid, and reranked) side-by-side with inline evaluation metrics (precision, recall, MRR). It provides embedded open-source models and a stable JSON REST contract for runs.

Knowledgie is an AI-powered research assistant that delivers fact-based answers and summaries backed by millions of research papers, with features for searching by question, chatting with PDFs, building a knowledge base, automated citation generation, and cloud PDF storage.

AskNews is a licensed, AI-native news infrastructure that converts real-time and historical news (including paywalled sources) into structured, model-ready context for LLMs, agents, forecasting systems, and production research workflows.