Does it have a CLI like github? Does it follow GIT? I made an account and did not migrate my repos, as I'd like to test this before moving in... Thanks in advance!
> As a mirror to real-world agent design: the limiting factor for general-purpose agents is the legibility of their environments, and the strength of their interfaces. For this reason, we prefer to think of agents as automating diligence, rather than intelligence, for operational challenges.
Last week, I ran an experiment. Instead of building incrementally, I described exactly what I wanted to ChatGPT 5.1 Pro to draft a prompt, and then asked Claude Opus 4.5 to deliver it in one shot.
The result changed how I think about about speed when working with AI.
Last week, I ran an experiment. Instead of building incrementally, I described exactly what I wanted to ChatGPT 5.1 Pro to draft a prompt, and then asked Claude Opus 4.5 to deliver it in one shot.
The result changed how I think about about speed when working with AI.
People are starting to use AI not just to think, but to feel. When something hurts or feels uncertain, it is easy to offload that discomfort into a system that instantly turns it into clarity: an explanation, a plan, a message, a neatly packaged insight. It works. It feels good. But there is a hidden cost.
If we outsource emotional uncertainty too quickly, we skip the part where we actually feel it. The system digests the discomfort before we do. Over time this can make us excellent at understanding our lives but worse at sitting with the parts of experience that have no immediate answers. We get analysis instead of depth, interpretation instead of emotional endurance.
AI is powerful as a thinking partner, but it becomes risky when it becomes an emotional bypass. Some forms of growth only happen in the silence before clarity. If we replace those moments with instant interpretation, we trade long term resilience for short term relief.
This is not an argument against using AI. It is simply a reminder that some of the most important human capacities develop in the space where no external system can feel on our behalf.
I am Rashid Azarang, a systems architect and builder focused on making intelligence usable.
I design and implement cognitive systems that enable human-like interaction through AI agents.
Some recent work:
- Supply Chain Risk Management Platform — turned fragmented data into operational clarity.
- From Sync Bridge to Data Warehouse — re-architected brittle integrations into a coherent warehouse.
- Open Source Twilio SMS Dashboard — practical tooling others have since adopted.
- AWS CloudWatch Interface — lightweight logs explorer with MCP adapter.
I also maintain ChatGPT Exporter (80+ stars) and multiple MCP servers/agents.
Previously, I helped scale a COVID-19 testing platform from ~1k to 100k+ tests per month, serving over a million people.
I’m looking for early-stage engineering roles where frontend speed meets backend reliability, especially in real-time systems, or AI.
Agents act. Infrastructure enables. A Navigation Layer enforces constitutional invariants and improves how we improve... Doug Engelbart’s bootstrapping in code.
You know that sinking feeling when a customer says "I never got your text" and you have no idea why? That's exactly why I built Twilio SMS Tracker; an open-source dashboard that shows you everything happening with your SMS messages in real-time.
who ever's downvoting my comment... You're literally trying to shut up the positive review due to your lack of empathy? WTF? This is my preference, I'm an expert in tech and I don't hold your negative views... Stop trying to control the narrative.
I got so excited watching these videos and going through the product page. I completely ignored the price tag without putting any resistance and I thought to myself: I'VE GOT TO HAVE THIS!
Not only that... I started to think about ways I could use this!! I pictured myself using them... I visualized it all, and then remembered when I felt this way when the Ipod was released, and then again, when the first Pebble watch was launched or maybe even, the first kindle.
Although there's going to be some strong competition in the next 1-2 years with Apple, as we all know, the "thin phone" is nothing about the phone, and all about their pathway towards wearables...
I’ve been trying to run multiple AI sessions at the same time without everything tripping over itself. This write-up shares the pattern that’s worked: keep each run in its own sandbox (I use Git worktrees), give the small helper agents clear jobs, route messages on purpose, and let CI catch mistakes before they spread.
There's a ton of people that are so resistant to change... Like, finding people who embrace the future and is okay with uncertainty for a while is tough, mostly on scenarios where their age is 35+, though not so dependent on age, but on mindset... I do understand his position, as it's the law of selection... If people are not at least trying to "adapt" to the new reality, then firing them, can also serve as a signal to others... Adapt or die!