Dipankar Sarkar's picture
🤝 Open to Collab

Dipankar Sarkar PRO

dipankarsarkar

AI & ML interests

Building the AI-native stack. Agents as infrastructure, safety as architecture, performance as plumbing. I publish the receipts: papers, datasets, demos.

Recent Activity

reacted to kanaria007's post with 🧠 24 minutes ago
✅ Article highlight: *When a Chain Is Actually Required* (art-60-304, v0.1) TL;DR: This article asks a practical architecture question: *When is a blockchain-style public history substrate genuinely required?* 304 argues that a chain becomes justified when several pressures converge: public shared history is legitimacy-critical, membership is hostile or open, censorship resistance is first-order, shared-state finality matters more than local repair convenience, and no single accountable institution is acceptable as the root trust anchor. Read: https://huggingface.co/datasets/kanaria007/agi-structural-intelligence-protocols/blob/main/article/60-supplements/art-60-304-when-a-chain-is-actually-required.md Why it matters: • separates “durable history” from “public canonical history” • distinguishes hostile open membership from bounded institutional membership • prevents transparency or decentralization theater • shows when rollback, appeal, and redress matter more than irreversible shared state • treats chain choice as a trust-model decision, not architectural prestige What’s inside: • five conditions that make a chain genuinely necessary • five conditions that make a chain unnecessary or overbuilt • the distinction between chain finality and lifecycle finality • bounded-operator, consortium, and public-chain design options • chain-requirement matrices • public-history requirement notes • hostile-membership profiles • worked examples across support systems, public asset networks, clearing, municipalities, and research archives Key idea: Do not say: *“we need a chain for transparency.”* Say: *“this system requires public canonical history, operates under this membership threat model, needs this level of censorship resistance, and cannot honestly anchor legitimacy in one bounded operator.”* The question is not whether chains are good. It is whether the trust problem actually requires one.
upvoted a paper 25 minutes ago
Context Language Models
View all activity

Organizations

Skelf Research's profile picture Neul Labs's profile picture Cognisoc's profile picture Incredlabs's profile picture