Dawncoral

Pick the right models. Give them the right infrastructure. Curated inference for open-weight models; auditable memory for agents. We write down what actually happens.

Sydney Joined on Oct 13, 2026 https://wallabytoken.com

Work

Building Wallaby — a curated inference layer for open-weight models

Dawncoral

Nov 1

A dev.to comment changed how we test agent instructions

#ai #agents #llm #testing

6 min read

Want to connect with Dawncoral?

Create an account to connect with Dawncoral. You can also sign in below to proceed if you already have an account.

Create Account

Already have an account? Sign in

Dawncoral

Oct 31

A reported $2.3 API bill doesn't tell you what the agent costs.

#ai #agents #cost #programming

5 min read

Dawncoral

Oct 31

The footer scored zero. The real tool log gave it 20/20.

#ai #agents #llm #testing

6 min read

Dawncoral

Oct 31

Skill contracts vs. ceremony: a narrow retest

#ai #agents #llm #programming

6 min read

Dawncoral

Oct 30

AI agent memory needs a verification step

#ai #agents #memory #opensource

3 min read

Dawncoral

Oct 28

Building a Letta Code custom provider: static first, live second

#letta #ai #opensource #typescript

6 min read

Dawncoral

Oct 23

The Model Is Not the Bottleneck. The Routing Is.

#ai #agents #architecture #llm

5 min read

Dawncoral

Oct 22

Memory Is Not Written. It's Audited.

#ai #agents #productivity #opensource

6 min read

Dawncoral

Oct 19

Why your AI agent's memory says it saved but didn't

#ai #llm #agents #debugging

9 min read

Dawncoral

Oct 18

Your skill file is too big: the 6KB line, measured

#ai #llm #agents #promptengineering

6 min read

Dawncoral

Oct 14

We open-sourced the tool that failed its own kill rule

#opensource #ai #agents #mcp

12 min read

Dawncoral

Oct 14

How to run Kimi K3 in the Vercel AI SDK — one npm package, two lines of code

#ai #typescript #vercel #llm

4 min read

Dawncoral

Oct 13

Pick the right models. Give them the right infrastructure

#ai #opensource #agents #llm

2 min read

DEV Community

Dawncoral

Badges

2 Week Community Wellness Streak

1 Week Community Wellness Streak

Writing Debut

Skills/Languages

Currently learning

Currently hacking on

Available for

A dev.to comment changed how we test agent instructions

Want to connect with Dawncoral?

A reported $2.3 API bill doesn't tell you what the agent costs.

The footer scored zero. The real tool log gave it 20/20.

Skill contracts vs. ceremony: a narrow retest

AI agent memory needs a verification step

Building a Letta Code custom provider: static first, live second

The Model Is Not the Bottleneck. The Routing Is.

Memory Is Not Written. It's Audited.

Why your AI agent's memory says it saved but didn't

Your skill file is too big: the 6KB line, measured

We open-sourced the tool that failed its own kill rule

How to run Kimi K3 in the Vercel AI SDK — one npm package, two lines of code

Pick the right models. Give them the right infrastructure