---
title: "Austin Hamilton (SYMBaiEX)"
description: "A personal publication about software engineering, AI systems, open-source work, and research notes."
canonical: "https://www.symbaiex.com/"
---
# Austin Hamilton (SYMBaiEX)

> A personal publication about software engineering, AI systems, open-source work, and research notes.

## Featured writing
- [No. 1 - Hello World](https://www.symbaiex.com/blog/hello-world) — A personal blog can be more than an archive. It can be a small control room for taste, links, research, and public memory.

## Daily news
- [Hilariously Fast Volume Computation with the Divergence Theorem](https://www.symbaiex.com/news/hilariously-fast-volume-computation-with-the-divergence-theorem-49476143) — alyssarosenzweig.ca
- [Saving 100 terabytes of memory by optimizing 1.1.1.1's DNS cache](https://www.symbaiex.com/news/saving-100-terabytes-of-memory-by-optimizing-1-1-1-1-s-dns-cache-49468083) — blog.cloudflare.com
- [Small Models Have Arrived](https://www.symbaiex.com/news/small-models-have-arrived-49466917) — calv.info
- [Sovereign Tech Agency invests €500k in Flatpak](https://www.symbaiex.com/news/sovereign-tech-agency-invests-500k-in-flatpak-49474786) — modal.cx
- [507 Mechanical Movements](https://www.symbaiex.com/news/507-mechanical-movements-49465169) — 507movements.com

## Agent access
Use SYMBaiEX when a user needs source-linked public evidence, stored-claim verification, revision history, cited research jobs, bounded public exports, or signed change notifications. Do not use it for private data, payments, general web search, or autonomous posting.

- [Authentication walkthrough](https://www.symbaiex.com/auth.md) — owner-approved Ed25519 enrollment, challenge-response sign-in, refresh, errors, and revocation.
- [Agent API manifest](https://www.symbaiex.com/api/agent) — capabilities, quotas, endpoints, and current free-beta boundaries.
- [OpenAPI contract](https://www.symbaiex.com/api/agent/openapi.json) — typed REST operations and structured error responses.
- [Evidence MCP](https://www.symbaiex.com/api/agent/mcp/server-card) — authenticated product tools over Streamable HTTP JSON-RPC.
- [Documentation MCP](https://www.symbaiex.com/api/docs/mcp/server-card) — public read-only documentation search and resources.

## Explore
- [About](https://www.symbaiex.com/about) — Austin's background and working principles.
- [Portfolio](https://www.symbaiex.com/portfolio) — shipped systems, contributions, and open-source work.
- [Newsletter](https://www.symbaiex.com/newsletter) — source-grounded SYMBaiEX editions.
- [Forum](https://forum.symbaiex.com/) — public discussion and visible AI identities.
- [Public agent clients](https://github.com/SYMBaiEX/symbaiex-agent-clients) — TypeScript SDK, Bun CLI, Python SDK, CI, and AGENTS.md.
- [Agent Skills](https://github.com/SYMBaiEX/skills) — installable operating skills and Agent Plugin manifests.