Is now a bad time for Key takeaways from yesterday's LangTalks meetup? 💡
Ready or not, here they come 🥳
🔦 Software Development Life Cycle (SDLC) is back in the spotlight
Spec → Design → Development → Testing → Deployment → Maintenance
Lee Twito and Gal Peretz demonstrated how AI helps accelerate development. Now we are stuck addressing the rest lol
Successful companies create AI-ready development processes and foster an AI mindset.
The penalty for doing the wrong thing is amplified with AI as the rest of the funnel suffers.
👑 Software Engineers are shifting towards Team Leaders
AI copilot → AI pair programming → AI autonomy
The evolution of AI in Development continues. From tab completions to generating snippets to agents and agentic flows. Software engineers are expected to orchestrate features and projects.
If you haven't done so already, it's time to align engineering KPIs with DORA metrics: lead time to production, deploy frequency, and failure/recovery time.
😰 Addressing SDLC issues with Kiro
Gili Nachum demoed Amazon's new agentic IDE, Kiro, which comes with pre-baked concepts of how to address the first 3 SDLC steps: Spec, Design, and Development.
⏳ Context switching problems are back
Just as with humans, LLMs are struggling when it comes to messy contexts. Nimrod Kor showed us how his startup Baz, can help clean up and optimize the context of LLMs to yield better results when executing agentic flows.
They use simple concepts: remove duplication, summarize, create small tasks with clear deliverables, and batch.
Does it sound familiar? Well, because it is, these are the same concepts highly productive developers use.
Read more in my article attached in the first comment.
🎨 Creativity
Sahar Carmel (סהר כרמל), who should probably do stand-up as well, connected the dots between creativity and LLMs.
In short: optimize for deliverables.
Use high temperature to allow for creative freedom in the research phases, and push for compliance (low temperature) in the design phase.
If both are done correctly, development will feel effortless.
—
It is amazing to see that my personal predictions made almost two years ago at Augury are materializing in bigTech. I've been increasingly vocal about the need to shift focus to steps before Development (in SDLC). Development speed was never the issue; gathering the right context and choosing the right thing to do is.
Maybe now that developers receive the role of team leaders and can directly influence product direction, we'll see my vision start coming true: developers working directly with customers.
The future is definitely exciting.
—
Are you looking to amplify your R&D and lead complex projects? Let's connect 📩
#AI #SoftwareEngineering #LangTalks