Economic Survey on Indian AI opportunity: Bottom-up approach to AI development in India 14.31. The global AI ecosystem has diverged along two distinct development paths. Sector leaders in the West have pursued a top-down strategy centred on frontier models, massive private capital, significant expenditures on computing infrastructure, and the concentration of intellectual property within a small number of hyperscale firms. Elsewhere, by contrast, a bottom-up approach, characterised by distributed innovation across firms and sectors, strong state coordination, and an emphasis on applicationspecific AI rather than frontier model supremacy, is the norm. India’s position in this landscape, reflecting a distinct set of constraints and capabilities, make a bottom-up approach strategically necessary. 14.32. India enters the AI era with notable strengths. It ranks among the top global contributors to AI research output and possesses a deep pool of technical talent in the field of artificial intelligence. The country also has a highly AI-literate labour force, outranked only by the United States as of 2024. India also holds a considerable potential comparative advantage in terms of its own domestic data sources. The heterogeneity and scale of our country suggest the possibility of curating diverse domestic datasets across various sectors, including health, agriculture, finance, education, and public administration. This asset remains underutilised.

It seems to me that @Pharos_network isnt just creating a new tool; its eliminating the main pain point of the multi-chain world: LIQUIDITY BOTTLENECKS! 🚀 Traditional systems force liquidity to compete in shared pools. Pharos does the opposite by distributing it into autonomous, applicationspecific Service Provider Networks (SPNs). 𝐇𝐨𝐫𝐢𝐳𝐨𝐧𝐭𝐚𝐥 𝐒𝐜𝐚𝐥𝐢𝐧𝐠: 𝐄𝐚𝐜𝐡 𝐒𝐏𝐍 𝐚𝐝𝐝𝐬 𝐜𝐚𝐩𝐚𝐜𝐢𝐭𝐲. 𝐓𝐮𝐧𝐚𝐛𝐥𝐞 𝐋𝐢𝐪𝐮𝐢𝐝𝐢𝐭𝐲: 𝐄𝐱𝐞𝐜𝐮𝐭𝐢𝐨𝐧 𝐫𝐮𝐥𝐞𝐬 𝐩𝐞𝐫𝐟𝐞𝐜𝐭𝐥𝐲 𝐬𝐮𝐢𝐭𝐞𝐝 𝐟𝐨𝐫 𝐲𝐨𝐮𝐫 𝐚𝐬𝐬𝐞𝐭𝐬. Pharos becomes a coordination layer that gives the ecosystem structural bandwidth. In the multi-chain reality, maintaining liquidity across many environments is the real competitive edge. #PharosStoryteller #Pharos_network #Phachomp

GM famm, A New Era in Blockchain with @noble_xyz Noble makes managing stablecoins and real world assets across multiple blockchains seamless. With native USDC on the Cosmos IBC ecosystem, transfers are faster, safer, and simpler than bridged alternatives. Highlights: Applicationspecific blockchain for maximum performance IBC compatibility for seamless cross chain transfers Native stablecoin for lower risk and better user experience For developers and crypto enthusiasts, liquidity and usability are easier than ever with Noble.

.@syndicateio is a next generation blockchain infrastructure platform that lets developers easily create applicationspecific blockchains, also known as appchains. These appchains are fully customizable, independently owned, and powered by programmable onchain sequencer.

Ggm The blockchain world is suffocating under its own weight. Latency, congestion, broken user experiences every dApp feels the pressure. Camp Network steps into this chaos with an architecture built not just to survive, but to fight back. At its core lies BaseCAMP, the Layer 1 foundation built for IP management, holding the network steady when everything else feels like it could collapse. Around it, SideCAMPs orbit like specialized outposts, each one an applicationspecific chain that connects back to BaseCAMP yet moves at its own pace, free from the traffic jams that plague traditional L1s. @campnetworkxyz Every SideCAMP has its own space to breathe no competition, no shared bottlenecks. Apps control their own sequencing and block production, optimizing for speed, stability, and even revenue. They can synchronize with the base sequencer through camp nodes, cutting latency down to milliseconds while staying aligned with the core chain. The security backbone is the Decentralized Verifier Network, a swarm of independent verifiers watching everything, voting on every transaction’s validity, and reaching consensus through majority agreement. Their economic security is tied directly to the native token, so integrity isn’t just expected it’s financially enforced. $CAMP

Gmera @Calderaxyz is pioneering the future of modular DeFi Multi VM Rollups First platform to support both EVM and SVM enabling high performance customizable applicationspecific rollups OneClick Deployment Launch scalable low latency rollups effortlessly tailored for DeFi gaming

Let's talk @Calderaxyz @Calderaxyz is a blockchain infrastructure specializing in highperformance and customizable Ethereum rollups. Caldera enables developers and Web3 teams to launch applicationspecific Layer 2 blockchains_

Polkadot isn’t just another blockchain it’s a layer 0 protocol that powers an ecosystem of interoperable applicationspecific chains With shared security cross chain messaging (XCMP) and on-chain governance it’s built for Web3 at scale #Polkadot #Blockchain #Web3 #DOT #kaito

𝐈𝐠𝐧𝐢𝐭𝐞 𝐂𝐋𝐈 - An easy-to-use CLI tool for creating sovereign applicationspecific blockchains using the Cosmos SDK and Tendermint. 𝐓𝐞𝐧𝐝𝐞𝐫𝐦𝐢𝐧𝐭 - A byzantine fault tolerant (BFT) blockchain engine that handles networking and consensus, and a generic ABCI.

2/2 他のChainはChainとは言いながらもApplicationSpecificなのでスマコンPJの速度ですね（基本Cosmosのインフラ側で開発済みのモジュール等を載せ自分の独自の部分だけAudit＆テスト）。でもKUJIRAはその中でも異常に早いです。

CosmosのApplicationSpecificな独立チェーンはGas代無料ってやつも多いですね。そもそもBaaSじゃないから、Gas代をValidator収入の中心にする意味ないですしね。まあ、Spamが沸いたらほんのちょっと取るとかでいい気がします。

Optimizing component selection for hydrogen fuel cell vehicles. The latest #swagelok blog post is live! 🖊📖 ow.ly/HECO50zxUmy . . . #componentselection #materialselectionmatters #performanceunderpressure #applicationspecific #robustsupport #swagelok #swageloknuws

Optimizing component selection for hydrogen fuel cell vehicles. The latest #swagelok blog post is live! 🖊📖 ow.ly/G11l50zxUre . . . #componentselection #materialselectionmatters #performanceunderpressure #applicationspecific #robustsupport #swagelok #swagelokalaska

In-depth CxO interview with @NetFoundry founder @gilzino - "#ApplicationSpecific #Networking: A Mobile Take on #IntentBasedNetworking." #IBN #Mobile #NetFoundry #NetEvents17 bit.ly/2ErUh2f