Maruti C @max_mc2
Data & AI @ Google Partnerships! Sunnyvale, CA Joined October 2010-
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@AngelTanev_Sn Vibe coding cleanup specialist - that's a good one and much needed got sure!
As I experiment with more AI tools and follow the latest agent research, I've been thinking about a few things. 1. Agents are getting better at proposing, building and executing things. But humans still need time to understand what they're doing. At some point, will humans become the bottleneck simply because we can't keep up with what agents are capable of? (I think this is something many AI researchers and experts have been warning about.) 2. I wonder if we'll see new roles emerge around reverse engineering what agents have built, investigating their decisions, and understanding how these systems evolved over time.( Observability and evals become even more important here) 3. More systems are being built for agents rather than humans. As that continues, we may increasingly rely on other agents to verify what these systems are doing, without necessarily understanding every detail ourselves. The funny part is that we might need agents just to understand what other agents have been up to. And I wonder if understanding what was built and why will eventually take more effort and become more expensive than building it.
#Muse is my new fav. Tried Grok bot too but will use Muse more! Muse connected with Xfinity support, spoke with them for 3 hours and got a refund on extra charges. I've been thinking about talking to them for 4 months, but kept delaying because of how much time I have to spend.
@maraonpurpose Agreed! And that's where I think observability, evals and verification become even more important.
@100GirlsInGenAI I use Antigravity a lot for coding with Gemini and Opus. I also use it for brainstorming and planning too and invoke Agent Council so two agents powered by different models and different skills collaborate.
@kartikb753 Exactly. I see Loop Engineering feeding changes back into the harness, with offline evals before release and online evals and observability in production!
I have started opening my agent engineering talks with these two slides. A lot of the conversation right now is workflows, context engineering, wrappers, harnesses, tool use, orchestration, evals. I’ve been organizing that through these lenses: Harness Engineering: What needs to surround an agent so it can operate safely and reliably? Graph Engineering: How should agents, tools, services, workflows, and humans work together? Loop Engineering: How do we evaluate agent behavior, learn from failures, and make the system better? I also spend time on spec-driven development. Still surprised how few teams actually use it. I personally use Conductor plugin with the Antigravity CLI. These two slides have been a useful way to start that conversation.
Building is one aspect. Scaling, governing and optimizing is what many enterprises are struggling with. I help our Google customers use Gemini enterprise agent platform to address all the 4 pillars when it comes to agents! Inline with Harness engineering, loop, graph and context engineering lens!
@garrytan Discussions def moved from domain-specific models to domain-specific harnesses. Weights commoditize and the workflow around them doesn’t!
We just launched fully managed, remote MCP servers for all Google and Google Cloud services. Now you can easily connect your AI agents to our entire ecosystem with a single standard. Read more in @TechCrunch: techcrunch.com/2025/12/10/goo…
The future!
We’re excited to announce three new integrations with @googlecloud to help monitor and secure Google Cloud workloads, build advanced search capabilities with Elasticsearch, BigQuery, and BigLake, and visualize insights within Looker dashboards. Learn more: go.es.io/3yv9LNC
Sri @Sri5233007147
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Anna @Anna1469606
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Stock goats. @kyIewhitegoat
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Trade with Mike Inves... @MrMikInvesoting
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Gary @gry_vee_
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OrderFlowEdge🇺🇸 @Ubeomeet43333
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Chris Saum @christophersaum
13K Followers 6K Following Partner, Active Capital. Backing AI-native founders building the future of software. We’re backing at least one new team every month with $500k to $1M checks.
Aravind @aravind
340K Followers 385 Following I talk about issues long before they happen. Now and then in touch with Turiya. I post conspiracies and nothing I say is real. Don't believe anything I post.
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157K Followers 80 Following Sane + 🌶️ takes in an insane AI world... AI capabilities researcher: co-created RLHF/ChatGPT @ @openai now trying to right the wrong 🤭 (ceo @typesafeai)
Michael @michael_chomsky
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lauren @poteto
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Amber (Jiachen) Liu �... @JIACHENLIU8
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AI.Engineer 🔜 SF C... @aiDotEngineer
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Auriel @aurielws
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Saanya Ojha @SaanyaOjha
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Google Gemma @googlegemma
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Jaya Gupta @JayaGup10
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Google AI Studio @GoogleAIStudio
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Stanford AI Club @stanfordaiclub
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Yoonho Lee @yoonholeee
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Steve Yegge @Steve_Yegge
50K Followers 61 Following I've been in the industry for O(40) years and have written O(1M) LOC. I don't think I'll ever write O(another) line again, but I'll be launching more than ever.
Demis Hassabis @demishassabis
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2K Followers 411 Following @ycombinator alum | https://t.co/UtnUkROPmG • https://t.co/1IlqgAdJxq • https://t.co/3YfWkE9GMh build consumer AI for how we read, think, and create, inspire the unknown
a16z @a16z
1.1M Followers 64 Following https://t.co/A9eTFq6Xbx https://t.co/3RHK5vqQo7 Posts are not investment advice or an advertisement for investment services. See https://t.co/nX2FtaLE06.
Matt Shumer @mattshumer_
402K Followers 2K Following AI whisperer. Investor in @GroqInc @Etched @Spawn @DaytonaIO @OpenRouter + more. Prev: CEO @HyperWriteAI | AI @AlphaSchool Press: [email protected]



















