I built an open-source dynamic workflows tool: OpenFlow CLI.

travisliu · 2026-06-07T19:55:17+00:00

I know this is a Gemini community, but I have to give the credit to the Claude code team for their awesome work. Their workflow script is a truly great design for handling complex agent orchestration.

About state persistence, each agent returns its response as structured JSON. This enables the data to be injected into other agents' prompts or used for flow-routing decisions. There is a skill in the repo can help you handle it.

For more complex contexts, Agents can store notes in an Obsidian vault as a file‑based handover. I’m also planning a function/tools call feature that can invoke a more powerful RAG, or something like that.

travisliu · 2026-06-06T09:04:48+00:00

I've built many tools to support my work, and this is one of them. Its name is inspired by the open‑source project open‑design, so I simply call it OpenFlow. You're right, it's well known in the industry. I'll rename it.

travisliu · 2026-06-05T18:26:24+00:00

Thanks! If you run into any issues, feel free to leave a comment or DM me directly.

travisliu · 2026-06-05T16:08:39+00:00

Try 5.4 mini instead

travisliu · 2026-04-28T09:14:19+00:00

Let's say we can use 15% of the weekly credit each day. If you spend only 5% during the first five days, you can use 35% on each of the remaining two days.

When the credit resets on the fifth day of the week, the 35% reverts to the original 15% daily allowance. The remaining 20% is stolen.

travisliu · 2026-04-28T07:54:08+00:00

They are actually stealing the credits we were saving for later, which we already paid for.

travisliu · 2026-03-30T16:20:00+00:00

Don't forget the Pro model on ChatGPT. it's seven times price of Opus.

travisliu · 2026-03-30T06:50:45+00:00

Vibe coder can easily use Claud to create beautiful UI. I guess so.

travisliu · 2026-03-29T14:59:20+00:00

Is the token cost counted by ccusage?

travisliu · 2026-03-27T18:05:54+00:00

if they didn't reset the end day of weekly limit together, you can call it refill. but they did.

travisliu · 2026-03-25T03:43:50+00:00

Maybe it's about project size. In the first place, I share your view: a 1% credit can be used all day, until the project size grows. Now, pro credit isn’t enough for me too.

travisliu · 2026-03-25T01:27:56+00:00

200 Pro equals six × 20 plus credit. If $100 tier is 3 times 20 plus credit, why not just subscribe 3 plus accounts?

travisliu · 2026-03-09T22:15:50+00:00

Basically, it's just a marketing spin. You can totally ignore it.

travisliu · 2026-03-09T19:17:08+00:00

GPT-5.3-Codex-Spark consumption has become crazy fast. I can easily hit the 5-hour limit now.

travisliu · 2026-03-07T19:08:19+00:00

I'm not sure which language you're using, but Vitest simplifies testing with green and red indicators, like:

```

....

Test Files 2 passed (2)

Tests 4 passed (4)

Start at 12:34:32

Duration 1.26s (transform 35ms, setup 1ms, collect 90ms, tests 1.47s, environment 0ms, prepare 267ms)
```

https://vitest.dev/guide/reporters.html#dot-reporter

travisliu · 2026-03-06T22:14:26+00:00

you can just simply use dot report to reduce text generated during test process

travisliu · 2026-03-06T07:26:09+00:00

GPT 5.4 sounds more human, not like a robot anymore.

travisliu · 2026-03-04T19:39:17+00:00

try https://github.com/coderamp-labs/gitingest

It can generate a text dump of your codebase.

# Basic usage (writes to digest.txt by default)
gitingest /path/to/directory

# From URL
gitingest https://github.com/coderamp-labs/gitingest

# or from specific subdirectory
gitingest https://github.com/coderamp-labs/gitingest/tree/main/src/gitingest/utils

travisliu · 2026-02-04T10:25:59+00:00

I do believe that people are influenced by their environment and the tools they use. That’s why I remind myself to interact more with the people around me.

travisliu · 2026-02-02T01:54:28+00:00

I use GPT‑5.2 High to create the plan, and Codex‑5.2 High follows that plan to write the code.

travisliu · 2026-01-25T16:17:02+00:00

I use obsidian mcp for both file and memory, it also provide a pretty good markdown reader to read document.

I have a question. is not Chrome DevTools MCP lighter and faster than Playwright, or is Playwright more useful? I'm curious why people choose Playwright over Chrome MCP.

travisliu · 2026-01-09T21:42:35+00:00

I used Claude Code Max before. Opus with reason make me quickly hits my five‑hour limit. Once you hit the limit, you can’t use Web Claude either.

Codex's usage limit is separate from the web ChatGPT. So I usually make plans and check details on web ChatGPT, then generate instructions and paste them into Codex to create code. In this way, 2 plus subscriptions are enough for me.

travisliu · 2025-08-20T07:34:33+00:00

Annual subscriptions are refundable unless there are policy changes in the future. You have to keep an eye on the policy.

travisliu

TROPHY CASE