E105: 'Building AI Agents for Logistics' with Sarang Bondre cover art

E105: 'Building AI Agents for Logistics' with Sarang Bondre

E105: 'Building AI Agents for Logistics' with Sarang Bondre

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 This conversation is a must-listen for engineering leaders, CTOs, and operations professionals who are curious about how to deploy AI in complex, physical systems. It covers everything from telemetry data to orchestration engines, the role of human validation, AI-assisted SDLC, and team culture in AI adoption. If you're building or managing AI-first systems that interact with the real world, this episode offers hands-on insight and strategic direction.🔑 5 Major Points1. AI’s Role in Logistics and Intra-Operations- AI enables real-time orchestration between warehouses, vehicles, and delivery staff.- Reduces human coordination and streamlines operations with predictive systems.- Enhances customer experience by providing accurate delivery insights.2. Telemetry as the Foundation for AI Decisions- Combines data from GPS, warehouse cameras, and IoT-enabled locks.- Acts as the “eyes and ears” of the system, feeding live context to AI agents.- Helps in tracking, routing, and setting correct customer expectations.3. Engineering Culture and AI Adoption- Engineers are encouraged to treat AI as an assistant, not a competitor.- Tools like Cursor, Claude, and v0.dev are used with flexibility.- Sprint retros help decide the most effective tools through team feedback.4. Testing and Validation of Probabilistic AI Systems- Early deployments involve human cross-validation of AI decisions.- Ground teams train models through lived operational feedback.- AI models are penalized/rewarded to improve through reinforcement learning.5. Mindset and Leadership for AI Transformation- Focus on understanding problems deeply before building solutions.- AI should be used to explore nuances and dimensions of real-world challenges.- Leaders must give vision, not tasks—empowering teams to explore and learn.💬 5 Memorable Quotes- “If I got even a one rupee for every time I heard ‘Where is my shipment?’, I’d be enjoying life on a beach.”- “Think of telemetry as the eyes and ears of the ecosystem.”- “You can’t win against AI. Use it as your assistant.”- “Backend engineers leaned toward Cursor, frontend folks preferred V0.dev. It happened naturally.”- “I'm looking for a time when orchestration will be so automated, two vehicles compete with each other for faster delivery.”What you'll listen(00:00) - Introduction(01:37) - SMILE & Sarang's role in it(02:18) - Applying AI to logistics(04:44) - Applying AI to customer queries(06:33) - Telemetries for logistics(07:26) - AI models in logistics(11:33) - Validating AI model output(16:13) - Impact of AI on SDLC(18:47) - SDLC AI Tools(19:41) - Choosing between multiple AI Tools(22:27) - Looking forward(23:35) - Resources that helped Sarang in AI journery(24:47) - Writing on LinkedIn(25:39) - If you are starting today on AI journey(28:06) - Manager's work in AI era(29:52) - Kindest thing anyone has done for you(30:18) - Best leadership quality(30:50) - What is the definition of living a good lifeConnect with meTwitter: https://twitter.com/jjudeLinkedIn: https://www.linkedin.com/in/jjude/Website: https://jjude.com/Newsletter: https://gravitaswinsradio.substack.com/Youtube: https://youtube.com/gravitaswinsExecutive Coaching Program: https://gravitaswins.comConnect with Sarang:LinkedIn: https://www.linkedin.com/in/sarangbondre/Your feedback countsThank you for listening. If you enjoy the podcast, would you please leave a short review on Apple podcast or on YouTube? It takes less than 60 seconds, and it really makes a difference in finding this podcast. And it boosts my spirits. 😀I would like to hear what resonated the most with you in this episode. Either you can email me or share it on social media and tag me. Thank you for your support.Have a life of WINS.Gravitas WINS is produced by Joseph Jude. Be sure to subscribe on Apple Podcast, Spotify,Google Podcast,YouTube, or the podcasting app of your choice.Please check out other episodes of Gravitas WINS Radio. For easy consumption, they are categorized by themes. If you are a fellow podcaster, you might be interested in How I Podcast or tools I use.
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