iiinova — where your digital self keeps evolving

Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

The Trust Trinity: IoT + AI + Blockchain #IoT collects unbiased data #AI checks & detects fraud #Blockchain hashes the data to prove it hasn't change since collection

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

Tokenomics Design: A blueprint for success

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

A structured 7-step methodology for designing robust token economies, emphasizing that successful projects must solve specific user problems before issuing a token.

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

In software, innovation moves fast because code is composable, developers can plug different pieces of code together like Legos. Physical infrastructure has historically been rigid. #DePIN attempts to bring that software flexibility to the physical world.

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

Success in 2026 won't be about how good your software looks to a user, but how legible your business is to an AI agent. We are no longer just designing for humans, we are building the infrastructure for the AI agents acting on their behalf. #GEO #UIUXDesign #AIAgent

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

For twenty years, the internet has been optimized for human eyes, employing visual hierarchies, hooks, and skimmability. But as AI agents become the primary intermediaries of the web, the very nature of design is being inverted.

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

DePIN: A new Web3 model shifting infrastructure cost and ownership to users #DePIN #WEB3

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

DePIN: Building user-owned networks to disrupt physical infrastructure #DePIN #Web3

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Tech Pakistan @blockchainpakistan.bsky.social · 15/01/2026

ERC-3643: The standard for compliant Real-World Asset (RWA) on the Blockchain #RWA #Blockchain #ERC3643

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Tech Pakistan @blockchainpakistan.bsky.social · 18/12/2025

Pakistan needs to build its own permissioned blockchain, with a PKR-denominated stablecoin as the native settlement asset for all transactions and on-chain economic activities due to the 👇 reasons

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Tech Pakistan @blockchainpakistan.bsky.social · 13/12/2025

A PKR-stablecoin could be a game changer for 🇵🇰 — faster & cheaper payments, better tax transparency & stronger digital markets. The real question isn’t if, but how: regulation, permissioned vs public chains, L1 for settlement, L2 for executions will decide success. Getting architecture right matters

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Tech Pakistan @blockchainpakistan.bsky.social · 08/11/2025

LANGUAGE TEACHER FOR ENGLISH AS A SECOND LANGUAGE

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Tech Pakistan @blockchainpakistan.bsky.social · 08/11/2025

#AI will not replace you, but the person using AI will. —Santiago Valdarrama

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Tech Pakistan @blockchainpakistan.bsky.social · 06/11/2025

Example responses from a language model at different training stages. The prompt asks for a summary of the relationship between sleep and health. The pre-trained #LLM produces a relevant but unfocused answer without directly following the instructions.

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Tech Pakistan @blockchainpakistan.bsky.social · 06/11/2025

Roadmap to a Reasoning #LLM Model from scratch

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Tech Pakistan @blockchainpakistan.bsky.social · 06/11/2025

Build a Reasoning #LLM Model (From Scratch)

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Tech Pakistan @blockchainpakistan.bsky.social · 06/11/2025

Reasoning in #LLM means that the Model can show the intermediate steps before reaching an answer

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Tech Pakistan @blockchainpakistan.bsky.social · 06/11/2025

#Supervised learning is like learning from teacher with detailed answer key, while #self-supervised learning is like solving a puzzle where solution can be derived from the puzzle itself, allowing model to gain a deeper, more general understanding of data patterns without explicit external guidance

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Tech Pakistan @blockchainpakistan.bsky.social · 22/04/2025

#DePIN is in its earliest innings with <0.1% market share of $1T+ end-markets.

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Tech Pakistan @blockchainpakistan.bsky.social · 22/04/2025

#DePIN is #AGI reaching back in time to create the resources it needs to thrive.

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Tech Pakistan @blockchainpakistan.bsky.social · 22/04/2025

#DePIN is how the majority of humanity will onboard onto the #crypto economy. The first 500 million #crypto owners won the genetic lottery: they were lucky enough to buy their first crypto… the next 5B crypto owners will earn their first crypto.

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Tech Pakistan @blockchainpakistan.bsky.social · 22/04/2025

#DePIN empowers & incentivizes people to improve public infrastructure around them.

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Tech Pakistan @blockchainpakistan.bsky.social · 22/04/2025

#DePIN (Decentralised Physical Infrastructure Network) use crypto-incentives to efficiently coordinate the buildout & operation of critical infrastructure on top of public #blockchains.

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Tech Pakistan @blockchainpakistan.bsky.social · 19/04/2025

Singleton Web3xAI represents a transformative approach to #blockchain governance & consensus, combining the theoretical governance model with advanced #AI techniques. #Singleton utilizes embedded AI systems for real-time network optimization, enhanced security, & autonomous decision-making.

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Tech Pakistan @blockchainpakistan.bsky.social · 18/04/2025

Applications and use cases of #Encoder, #Decoder, and #Encoder-Decoder put together for #LLM Models

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Tech Pakistan @blockchainpakistan.bsky.social · 25/03/2025

whenever we are training the deep learning neural network we will be dealing with large volumes of data set. Now this NVIDIA GPUs offer the massive parallelism. So as a result of this this would result in faster training and even the better inference compared to the CPU.

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Tech Pakistan @blockchainpakistan.bsky.social · 17/03/2025

Tokens represent digital ownership on blockchains. They are data records that can track various attributes and grant enforceable rights based on blockchain rules. Tokens can be programmed to represent almost anything, from stores of value to collectibles and digitized shares.

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Tech Pakistan @blockchainpakistan.bsky.social · 17/03/2025

A Guide to Token Types 1) Tokens represent digital ownership on blockchains. They are data records that can track various attributes & grant enforceable rights based on blockchain rules. Tokens can be programmed to represent almost anything, from stores of value to collectibles & digitized shares

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Tech Pakistan @blockchainpakistan.bsky.social · 16/02/2025

Master #AI #Agent Development in One Course! From setting up your AI agent to mastering #TypeScript, Node.js, & #Git! 💡 Learn type systems, async programming, SDKs, package managers (npm/pnpm), GitHub collaboration, and AI-enhanced coding with Opus & Claude. www.youtube.com/live/ArptLpQ...

youtube.com

AI Agent Dev School 1 pt 1

YouTube video by Shaw Makes Magic

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

Difference between Self-Attention and Masked Self-Attention Models #selfattention #maskselfattention #GenAI #LLM

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

#Transformers that only use self-attention are called #Encoder only Transformers

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

Context Aware Embeddings can cluster similar sentences #LLM #ContextualEmbedding #GenAI

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

Word Embedding cluster together words with similar meaning or context #WordEmbedding

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

#Transformers may look complicated, but fundamentally they require 3 parts: 1) Word Embedding: covert words->#Tokens->numbers. We need it as #NeuralNetworks have number for inputs. 2) Positional Encoding: keep track of word order 3) #Attention: establish relationship among words

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

Most of the #LLMs used only the #Decoder Part of the #Transformers Architecture

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Tech Pakistan @blockchainpakistan.bsky.social · 15/02/2025

Contextual Embeddings, where the embedding depends not just on the word but also on the words around it, on the context. #contextualEmbedding

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Tech Pakistan @blockchainpakistan.bsky.social · 09/02/2025

"bert-base_cased" #tokenizer vs. "Xenova/gpt-4" #tokenizer for a given text. "bert-base_cased" vocab length: 28996 Xenova/gpt-4" vocab length: 100263

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Tech Pakistan @blockchainpakistan.bsky.social · 09/02/2025

An Example of the vocabulary length of the "bert-base-cased" #tokenizer and a colored list of the tokens generated for the given text. [UNK] -> Unknown word [##] -> token for a word

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