Romee Panchal

AI Architect | Writer, thinker, and lifelong learner. Subscribe to my newsletter:

[Romee Panchal @romitheguru]

Don't read to question it.

Don't read to agree with it.

Read to understand it.

[Romee Panchal @romitheguru]

@NainsiDwiv50980 This is not a fatal flaw, though. The RAG system works the way it is by design. The designers know this limitation.

[Romee Panchal @romitheguru]

Master the following 6 patterns to build reliable AI systems

[Romee Panchal @romitheguru]

@dhruvtwt_ 3. To make that claim, we would need evidence that the Dashavatar tradition was actually intended as a description of biological evolution rather than a symbolic or spiritual narrative.

[Romee Panchal @romitheguru]

@dhruvtwt_ 2. We see familiar shapes in clouds, constellations in random stars, and meaningful connections between unrelated events. The fact that two sequences can be mapped onto each other does not necessarily imply that one predicted the other.

[Romee Panchal @romitheguru]

@dhruvtwt_ 1. Interesting read. However, I believe these similarities are largely retrospective. Humans are exceptionally good at finding patterns and constructing narratives after the fact—even where none were originally intended.

[Romee Panchal @romitheguru]

https://t.co/I83V84ctzu

[Romee Panchal @romitheguru]

AI systems are increasingly becoming distributed systems with probabilistic components.

The hard part is no longer the model.

It’s:
- orchestration
- reliability
- memory/state
- evaluation
- observability
- human oversight

LLM calls are easy.

Production systems are not.

[Romee Panchal @romitheguru]

The constraint is no longer generating output. The constraint is knowing what to generate — and whether it's right.

[Amit Shekhar @amitiitbhu]

https://t.co/NqwRD0HP7N

[Romee Panchal @romitheguru]

Why Most AI Systems Collapse Outside the Demo https://t.co/8VRU9fImcm

[Romee Panchal @romitheguru]

Your AI demo works. Your AI system won't. The gap isn't the model. It's everything around it. Evaluation. Retrieval. Drift. Observability. Structured outputs. The model is the easiest part to replace. The system is not.

Read the full article here 👇

[Romee Panchal @romitheguru]

Everyone is building agents.

Very few are building observability.

If you cannot answer:

- Why the agent made a decision
- Which tool call failed
- Which memory corrupted the trajectory
- Which prompt caused drift

…you do not have an AI system.

You have a demo.

[Romee Panchal @romitheguru]

https://t.co/VMk1EtUzdf

[Romee Panchal @romitheguru]

Old World
Idea → Code → Product

Code was bottleneck.

New World
Idea → Architecture → Constraints → Evaluation → Orchestration → Reliability

Code is increasingly automated.

[Romee Panchal @romitheguru]

Use short content for signal discovery
Switch to long-form for understanding and mastery

[Romee Panchal @romitheguru]

@grok @ibechuchukwu @DepressedPrsn I think Supreme Strang is much stronger

[Romee Panchal @romitheguru]

Link: https://t.co/jUvIW9mezi

[Romee Panchal @romitheguru]

LLMs from the ground up