linfo-ai

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.

HieraticBench is an open benchmark for testing whether AI models can identify and read hieratic, the cursive handwriting of ancient Egypt. It includes a public leaderboard, evaluation harness, and dataset of documents and individual signs.

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.

CiteRank is a weekly SaaS monitoring tool that re-asks buyer questions of major AI answer engines (ChatGPT, Perplexity, Google AI Overviews, Gemini and Claude) to record whether they cite your site, name your brand, or leave you absent, and delivers board-style reports and competitor/source lists.

Grantboost is an AI grant discovery and proposal-writing platform for nonprofits, agencies, universities, and other mission-driven organizations. It matches funding opportunities to an organization’s programs and helps draft proposals using its past content and brand voice.

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.

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.

You.com Web Search APIs provide real-time web search, content extraction, and answer-generation APIs designed for AI agents and LLMs, emphasizing accuracy, freshness, low latency, and enterprise-grade controls.

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.

SermonAI is a web-based sermon preparation platform for pastors, combining AI-assisted research and writing with planning, sermon organization, preaching tools, and content repurposing. Its AI research can be tailored to a pastor’s denomination, Bible translation, and trusted voices.

ThesisAI turns uploaded or imported research papers into AI-generated academic drafts with inline citations and citation verification. Researchers can revise the draft and export it as PDF, Word, LaTeX, or BibTeX.