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Owned by Ray

Start My AI

164 members • Free

Behind on AI? Start here, free. Build one real AI thing for your actual life, live, with a 12-yr ex-Apple engineer who builds in public.

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32 contributions to Start My AI
WAVE Engineering (Skill)
I just published WAVES, the method I have been using to run AI agents in parallel without letting them run wild. An agent will always tell you the job is done, and WAVES treats that as a claim and checks the evidence behind it before it counts. You fan the work out to a team of agents, each one owns a slice, and the verifier is what decides when the work is done. It runs in Cursor, Codex, Claude, and Droid, and ships as a skill you can install today. The full breakdown is on the blog, with diagrams, the handoff format, and where it fits next to loops and parallel orchestration: https://www.rayfernando.ai/waves-workers-aggregate-verify-extend Skill: https://github.com/RayFernando1337/rayfernando-skills/tree/main#waves--fan-out-to-parallel-agents Give it a run on something real and tell me how it goes.
1 like • 10d
@Beau Sterling it does but it forces the model to do verification which is helpful and might save tokens in the long run.
1 like • 1d
@Douwe de Vries I feel like I keep unlocking new ways to work with these models, and it's just so impressive when you have a good harness that can drive sub-agent workflows. I am shipping massive features before I go to bed. I just literally blurt out four or five different problems I'm having, send it off with waves, and in the morning it's already done and tested and ready to go. I've also incorporated it into my bug review stuff, so now they work together in a similar fashion, and I'm just shocked.
Best Agentic Engineering Video for 2026
https://youtu.be/iQyg-KypKAA?is=ADk1EVQNmQ3DKkF-
0 likes • 2d
@Maria Martins THIS IS GREAT!!
Fable
Not sure if everyone is already doing this, but accidentally stumbled into it and it seems to be working really well. I have told fable to spin up opus or sonnet agents when doing so will not lose intelligence, and it seems to be working really well to reduce costs. --and on a side note, I can't get fable to run a single security audit without downgrading to opus which is really annoying
1 like • 5d
Yeah they said they don’t allow Fable to run security checks. it’s a great model and I’ll be doing some live-streaming. I now hand off features to Cursor and it builds it overnight. It’s wild. https://x.com/rayfernando1337/status/2072717089505522006?s=46&t=Ka8CrZvvfpcPZcdnqIqR3w
My new ZCode Alternative to Claude Code & Codex (Factory Missions Infrastructure)
I have been disappointed with the relaunch of Fable 5 due to the default switching to Opus 4.8. Over the past year I have been using sporadically initially the GLM models from Z.AI within Factory. When Factory added Missions, it was a game changer for me and my process. I am currently testing an alternative that, so far, is working well for me. Here is the stack: 1. 1. Using ZCode as the harness. Z.ai confirmed that this is the best harness for GLM-5.2. 2. 2. I recreated Factory's Mission Skill. I have been super impressed with their Missions workflow. 3. 3. I have a Abacus.AI account that allows me to use their api for different models. This could be replaced with Openrouter. 4. Here is the sauce: In ZCode I added additional custom models (opus-4-8 and gpt-5.5). In the Mission Skill I have three agents: orchestrator (opus-4-8), worker (glm-5.2) and validator (gpt-5.5). The mission skill builds the detailed long running plans in phases and standsup a Mission Control page to track progress. This has been working well for me and giving me great results. The reason why I am all in on ZCode is that I bought a yearly plan last fall and have a ton compute to use monthly. And since the model is now so much better and closer to the frontier models, I finally think it's time for me to fully test it and give it the best harness and structure to be successful. I added a few screenshots. Thanks to @Ray Fernando for the early Factory Droid and GLM exposure last year. 1.
My new ZCode Alternative to Claude Code & Codex (Factory Missions Infrastructure)
2 likes • 5d
wow thank you for sharing this workflow. It’s so cool that you built your own dashboard and were able to get a missions like skill. How are the limits with the zcode plan as Bridgemind bought a plan live on stream and hit limits with the higher tier plan within an hour.
Fable 5 is back :)
Fable 5 is back you guys and it's included in the subscription until the 7th of July.. After that you have to pay usage credits to use it.
1 like • 6d
I’m so bummed to be packing right now and will try to stream at the airport. I’m running cloud sessions with cursor right now running Fable.
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Ray Fernando
5
356points to level up
@ray-fernando-4666
12y ex-Apple. Live AI coding streams Tue/Thu 10am PT on YouTube. I break it down so you build with confidence.

Active 1d ago
Joined Apr 21, 2026
Kailua, HI
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