Deepen Dhulla

How to make Open Source deployment successful in meeting the business and IT needs of any organization" is what I keep working on.

[Aaron Levie @levie]

The more enterprises I talk to about AI agent transformation, the more it’s clear that there is going to be a new type of role in most enterprises going forward. The job is to be the agent deployer and manager in teams. Here’s the rough JD:

This person will need to figure out what are the highest leverage set of workflows on a team are (either existing or new ones) where agents can actually drive significantly more value for the team and company.

In general, it’s going to be in areas where if you threw compute (in the form of agents) at a task you could either execute it 100X faster or do it 100X more times than before. Examples would be processing orders of magnitude more leads to hand them off to reps with extra customer signal, automating a contracting review and intake process, streamlining a client onboarding process to reduce as many straps as possible, setting up knowledge bases than the whole company taps into, and so on.

This person’s job is to figure out what the future state workflow needs to look like to drive this new form of automation, and how to connect up the various existing or new systems in such a way that this can be fulfilled. The gnarly part of the work is mapping structured and unstructured data flows, figuring out the ideal workflow, getting the agent the context it needs to do the work properly, figuring out where the human interfaces with the agent and at what steps, manages evals and reviews after any major model or data change, and runs and manages the agents on an ongoing basis tracking KPIs, and so on.

The person must be good at mapping the process and understanding where the value could be unlocked and be relatively technical, and has full autonomy to connect up business systems and drive automation. This means they’re comfortable with skills, MCP, CLIs, and so on, and the company believes it’s safe for them to do so. But also great operationally and at business.

It may be an existing person repositioned, or a totally net new person in the company. There will likely need to be one or more of these people on every team, so it’s not a centralized role per se. It may rile up into IT or an AI team, or live in the function and just have checkpoints with a central function.

This would also be a fantastic job for next gen hires who are leaning into AI, and are technical, to be able to go into. And for anyone concerned about engineers in the future, this will be an obvious area for these skills as well.

[Qwen @Alibaba_Qwen]

🚀 Meet Qwen-Image — a 20B MMDiT model for next-gen text-to-image generation. Especially strong at creating stunning graphic posters with native text. Now open-source.

🔍 Key Highlights:
🔹 SOTA text rendering — rivals GPT-4o in English, best-in-class for Chinese
🔹 In-pixel text generation — no overlays, fully integrated
🔹 Bilingual support, diverse fonts, complex layouts

🎨 Also excels at general image generation — from photorealistic to anime, impressionist to minimalist. A true creative powerhouse.

Blog:https://t.co/FZ415nwcAp
Hugging Face：https://t.co/XSLwjJ6lYa
ModelScope：https://t.co/mcZ0dHeD64
Github：https://t.co/A9yvJZ6TJc
Technical report：https://t.co/tld83OrOUP
Demo: https://t.co/MgEAr4uqoR

[Deepen Dhulla @deependhulla]

Check out this awesome content! https://t.co/XgmJGon3Sq

[Deepen Dhulla @deependhulla]

Global Summit 2025 - AI Standards Hub https://t.co/6vFWTr2Ce9

[Deepen Dhulla @deependhulla]

https://t.co/RmuUlXwNeF

[OrbStack @OrbStack]

OrbStack 1.8 released:

🐞 Debug Shell for stopped containers
🔨 Debug Shell for built images
🌎 Auto container-to-container HTTPS

https://t.co/mKOxDOGw8R

[Deepen Dhulla @deependhulla]

Curious about optimizing your IT infrastructure? Discover practical strategies in 'Hyper-Converged Infrastructure Simplified.' Get your copy here: https://t.co/Xcl4INOIvh #HyperConvergedInfrastructure, #Proxmox, #ITStrategy, #DataCenter #HyperConvergence

[Deepen Dhulla @deependhulla]

Simplify your data center operations with insights from my latest book. Available now on Amazon: https://t.co/AYQJcPFlN6
#HyperConvergedInfrastructure, #Proxmox, #ITStrategy, #DataCenter #HyperConvergence

[Deepen Dhulla @deependhulla]

AI adoption at work: 7 in 10 Indian employees use AI tools in 2024, says report https://t.co/Q4uNwYlXOp via @ET_CIO

[Deepen Dhulla @deependhulla]

I just published Enhance Your IT Infrastructure: Key Points from ‘Hyper-Converged Infrastructure Simplified’ ebook… https://t.co/9DTsa6gJtN

[Deepen Dhulla @deependhulla]

Buy Hyper-Converged Infrastructure Simplified: Hardware Sizing, SDS, SDN and Backup Strategies with Proxmox on @Gumroad https://t.co/Xcl4INOIvh

[sysxplore @sysxplore]

Linux cron jobs 101

[Deepen Dhulla @deependhulla]

Keeping Your Workforce Current in Cloud Technology — How to Solve the 10 Biggest Training… by @DigitalCloudT https://t.co/bBArcevbP4

[Deepen Dhulla @deependhulla]

I just published Mastering DT: Article 3 of 16 — Pinpointing Weak Links in Your Digital Ecosystem https://t.co/8bqnhJiQXN

[Deepen Dhulla @deependhulla]

I just published Mastering DT: Article 2 of 16 — Diagnosing the Present to Build the Future https://t.co/IWgD9py8c6

[Deepen Dhulla @deependhulla]

I just published Boost Your ProxmoxVE Efficiency: Unlock the Power of Resource Pools and Tags https://t.co/tn2ZtLubnZ

[Deepen Dhulla @deependhulla]

I just published From Disaster Recovery Nightmares to Seamless Failover: Our Proxmox VE and Ceph Journey https://t.co/GAdC3dlm40 #proxmox #ceph #itinfra

[Deepen Dhulla @deependhulla]

Having generative AI innovation on premises offers advantages related to data privacy, security, customization, cost efficiency, compliance, and the ability to enable innovative across industries including Air-Gap @Dell_IN @Meta setups.https://t.co/OUWmRikcYd via @itvoice

[Deepen Dhulla @deependhulla]

I am Attending - 4th edition of ETCIO Cloud and DC Summit 23. https://t.co/8eyl7PvX3x via @ET_CIO

[Deepen Dhulla @deependhulla]

10 helpful ways to use Bard @google https://t.co/jaLfDRL1bA