AI Engineering

IOTA blockchain MCP server for AI coding agents: wallet management with human-in-the-loop signing, Move smart contract build/test/publish, and on-chain queries via JSON-RPC and GraphQL.

Compare AI skills side-by-side by running the same task through multiple candidate skills and a baseline, then generating an HTML report to help decide which skill works best.

Local-first cross-harness memory for AI agents. Syke observes activity, maintains a memex, and gives agents syke ask, memex, and record commands for session continuity.

Share real-time organizational context with your AI agent — query your context graph, manage records, and receive live insights

Audit the annotation protocol to ensure the model receives the same input as human annotators, preventing recall ceilings and misdiagnosed failures. Use before designing any label-replication model, or when a validation report shows low recall on label subsets.

Fixes a silent throughput ceiling in asyncio LLM batch pipelines by overriding the default httpx connection pool limit to match the desired concurrency. Use when raising the asyncio semaphore above ~100 produces no gain.

Merge and deduplicate papers from literature review pipeline stages using exact DOI matching and LLM fuzzy matching. Produces a master list with provenance tracking for research workflows.

Screens paper abstracts against a research prompt, producing a relevance score (1-10), paper type, methodology, and relationship to the user's work. Part of a literature review pipeline, used when explicitly requested.

Check if an LLM classifier's validation failure is gold-bound before attempting prompt fixes, and use a gated pilot design to verify improvements when not gold-bound.

Mandatory entrypoint for every MiniMax H3 video-generation request. Routes to appropriate prompt specialist, enforces creative direction questioning, and ensures multishot planning when needed.

Designs continuous visual paths between boundary frames for MiniMax H3 video generation. Used when images serve as literal first or last frames without character, identity, or reusable reference roles.

Plans a multi-shot video sequence for MiniMax H3 by asking about each shot's content, composition, camera, transitions, and sound in order. Used when the user requests multiple shots or accepts a multishot offer for videos of 10+ seconds.