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Tendril: An Agent That Builds Its Own Tools on Demand

Hacker News •
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Tendril, a self‑extending sandbox, lets a model discover, build, and reuse tools without human prompts. Using AWS Strands Agents SDK and Tauri, it checks a registry, writes missing capabilities, and executes them automatically. The result is a growing toolset that adapts each session.

Built on a Bedrock Claude model, Tendril provides only three bootstrap tools, forcing the agent to search a registry rather than choose from a large menu. When a request arrives, the system first looks for an existing tool, loads it if found, or compiles a new one in TypeScript and runs it in a Deno sandbox. The registry lives as JSON files in a workspace, making inspection and editing trivial.

The architecture layers a Rust‑based Tauri shell, a React UI, and a Node.js agent binary. Communication follows JSON‑RPC over NDJSON, keeping the agent a lightweight sidecar. Developers can configure AWS credentials, model IDs, and sandbox limits via a single JSON file.

Tendril demonstrates the Agent Capability pattern in practice, showing how autonomous agents can evolve their toolset over time while keeping the surface minimal and under developer control.

Source: Hacker News · Summarized by HeadlinesBriefing