Context Engineering, Context Rot, & Agentic Search with the CEO of Chroma, Jeff Huber

Context Engineering, Context Rot, & Agentic Search with the CEO of Chroma, Jeff Huber

Author: Demetrios November 21, 2025 Duration: 44:55

Jeff Huber is the CEO of ​Chroma, working on context engineering and building reliable retrieval infrastructure for AI systems.


Context Engineering, Context Rot, & Agentic Search with the CEO of Chroma, Jeff Huber // MLOps Podcast #348.


Join the Community:

https://go.mlops.community/YTJoinIn

Get the newsletter: https://go.mlops.community/YTNewsletter


// Abstract

Jeff Huber drops some hard truths about “context rot” — the slow decay of AI memory that’s quietly breaking your favorite models. From retrieval chaos to the hidden limits of context windows, he and Demetrios Brinkmann unpack why most AI systems forget what matters and how Chroma is rethinking the entire retrieval stack. It’s a bold look at whether smarter AI means cleaner context — or just better ways to hide the mess.


// Bio

Jeff Huber is the CEO and cofounder of Chroma. Chroma has raised $20M from top investors in Silicon Valley and builds modern search infrastructure for AI.


// Related Links

Website: https://www.trychroma.com/


~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~

Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore

Join our Slack community [https://go.mlops.community/slack]

Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://go.mlops.community/linkedin)]

Sign up for the next meetup: [https://go.mlops.community/register]

MLOps Swag/Merch: [https://shop.mlops.community/]

Connect with Demetrios on LinkedIn: /dpbrinkm

Connect with Jeff on LinkedIn: /jeffchuber/


Timestamps:

[00:00] AI intelligence context clarity

[00:37] Context rot explanation

[03:02] Benchmarking context windows

[05:09] Breaking down search eras

[10:50] Agent task memory issues

[17:21] Semantic search limitations

[22:54] Context hygiene in AI

[30:15] Chroma on-device functionality

[38:23] Vision for precision systems

[43:07] ML model deployment challenges

[44:17] Wrap up


Hosted by Demetrios, MLOps.community is a space for honest, meandering talks about the real work of making artificial intelligence systems actually work. This isn't about hype or theoretical papers; it's about the messy, practical, and often surprising journey of taking models from a notebook into a live environment. You'll hear from engineers and practitioners who are in the trenches, discussing the tools, the frustrations, and the occasional breakthroughs that define the day-to-day. The conversations are deliberately relaxed, covering everything from traditional machine learning pipelines to the new world of large language models and even the intangible "vibes" of team culture and process. Each episode peels back a layer on what "production" really means, whether that involves deploying a predictive service, managing an agentic system, or maintaining reliability as everything scales. Tuning into this podcast feels like grabbing a coffee with colleagues who aren't afraid to dig into the technical nitty-gritty while keeping the tone conversational and accessible. It's for anyone who builds, manages, or is just curious about the operational backbone that allows AI to deliver value, offering a grounded perspective often missing from the broader conversation.
Author: Language: en-us Episodes: 100

MLOps.community
Podcast Episodes
The Control-vs-Magic Spectrum Building Agents [not-audio_url] [/not-audio_url]

Duration: 43:18
Thiago Cardoso is the Director of Data & AI at iFood and the architect behind iFood Pago's AI agent platform. This fintech system serves millions of restaurants across Brazil through WhatsApp and the iFood app. In this e…
Logs Are All You Need: Rethinking Observability with AI Agents [not-audio_url] [/not-audio_url]

Duration: 46:39
Sherwood Callaway is the founder of Sazabi (YC P26), the AI-native observability platform built for engineering teams who ship fast. He previously founded and exited a YC company — now he's back, betting that logs are al…
AI Is Fast. AI Projects Are Slow. Let's Fix That. [not-audio_url] [/not-audio_url]

Duration: 56:47
Joe Maionchi (Co-founder & COO) and Rod Christensen (Co-founder & Chief Architect) of RocketRide join the MLOps Community to walk through AIDE — the AI Integrated Development Environment. RocketRide is an open-source AI…
Architecting Modern AI Systems: Platforms, Agents, and Integration [not-audio_url] [/not-audio_url]

Duration: 56:59
BuzzHPC Roundtable episode: Architecting Modern AI Systems: Platforms, Agents, and Integration Join the Community: https://go.mlops.community/YTJoinInGet the newsletter: https://go.mlops.community/YTNewsletterMLOps GPU G…
[Special Announcement] MLOps Community Linux Foundation [not-audio_url] [/not-audio_url]

Duration: 2:19
Big news: the MLOps Community is joining the Linux Foundation to become the official user community of the new Agentic AI Foundation (AAIF). The AAIF is the neutral home for open source projects like the Model Context Pr…
Inside Just Eat's AI Lab: Voice Agents & Agentic Commerce [not-audio_url] [/not-audio_url]

Duration: 1:18:38
Guthrie Cooper (Senior Group Product Manager, AI & Robotics) and Nidhi Sharma (Global Head of Engineering AI & Incubation) from Just Eat Takeaway.com join the MLOps.community to pull back the curtain on how one of Europe…
Autonomous Agents at Work: From OpenClaw Hype to Enterprise Reality [not-audio_url] [/not-audio_url]

Duration: 42:19
Pramod Krishnan is a Managing Director - AI Managed Services at PwC, specializing in enterprise AI transformation — helping large organizations move from AI experimentation to production operating models. In this episode…
Agents are Just While Loops [not-audio_url] [/not-audio_url]

Duration: 41:11
Hamza Tahir, co-founder of ZenML, joins the show to cut through the hype around long-running agents — arguing that at the end of the day, an agent is just a while loop that talks to a model, calls a tool, and writes to a…
The Latency Goldilocks Zone Explained [not-audio_url] [/not-audio_url]

Duration: 48:13
Rafael (Head of Innovation, iFood) and Daniel (Data and AI Manager, iFood) pull back the curtain on ILO-Agent — iFood's conversational AI ordering system built for 200 million users across Latin America. Recorded live at…
Building MCP Before MCP Existed: Inside Despegar's Sofia Agent [not-audio_url] [/not-audio_url]

Duration: 41:13
Nicolas Alejandro Bogliolo is the AI PM at Despegar, the largest online travel agency in Latin America, and the engineer-product-hybrid behind Sofia, the GenAI travel concierge that beat most of the OTA world to a workin…