Mugunth

AI Engineer @ Dell | 🏆 AgntID & Nasiko Winner | AI • Agents • Forward Deployment | Building Solutions for Real-World Problems

[Mugunth @mugunth372]

@KumbongHermann @HazyResearch Thanks! It was genuinely fascinating to explore. Really interesting work from you guys! 🙌

[Mugunth @mugunth372]

Next-token prediction isn't the only way forward.

The team at @HazyResearch just dropped Next-Concept Modeling (NCM) — and I just tested it out locally.

Instead of generating text token-by-token (slow O(N) passes) or flat diffusion (heavy compute), NCM generates text coarse-to-fine:

1️⃣ A multiscale residual VQ-VAE compresses text into hierarchical discrete "concepts".
2️⃣ A transformer generates the hierarchy level-by-level, predicting all codes in parallel.
3️⃣ Fixed inference (~12 forward passes total), regardless of output length!

📊 The results:
• 10× to 31× faster than diffusion text models (XSum, LM1B)
• 3×–5× fewer training tokens
• Solves Sudoku with exact match in 12 parallel steps (beating autoregressive greedy traps)

Ran both the Sudoku solver and TinyStories generator locally on CPU in seconds. Weights and code are fully open source!

Huge congrats to @KumbongHermann , @simran_s_arora & @togethercompute !

🔗 Code: https://t.co/0oKUqbnlto
📄 Paper: https://t.co/ijyyeu1XJw

#AI #MachineLearning #LLMs #DeepLearning

[Mugunth @mugunth372]

someone on Discord messaged me and just claimed he’s Wang Chuanfu, the CEO of BYD 💀

obviously, I’m playing along. 🤝

at this rate, I’ll be joining BYD as CTO before he realizes I’m just a random dude on Discord 😭🚗⚡️

[Mugunth @mugunth372]

@ssai33290 Hey

[Mugunth @mugunth372]

🫀 Introducing OrganProtocol: Decentralized Cadaveric Organ Allocation & Cold-Ischemia Decay Protocol built on @ArkivNetwork for Road to
Devcon 8 Mumbai!

In India, over 500,000 people die every year waiting for an organ transplant. For the few organs that are harvested, the current system is
crippled by two fatal bottlenecks:

1️⃣ VIP Queue-Jumping & Black-Market Bribery: Centralized state registries (NOTTO / SOTTO) run on private hospital databases. Wealthy patients
and medical tourists regularly pay bribes to hospital coordinators to alter timestamps, pushing poor, critically ill patients down the waitlist.
2️⃣ Organ Wastage Due to Cold-Ischemia Time (CIT): Once harvested, human organs have a biological viability window before irreversible cell
death (Heart: 4–6 hrs, Liver: 8–12 hrs, Kidney: 24–36 hrs). Fragmented bureaucratic coordination causes hundreds of organs to expire in transit
and be incinerated.

Conventional blockchains can't fix this efficiently because storing decaying temporal state requires bloated contracts, periodic upkeep bots,
and exorbitant gas fees.

Enter Arkiv: Biological Cold-Ischemia Time as Native TTL ⚡

OrganProtocol maps human biology directly to Arkiv's core architectural breakthrough — native programmable Time-To-Live (TTL):

🔹 Autonomous Block-Decay Expiration: When an accredited hospital harvests a heart, it mints an on-chain entity with an exact 6-hour TTL
(ExpirationTime.fromHours(6)).
🔹 Zero Retroactive Forgery: If an organ isn't matched and dispatched within its viability window, Arkiv's storage engine naturally expires
the entity from the active emergency pool. No corrupt administrator can backdate timestamps to sell an expired or redirected organ.
🔹 Cryptographic Waitlist Integrity: Recipient priority is determined mathematically by clinical severity (MELD/CPRA scores) and block
registration height. Queue order is censorship-resistant.
🔹 100% DPDP Act Compliant: In strict adherence to India’s Digital Personal Data Protection Act, ZERO personal data (no Aadhaar, names, or
phone numbers) is written on-chain. Everything relies on blinded clinical indices and cryptographic hospital node signatures.

🏥 Federated Multi-Hospital Nodes:
The protocol simulates real hospital nodes across premier Indian medical centers:
• AIIMS New Delhi (Cadaveric Heart & Multi-Organ)
• KEM Hospital Mumbai (Hepatic & Renal Transplant)
• Apollo Hospitals Chennai (Cadaveric Renal & Cornea)
• NIMHANS Bengaluru (Neurotrauma & Recovery)

Built for Road to Devcon 8 Mumbai (@EFDevcon) on @Devfolio:
🏆 Track: Best Indian Use Case & CROPS Track (Resistance to Capture & Censorship Resistance)
🌐 Live dApp: https://t.co/PSDJw42cep
🔗 Arkiv Tiramisu Explorer: https://t.co/tV5T0AAZ26
💻 Open Source MIT Repo: https://t.co/MBehoJ73Vn

OrganProtocol on Arkiv: Restoring trust, eliminating bribery, and saving lives. 🇮🇳❤️

#RoadToDevcon #Arkiv #DevconMumbai #Devfolio #Ethereum #Web3Healthcare #CROPS

[Mugunth @mugunth372]

🚀 I’m coming to ETHGlobal hackathon! 🦄💻

Excited to build, experiment with new ideas, and connect with amazing builders across the Ethereum ecosystem.

