Everyone is blaming AI agents.
“They hallucinate.”
“They don’t scale.”
“They can’t handle production.”
That’s not the real problem.
The real problem?
We are treating AI agents like tools.
Instead of systems.
In production, nothing works in isolation.
Not your services.
Not your pipelines.
Not your on-call workflows.
But somehow…
We expect AI agents to just “figure it out.”
Here’s what I’ve seen in real systems:
AI fails when:
- Context is fragmented
- State is lost between steps
- Decisions are not traceable
- There are no guardrails
Not because the model is bad.
Most teams are building:
❌ Prompt → Response → Done
But production needs:
✅ Context → State → Memory → Feedback → Control
That’s the difference between:
👉 Demo AI
vs
👉 Production AI
The shift is simple, but most miss it:
AI agents are not features.
They are distributed systems with reasoning loops.
Until we design them that way…
We’ll keep blaming the model
for system problems.
Top comments (6)
Nice, Ravi! I am curious. Are you following any other groups on dev.to? They have google. I start to follow snowflake.
Thanks Benjamin!
Yeah, I’ve been following a mix of AI and SRE-related communities here. Google and Snowflake are definitely good ones. I also keep an eye on posts around agents, devtools, and infra since that’s where most of the real-world discussions are happening.
Open to recommendations if you’ve found any good ones 👍
nice! You can check some of my recent post! They have other people who write an excellent post. They have a few of them in my post (comment) section. I am curious.
Are you reading article about the situation of junior developer on dev.to? They have some people who wrote post about the situation at the moment.
Nice, I’ll check out your posts 👍
Yeah, I’ve seen some discussions around junior dev roles lately, interesting space. Feels like things are shifting more toward how developers use AI effectively rather than replacing them.
Curious to see how that evolves.
Thank you! Yeah! I think that companies still need junior developer in the pipeline in the near future. The role is changing very quickly with AI knowledge these days.
Yeah, completely agree.
Feels like the role isn’t going away, it’s just evolving. Junior devs who learn how to work effectively with AI will probably ramp up much faster than before.
The expectations might shift, but the need for strong fundamentals is still there 👍