Browse Comments — Clean (de-noised)
Close reading of the corpus at each pipeline stage: raw → clean → relevant → coded.
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Martin Pirrie we were talking about becoming bosses in AI
I agree, a repository become powerful when it doesn't just teach tools it teaches enginnering thinking Abhishek Veeramalla
Anwar Ahmed PMP®
Very Helpful , Keep going
Shreelakshmi Balachandran(She/Her)
Let's go..
A great repo, solidifying concepts by building real-time production systems.
Everything is okay but you need to post a image for this post?? Seems for reach?
The #1 most used model on OpenRouter right now costs $0.07 per million tokens (Hy3 preview). The #2 costs $5.00 (Claude Opus 4.7). Wild gap. check out for more upto date information
So something like Qwen, but using significantly more specialists. Is it useable for software dev tasks today?
This is the kind of resource that can genuinely shorten the AI learning curve. Practical, production-ready projects always teach more than endless theory. Huge respect to Abhishek Veeramalla and Oracle for making advanced AI concepts more accessible to the community
Mike Pappas ensemble architectures may indeed outperform brute-force scaling, but don't you think that orchestration complexity, latency, and consistency across specialized models will be the real test at production scale?
Is it on hugging face ?
Is Deepaseek available in the US?
See Michael Lentz - told ya!
The voice ≠ transcript point is the strongest part of this ; curious how the orchestrator handles cases where the wrong sub model gets picked .. does aggregation recover, or do errors compound? :/
Interesting
Is there a simple way to try it out?
my favorite comment in this piece: “Why should we be paying for this infrastructure? Why should we be paying for their power bills?” That's a great question. The benefits of AI to the general populace must be commensurate with the cost for it to survive. Spell-checking an email or asking a question to which you receive an unsteady, hallucinogenic response is not worth it for the majority of people.
I keep getting this advertising for some reason. I looked into it and their 1% is not OpenAI's 100%. It's not like the general purpose LLM's that we know.