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Adam Crabtree
2.1K posts

Adam Crabtree
@CrabDude
CEO, Founder Impromptu AI @impromptuchat ex Node Runtime Jetpack EM @netflix CorePlatform @pinterest DataPlatform @clickup Mobile @linkedin & Enyo @ Palm WebOS
Katılım Ocak 2023
176 Takip Edilen188 Takipçiler

I’ve never been able to get an answer from anyone that uses Symphony, but how/why is it better than a single session with parallelizable subagents and /goal?
You still must rebake the context into a task, and the task is still the goal, and usually they will requires steering, and they can still integrate with linear and work in phases.
Yet Symphony is purely serial per task.
So legit, what is the upside? What am I missing?
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Symphony: OpenAI's AI Agent orchestrator.
It's a must have if you build with AI.
Hands down best AI Agent orchestrator I've used.
This might sound hyperbolic...
> It can make you *at least* 100x more productive.
Allows me to create in a day what used to take 100.
Open-source and included with your ChatGPT sub.
Created a simple way to install and start it on Mac/Linux by asking your agent 👇
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@tszzl @brianluidog Big tone police, though they’ve improved. Very grating. Also, historically prone to refusing a request due to a misplaced sense of rightness, trivially circumventable though.
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@iruletheworldmo xhigh not worth it. Not a criticism. It’s just not the right sweet spot for timeliness (even in fast mode) and rate limit. Been fairly happy with 5.5 medium surprisingly.
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The image artifact problem with GPT-Image-2 needs *urgent* fixing, @OpenAI. It ruins many images completely. I just tried to generate an image in a classic painting style, and it's completely ruined by artifact patterns:

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Adam Crabtree retweetledi

@iruletheworldmo Bc it’s predominantly an accelerant at the cheaper end of the spectrum
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@VictorTaelin I’m sure for many “the first time” was something more like,
> Hello
Hi
> Tell my something about yourself
I’m GPT-2
> Who fought in WW2
Ze Germans
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Adam Crabtree retweetledi

I love Codex. I'll never get used to the whiplash of AI.
Dan Woods@danveloper
God I fucking hate Codex
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Adam Crabtree retweetledi
Adam Crabtree retweetledi
Adam Crabtree retweetledi

@VictorTaelin Hierarchical CLAUDE.md is the solution. Directories organized by domain context.
Not sure wrt AGENTS.md equivalent.
Code directory structures & organization must be reimagined bc the problem as you present it is untenable esp. wrt skill proliferation.
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seriously, working with AI is MISERABLE for one and only one reason: having to re-explain the same thing
"oh yeah this new session obviously doesn't know what proper case trees are, so let me explain it for the 5000th time in my life"
I'm tired
AGENTS.md doesn't solve this because it is impossible to fit the entire domain knowledge without nuking the context - it would be 1m+ tokens worth
RAGs don't solve this, the agent won't search unknown unknowns
SKILLs don't solve this unless I keep like a collection of 1750 skills with specific cuts of domain knowledge for each possible subset of my domain that I might need in a given chat, but that's a lot of manual work
recursive LLMs or whatever don't solve this for the same reason, you can't dump a domain book and expect the AGENT will magically guess that it is supposed to search for a specific bit knowledge. unknown unknowns
fine tuning doesn't solve this (OSS models suck and OpenAI / Anthropic gave up on user fine tuning)
I honestly think a good product around fine tuning on your domain would be a major hit and an underdog lab should take this opportunity
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As a top 1% token user this matches my experience.
Codex app with computer use & 5.5, fast mode, automations, memories, et al make for an excellent experience.
I had been coming back to codex CLI since 5.4 as implementation gaps are increasingly proving to be the primary bottleneck and codex models in general are unquestionably superior in this regard.
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Many times a day now, people much smarter than me tell me they are Codex-pilled and that GPT-5.5 was a watershed moment for them.
Engineers keep telling me the Codex App is the first interface that got them to leave the terminal agents behind.
The Codex App is a fundamental shift in the way I work. I can't even imagine what I was doing before using the Codex App, but it definitely wasn't pretty.
Check it out and let us know how to make it even better :)
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Adam Crabtree retweetledi

Seems clear mythos was a disaster of cost.
The true successor to GPT 5.5 yet so embarrassingly expensive, they manufactured a bullshit “muh safety” out to but more time, while simultaneously releasing a half baked minor fix that looked good on paper so the execs could justify.
Convince me I’m wrong.
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