We build AI agents & ML solutions
For fun and profit. We draw from 20+ years of software development experience, with 8+ years in AI/ML engineering[1]. Our solutions serve thousands of customers worldwide. We are active open source contributors[2], currently focused on multi-party conversational AI and on code action agents that evolve their own tool libraries._
open_source
Python code execution sandbox with programmatic MCP tool calling support.
Python code execution sandbox with first-class support for programmatic MCP tool calling. Generates typed Python APIs from MCP server schemas and executes code in a stateful IPython kernel. Features programmatic tool call approval workflows and lightweight sandboxing via Anthropic's sandbox-runtime.
Python code execution sandbox with first-class support for programmatic MCP tool calling. Generates typed Python APIs from MCP server schemas and executes code in a stateful IPython kernel. Features programmatic tool call approval workflows and lightweight sandboxing via Anthropic's sandbox-runtime.
Code action agent with dynamic context discovery and self-evolving tools.
Lightweight, general-purpose agent that acts via code actions rather than JSON tool calls. Progressively discovers and loads tools and skills as needed, preserving context for complex tasks. Creates new tools from successful code actions, evolving its own tool library over time.
Transforms group chats into self-contained queries for AI systems.
Library for detecting patterns in group chat message streams and transforming them into self-contained queries for downstream AI systems. Enables single-user AI agents to engage in group conversations based on criteria defined in natural language, eliminating the need for specialized multi-party conversation training.
Library for detecting patterns in group chat message streams and transforming them into self-contained queries for downstream AI systems. Enables single-user AI agents to engage in group conversations based on criteria defined in natural language, eliminating the need for specialized multi-party conversation training.
Enables single-user AI agents to join group chats without modification.
Combines group-sense's intelligent pattern detection with a flexible agent integration layer, allowing single-user agents to join group chats without modification. Provides technology-agnostic agent support with default implementations for Pydantic AI and OpenAI's Agents SDK.
Runs group-genie in Slack and GitHub, acting on behalf of individual users.
Platform that integrates group-genie into Slack and GitHub, allowing single-user AI agents to participate in group conversations without modification. Agents act on behalf of individual group members using user-specific credentials, enabling secure access to private resources.
clients
AI-powered visual search scaling to thousands of enterprise customers.
Development of an AI-powered visual and hybrid search platform built as a cloud-native solution that scales seamlessly to thousands of enterprise customers worldwide. Training of custom query processing models with synthetic data to deliver highly accurate search results across diverse content types.
Development of an AI-powered visual and hybrid search platform built as a cloud-native solution that scales seamlessly to thousands of enterprise customers worldwide. Training of custom query processing models with synthetic data to deliver highly accurate search results across diverse content types.
Multimodal, agentic AI search engine powering the AP Newsroom.
Conception and development of a multimodal agentic AI search engine with semantic understanding of images, videos, documents, and audio, enhanced through domain-specific model fine-tuning for media organizations. Powers the Associated Press Newsroom, and contributed to MerlinOne's successful acquisition by Canto in 2023.
Conception and development of a multimodal agentic AI search engine with semantic understanding of images, videos, documents, and audio, enhanced through domain-specific model fine-tuning for media organizations. Powers the Associated Press Newsroom, and contributed to MerlinOne's successful acquisition by Canto in 2023.
Global DAM distribution and content playout for Red Bull TV streaming.
Global distribution of the in-house DAM system to support low-latency local access to content and write-availability under network partitions. Release of the underlying algorithms and protocols as open source project. Content playout platform for Red Bull TV's global streaming service, delivering content to millions of users worldwide with consistent performance.
Global distribution of the in-house DAM system to support low-latency local access to content and write-availability under network partitions. Release of the underlying algorithms and protocols as open source project. Content playout platform for Red Bull TV's global streaming service, delivering content to millions of users worldwide with consistent performance.