Karthik Vinayan

• Agents that turn your product into videos and docsClueso (YC W23) is an AI video and docs platform. Agents study your product, draft the script, drive a browser through the flow to capture it, edit the result, and re-render when your code ships.

• MCP server and client from scratchBuilt while the protocol was 5 weeks old. Tool gating with prerequisite chains, dynamic schema generation, attribute matrix filtering, mandatory reason parameter on every pricing call to kill speculative tool use and create an audit trail.
• DAG-based multi-agent orchestrator8 agent types (pricing-researcher, memory-retriever, cost-analyzer, constraint-validator, recommendation-builder, and others). Topological sort, cycle detection, parallel tier execution, WebSocket streaming. Users see a live DAG panel with agents moving through pending/running/completed.
• 8 ambient agents on a separate schedulerConflict detection, requirement completeness, workflow recommendations, context summarization, SKU recommendations, service monitoring. Push notifications to UI without the user asking. Plus a graph reasoning agent with 2-round LLM planning and compensation-based rollback on write failures.
• Knowledge graph and RAG stack7-stage NATS pipeline for document ingestion with 85–95% of entity extraction handled locally via GLiNER ONNX (no LLM API calls). Neo4j to FalkorDB migration, hybrid retrieval on Weaviate/gRPC, two-layer semantic cache to avoid redundant LLM calls.

• Real-time crop ripeness detection with YOLOv8Built real-time crop ripeness detection system using YOLOv8 fine-tuned on proprietary agricultural dataset; deployed to production.

One command gets you a dev environment, locally or over SSH.

Single Go binary on Docker. Composable Podfile config, branch-isolated workspaces, native sshd, gVisor sandboxing, and a session control plane with actor-scoped audit.

Code review from the AI subscription you already pay for.

Runs your linters locally and hands the findings to ChatGPT or Codex. The verdict comes back as TUI, JSON, SARIF, or markdown, with the token bill for every review.

The docker CLI, rebuilt on Apple's container runtime.

Every container gets its own lightweight VM. Warm-pool pre-boot cuts start time from ~700ms to ~90ms. One ~6MB static binary, on Homebrew.

Hacker News, as the client I actually wanted.

Next.js 15 with RSC. Writes proxied through news.ycombinator.com with per-request CSRF scraping and rate limiting, encrypted iron-session cookies, IndexedDB highlights that survive edits via fuzzy anchors, collapsible threads, reply inbox, reader mode.