Before adding an agent orchestration framework to your stack, try writing a simple Python script with explicit state handling. You will solve the problem faster, save thousands in API calls, and actually be able to debug it.
If your system requires five AI agents talking to each other just to complete a basic workflow, you haven't built an advanced architecture. You have built an automated committee meeting. Keep the code deterministic.
An agent orchestrator is often just a very expensive, non-deterministic if/else statement wrapped in 10,000 lines of framework dependency code. Use standard code for logic and save the LLM for the actual generation.
I just published Swift Runs on Android.
Swift 6.3 ships an official Android SDK. The async snippet everyone posted does not compile. I ran the spike and wrote down every error.
medium.com/@jacksonfdam/swif…
I have a bad habit of not abandoning things. Open source repos, mentoring projects, all of it.
Which means dependency alerts pile up like unopened post.
So I built a watchtower. It is called Atalaia.
It only ever reads. No pull requests, no edited manifests, no broken builds. It stands there and points.
Open source, runs locally with Docker or Apple Container.
github.com/jacksonfdam/atala…
atalaia-console.vercel.app
Built a small teaching lab, not a product: one flash-sale ticketing system solved seven times (Go, Python, Node, PHP) behind one OpenAPI contract, consumed by a web app and three mobile clients (KMP, Flutter, RN). One rule throughout: don't oversell.
ticketinglabs.vercel.app/
Instagram's Saved folder is one infinite pile. No collections, no dates, no search. I save things and never find them again.
So I built SavedFlow: collections, dates, search and drag-and-drop for your IG saves. It imports what you already saved, and stays local.
savedflow.vercel.app
Site: siftext.vercel.app
Code: github.com/jacksonfdam/Sift
The extension is in review in the stores. The standalone works now.
Reading HTTP captures is always a slog. HAR, Fiddler SAZ, Charles, and never the
right tool installed.
So I built Sift: a DevTools panel that reads all three in one inspector. Parsed
in your browser, nothing uploaded.
No install? Just open it: siftext.vercel.app/app
An agent skill is a browser extension with root access. Read before you install. Seriously. Read the SKILL.md.
medium.com/p/android-has-a-c…
Criei essa ferramenta inspirado pelo @brunoclz para fiscalizar supersalários do judiciário.
Pode ser interessante com a discussão atual no STF, se tiverem interesse libero amanhã no Github.
Postarei as funcionalidades nos comentários.
I've been living in Sweden for 4 fucking years now, and suddenly everyone's losing their minds because the government finally tightened immigration rules after years of 'we lost control' vibes. Cool, fine, policies change.


