Arjun Roy

PhD in Fair-ML @FUB; MTech in Math & Computing @ IITP 🌏:

[Agentic Machines @agenticmachine]

Retail is losing $1.73 trillion every year to inventory distortion.

Having the wrong inventory in the wrong place at the wrong time.

The result?

Out-of-stocks. Overstocks. Lost sales. Shrinking margins.

Not because companies lack data.

Not because they lack dashboards.

And not because they need another chatbot.

The real problem is that dashboards and chatbots still depend on a human to notice the issue, decide what to do, and take action.

That does not scale across thousands of SKUs, stores, warehouses, suppliers, and sales channels.

The future is autonomous supply chain execution.

AI agents that can detect problems, decide what needs to happen, and act in real time.

Because in retail, the critical part is not just knowing there is a problem. It is solving it before it affects the business.

Learn more:
https://t.co/8wN6qSM2uF

[elvis @omarsar0]

Loop engineering is just prompt engineering with great system design.

[Agentic Machines @agenticmachine]

Humans spend hours reviewing dashboards to make one business decision.

Most of the time is not spent making the decision itself, but finding the right signal, understanding what changed, and figuring out what should happen next.

AI agents read signals, connect the dots, and turn hours of dashboard analysis into minutes.

Dashboards show the problem. Agents explain the cause and trigger the next step.

The next revolution in analytics will not be another dashboard. It will be agents that can reason, recommend, and act.

P.S. This picture is the current state of supply chain operations: full visibility, but still manual decisions. AI agents are the missing step toward end-to-end automation.

#AgenticMachines #SupplyChainAutomation

[Arjun Roy @Arjun7389]

@fidexcode C

[Arjun Roy @Arjun7389]

@it_unprofession 😂😂😂

[Arjun Roy @Arjun7389]

@MuskratPiss @NoContextHumans I did… was amazed with its precision of time

[Arjun Roy @Arjun7389]

@ai_for_success The amount of hate against @ylecun coming out of illiteracy is almost comical and laughable 😂😂😂

[Arjun Roy @Arjun7389]

@chemo_tirupati @DealsDhamaka I generally refrain from commenting, but when I see ths privilege driven racism, my patience runs thin. Very purpose of public entities is to ensure service for all -> necessity of progress. If not sbi or such PSUs who’ll provide banking services to utmost “lossy” rural areas?

[Arjun Roy @Arjun7389]

@Akshat_World Like any YT influencer with wide reach giving financial advice without actual knowledge (unlike you) can ruin peoples lives, personas followed by millions when preaches and celebrates pseudoscience, can contribute to fatal consequences. Thus, must be refuted for greater good

[Arjun Roy @Arjun7389]

@chiragpandav1 @0interestrates @juliusai @chiragpandav1 can be explored, sounds cool

[Arjun Roy @Arjun7389]

@chiragpandav1 @garrytan @chiragpandav1 Our time is here

[Arjun Roy @Arjun7389]

@chiragpandav1 @daltonc None better than https://t.co/ckFdfiv3mk
when it com to complex data queries

[Arjun Roy @Arjun7389]

@chiragpandav1 @OfficialLoganK Sounds good!! Why not 🙌

[Arjun Roy @Arjun7389]

@chiragpandav1 @mwseibel Ah ok. We can also reach out to Logan Kilpatrick, David Sacks or Khosla ventures :) They all invested in AI based companies.

[Arjun Roy @Arjun7389]

Our paper "Achieving Socio-Economic Parity through the Lens of the EU AI Act" accepted at @FAccTConference 2025! Thankful to all co-authors @entoutsi, @sympap, and Stavroula Rizou, for their invaluable contributions.
Pre-print: https://t.co/jzUStc0vWj
#FAccT25 #SES #FairML

[Murtaza Amin @murtuzi]

Dear @PiyushGoyal @PiyushGoyalOffc

I run a 100 people software company from #Burhanpur MP, I bring M$+ / yr to Bpur economy & I am the largest white collar employer in #Burhanpur.

Since you've been talking about how Indian #startups are not innovating enough, I'd like to ask

[Arjun Roy @Arjun7389]

@ashoswai I am in no way a supporter of Modi the politician or the party BJP, but as a researcher on AI ML bias, I can confirm that what he said here is not incorrect. This is the problem of stereotypical bias that the model learns from the biased data.

[Arjun Roy @Arjun7389]

@DRIVVEN @krassenstein @BlackkSunn19 @realDonaldTrump “The nature of the study means researchers cannot prove a causal link, but they believe the “blue light” emitted by the LEDs may be disrupting the body’s circadian rhythm, which in turn affects hormone levels”

Lolz studies based on belief 😅
now science can peacefully die🥲

[Dhruv Rathee @dhruv_rathee]

Power of Education 💙

#BabaSaheb

[Arjun Roy @Arjun7389]

@KapilSibal Dear @KapilSibal Sir, I was always a follower of your school of thoughts, and had faith in your sense of righteousness. I believe in secular, democratic, scientific society free of any communal mindset and religious ill practices. But today Sir you lost my faith…