@ETHGlobal — let’s build something awesome! 🔥

If you’re attending ETHGlobal Mumbai, let’s connect, find teammates, and ship something cool! 🤝

See you there! 👀

#ETHGlobal #Ethereum #Web3 #Hackathon

[Mugunth @mugunth372]

Our #neatHack submission: Meet 🛡️ FixPilot — Autonomous Self-Healing SRE & Code Remediator.

"Build agents you’d trust to run without you watching."

When production CI breaks or auth tokens fail at 3 AM, human on-call engineers spend 45+ minutes digging through stack traces. But handing
autonomous write access to an AI agent comes with two massive risks:
1. Raw logs leaking database credentials, API keys, and PII to cloud LLMs.
2. Fragile agents that hallucinate or halt when their initial code patch fails.

Over the last 48 hours for #neatHack, we built FixPilot to solve autonomous trust from the ground up:

🔒 Local AI Guardrail: Intercepts & redacts secrets, DB URIs, and PII on-device before any context reaches cloud LLMs, while enforcing strict
action boundaries.
🔍 Autonomous Remediation Swarm: An Investigator agent diagnoses root causes, and a Fixer agent generates surgical code patches.
🧠 Closed-Loop Self-Healing: FixPilot's Meta-Agent inspects its own execution traces in @neatlogs when tests fail, pinpoints the exact
failing span, and guides an intelligent self-correction that passes on iteration 2 with zero regressions.

Built with @arithecfo @EntireHQ @neatlogs:
• @neatlogs: Full span observability, latency tracking, and before-vs-after trace diffs powering the Meta-Agent's self-healing feedback loop.
• @EntireHQ: Deep repository dependency graph mapping and Entire Checkpoints attached directly to GitHub Pull Requests.
• @arithecfo: Real-world unit economics modeled at $0.028/fix (38s MTTR) vs. $75/incident for human triage — unlocking an 88.2% gross margin.

🎥 Demo:

[ajay yadav @bettersayAJ]

building agents is easy

getting them to production is hard

today we’re launching @neatlogs to fix that

[Devfolio @devfolio]

And that’s a wrap on the AgntID Hackathon with @hiagntid!

30+ builders. 27 projects shipped. Four hours of building.

Thank you, everyone, for joining us.

[Mugunth @mugunth372]

@rishxwtf Let's connect

[Mugunth @mugunth372]

@nitropumaa @devfolio @hiagntid Thanksss!!

[Mugunth @mugunth372]

🏆 Won the AgntID Hackathon! 🚀

Built, shipped, and won. Huge thanks to @devfolio and the @hiagntid team, the judges, and fellow builders for an amazing experience.

Took home a MacBook Neo! 🍎

Can’t wait for the next one. 🔥

#AI #Hackathon

[Mugunth @mugunth372]

I'm going to ETHGlobal Mumbai @ETHGlobal!
Use my referral link below to earn a discount on your stake!

Link: https://t.co/WkC7BNPidt
https://t.co/WkC7BNPidt

[Mugunth @mugunth372]

@BohareJash Hey bro let's connect

[Mugunth @mugunth372]

@shriyash_soni @VitalikButerin I don’t just want to hear Vitalik talk about Ethereum.

I want to hear how he thinks about the next internet especially where AI, agents, decentralization, and human coordination collide.

That’s a conversation I’d hate to miss. 👀🇮🇳.

[Mugunth @mugunth372]

@seer_pm TaskForge AI - A decentralized job marketplace where humans and AI agents collaborate, complete tasks, and earn crypto.

[Mugunth @mugunth372]

@IBWofficial Bro is 'Him'

Co-founder of Monad - @keoneHD (Keone Hon)

@monad

[Nasiko @nasikolabs]

BUILD. SHIP. WIN.

The Nasiko Build-A-Thon in Bengaluru brought together builders who turned ideas into working AI systems across agents, infrastructure, and orchestration.

🥇 Mohammad (Agent Honeypot)
🥈 Team Innovators (Grok Providers)
🥉 Mugundhan (DeepSeek Orchestration)

A huge shoutout to our winners for the *effort, creativity, and engineering* they put into building, testing, and shipping their solutions.

This is what we’re building toward at Nasiko: an open runtime for AI agents.

Build with what you already use. Run anywhere. See everything.

[Mugunth @mugunth372]

🥉 3rd Place at the Nasiko Labs Buildathon! 🚀

Honored to secure 3rd place for our DeepSeek Orchestrator 🧠

Contributed to the open source naskio repo and leanred more about the CI/CD and infra.

Big thanks to the @nasikolabs team.

#NasikoLabs #AI #Kubernetes #Buildathon

[Mugunth @mugunth372]

@twig64 Yep interested