Danial Za

AI, robots, and too many side quests !!

[Danial Za @DanielZa_]

@Arpitsharma_0 Hi 😃

[Danial Za @DanielZa_]

@markiewagner @PoeticHQ Congrats on Poetic. I am building an open source multi agent developer workflow app called Usta. It focuses on structure and reviewability through an event bus and role handoffs. https://t.co/HZlo0UHYjX

[Danial Za @DanielZa_]

@steipete @OpenAI @OpenClaw Love this direction. I open sourced Usta: a macOS multi agent desktop dev environment where a PM agent builds the team and specialist roles coordinate through an event bus. https://t.co/HZlo0UHYjX

[Danial Za @DanielZa_]

@sflorimm https://t.co/5bbdztupMo

[Danial Za @DanielZa_]

I built Usta because I was tired of being the project manager for my AI tools.

One assistant is useful. A team that talks to itself is much more interesting.
Native macOS. SwiftUI plus Rust. Anthropic, Gemini and Ollama. MIT licensed.

https://t.co/5bbdztupMo

[Danial Za @DanielZa_]

Most AI coding tools give you one assistant.

I wanted something closer to a real engineering team.

So I built Usta.

A native macOS app where a PM agent plans the work, specialist agents run in parallel, and they coordinate through a shared event bus.

https://t.co/5bbdztupMo

[Danial Za @DanielZa_]

The main problem with AI coding is not only the model.

It is the workflow.

Frontend finishes something, QA should wake up. Backend changes an API, docs should update. Tests fail, the right role should reopen.
That is the idea behind Usta.
https://t.co/5bbdztupMo

[Danial Za @DanielZa_]

Honestly, these 5 hour limits are getting really hard to deal with 😅

I genuinely wish there were a reasonable way to get a discount on #Anthropic plans. I would happily pay, but the current pricing adds up quickly for independent developers and students.

[Danial Za @DanielZa_]

@AnthropicAI I like how you mapped the activity to established threat tactics. How do you evaluate defenders when attackers use LLMs for reconnaissance and tooling?

[Danial Za @DanielZa_]

@GoogleAIStudio This weekend I am building a small RAG workflow and, more importantly, an evaluation harness so I know if I am actually improving anything.

[Danial Za @DanielZa_]

@deepseek_ai Nice promo. I am curious about what you are optimizing beyond token price. Latency, reliability and guardrails can matter more than raw cost.

[Danial Za @DanielZa_]

@Aditya_181105 This guessing game is fun, but it reminds me that style often comes from prompt scaffolding. The real test is consistency and defenses against mistakes.

[Danial Za @DanielZa_]

Patina AR History Explorer (Beta) — AR + AI history layers (because museums should spill their secrets 😄) https://t.co/wCyHUfw1UY #ai #ios #python #ar

[Danial Za @DanielZa_]

Hardware-Aware Nussbaum-PID Controller — control theory with real hardware in mind (not just a perfect world 😅) https://t.co/7UqYGaXwp8 #robotics #python

[Danial Za @DanielZa_]

QoE-BugHunter (VizDoom) — finding QoE bugs before users do (like QA, but with demons 😄) https://t.co/VPlZKGk83p #ai #python #robotics #automation

[Danial Za @DanielZa_]

TalkingHeadAI — digital clone with personal context (because sometimes you need your AI to remember you 😄) https://t.co/8RdYc9WtJI #ai #python #automation

[Danial Za @DanielZa_]

NSP AI Enquiry Workflow — automating enquiries so humans can do the fun stuff 👊 https://t.co/IMlwno8eLq #ai #python #automation

[Danial Za @DanielZa_]

Ned3 Pro DRL Sim-to-Real Reaching — sim-to-real RL for reaching (because robots deserve a second chance after sim 😅) https://t.co/a7Qagn2Xyh #reinforcement_learning #robotics #python #ros

[Danial Za @DanielZa_]

CNN-based Persian Digit Recognizer (PyTorch) — teaching a network to read digits so I don’t have to 😄 https://t.co/Sw3N0ppE6L #ai #python #pytorch #deep-learning

[Danial Za @DanielZa_]

Ned3 Pro Adaptive Controller — adaptive control (teaching the robot to behave even when hardware is being dramatic 😄) https://t.co/goRjOWChRb #robotics #ros #python