The Post-Vibe-Coding Engineering Org: Agent Review Pipelines, Model Selection, and Token Economics (feat. Srinivas Chippagiri)

The Post-Vibe-Coding Engineering Org: Agent Review Pipelines, Model Selection, and Token Economics (feat. Srinivas Chippagiri)

Most “AI is changing engineering” content stays at the level of anecdote. This piece tries to go one layer deeper into four specific claims made in the conversation, each of which has concrete operational implications for engineering teams:

  1. Cloud native’s definition is shifting under AI-assisted development,

  2. Code review is becoming a two-stage, agent-then-human pipeline,

  3. Model selection is a benchmarking problem, not a leaderboard-reading problem, and,

  4. Token spend is emerging as a per-developer budget line that companies don’t yet know how to reason about. A closing section covers the SaaS market debate.

Krish Palaniappan sits down with Srinivas Chippagiri, a senior technical staff member with 15 years in software engineering, to unpack how AI is reshaping coding, code review, model selection, and the SaaS industry.

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Episoder(471)

AI Just Broke Outsourcing — Is Africa the Next Global Talent Goldmine, or Is Cheap Labor Already Obsolete? (feat. Gerard Holland)

AI Just Broke Outsourcing — Is Africa the Next Global Talent Goldmine, or Is Cheap Labor Already Obsolete? (feat. Gerard Holland)

For decades, the conversation around global outsourcing has revolved around two places: India and the Philippines. But on a recent episode of the SnowPal Podcast, host Krish Palaniappan sat down with ...

4 Aug 49min

Selling the Unsellable: Sales Lessons from a Founder Who’s Done It Twice (feat. Viktor Popovic)

Selling the Unsellable: Sales Lessons from a Founder Who’s Done It Twice (feat. Viktor Popovic)

Insights from a Snowpal Podcast conversation between Krish Palaniappan and Viktor Popovics, co-founder and president of Avendo Viktor Popovics has closed two very different kinds of impossible sales. ...

27 Jul 52min

Beyond RAG: Building Production-Grade AI Coworkers for the Enterprise (feat. Karl Simon)

Beyond RAG: Building Production-Grade AI Coworkers for the Enterprise (feat. Karl Simon)

There is a meaningful difference between pasting a problem into ChatGPT and deploying an AI system that autonomously orchestrates multi-step workflows across a regulated enterprise. Karl has spent the...

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From SEO to AEO: How to Optimize Your Website for AI Agents (feat. Frank Vitetta)

From SEO to AEO: How to Optimize Your Website for AI Agents (feat. Frank Vitetta)

Frank Vitetta, is the founder and CEO of Orchid Box, LLM Scout, and CodeScout. LLM Scout monitors how brands are cited and represented across major AI platforms. Krish Palaniappan is the CEO of Snowpa...

14 Mai 1h 58min

Macroeconomic impacts of AI adoption (feat. Dr. Kelly Monahan)

Macroeconomic impacts of AI adoption (feat. Dr. Kelly Monahan)

If you’ve been losing sleep wondering whether your job will survive the AI revolution, congratulations: you’re already doing more strategic thinking than most C-suites. That, in essence, is the bracin...

6 Mai 51min

Governing Intelligence: How AI Is Reshaping Public Sector Software (feat. Andrew Stockwell)

Governing Intelligence: How AI Is Reshaping Public Sector Software (feat. Andrew Stockwell)

Deploying AI in regulated, mission-critical environments is a challenge of a different order from shipping a consumer app. Where most AI practitioners enjoy the freedom to iterate quickly and fail che...

6 Mai 1h 4min

From Wall Street to Her Street: How to Close the Financial Confidence Gap (feat. Jessica Perrone)

From Wall Street to Her Street: How to Close the Financial Confidence Gap (feat. Jessica Perrone)

Jessica Perrone, founder of Her Financial IQ, shares insights on financial education for women, addressing unique challenges, investment strategies, and the importance of financial literacy. Discover ...

29 Apr 40min

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