CookCodePratik

Appreciate it! Local AI has definitely come a long way. It's great to see more teams exploring it alongside cloud-based solutions based on their workflow and requirements.

Absolutely. Code generation is only one piece of the puzzle. Having enough context to understand how a change impacts the rest of the project is often what makes AI genuinely useful.

Thanks! I think that's where the conversation is heading as well. Strong models are important, but understanding the project and fitting naturally into the engineering workflow often has a bigger impact in day-to-day development.

I agree. Different tools have different strengths, so a hybrid workflow often makes the most sense. The key is choosing the right tool based on the task rather than relying on a single solution.

Thanks! In larger codebases, understanding the surrounding context often matters just as much as reviewing the changed lines. It usually leads to more meaningful feedback.

I like that approach. AI works best as a reviewer alongside developers rather than replacing them. Repository context can surface issues earlier, while human reviewers still provide the judgment that's hard to automate.

Agreed. As AI tools mature, the conversation is shifting from which model to how well the platform fits into real engineering workflows. That's where SDLC support and project context become much more valuable.

Well said. I think that's exactly where the industry is heading. Models will continue improving, but context, workflow integration, and deployment flexibility are what make AI genuinely useful in production engineering.

Couldn't agree more. Most real engineering work is about navigating, understanding, debugging, and maintaining existing systems. Repository awareness is becoming a much bigger differentiator than raw model benchmarks

Thanks! I completely agree. Most developers spend more time understanding, reviewing, and maintaining code than writing new code, so it makes sense that AI is evolving to support the entire engineering workflow.