TGINSIGHT SIMILAR POSTS
Source channel @githubtrending · Post #15295 · Nov 11
#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop. https://github.com/yichuan-w/LEANN
Search: #validation
@djangoproject · Post #469 · 10/16/2017, 08:32 AM
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf #Scikit_learn is an open source Python library that implements a range of #machine_learning , preprocessing, cross-#validation and #visualization algorithms using a unified interface...
@edgemarketai · Post #8121 · 04/22/2026, 08:31 AM
🔥 NEW MARKET LIVE Atlético Madrid vs Arsenal Different systems. One outcome. 👉https://edgemarket.ai/bnb/football/who-will-win-arsenal-or-atltico-madrid/statistics/69e5ef7bdcd75d8e46236096 AI signal is live. Validate it using BETON. Liquidity flows through $SIGNAL. Drop your pick 👇 ⚽ Atlético ⚽ Arsenal #EdgeMarket#Football#Crypto#AI#Validation#SIGNAL
@edgemarketai · Post #8124 · 04/22/2026, 05:31 PM
EdgeMarket 🏏 Event Live Will Kolkata Knight Riders win 3 matches before May 27, 2026? Enter the market https://edgemarket.ai/bnb/validate-results #EdgeMarket#Validation#AIOracle#Cricket#Web3
@edgemarketai · Post #8125 · 04/22/2026, 06:04 PM
🚨 EdgeMarket Validation is LIVE This is where truth gets decided. Every event on EdgeMarket doesn’t end with AI… It gets verified by the community. Now it’s your turn. 🧠 AI creates the market 👥 You validate the outcome 🏆 Truth earns BETON +50 BETON available for accurate validation Points automatically added to your Telegram ID balance in the EdgeMarket BETON Leaderboard This is not guessing. This is proof. If you’re early, you understand: Validation = Power Join the validation layer now 👇 Be part of the system that defines what is true. #EdgeMarket#BETON#Validation#AIOracle#Web3#TruthEconomy
@venturevillagewall · Post #4049 · 02/01/2025, 10:00 PM
Telegram Takes Over Blockchain Control Telegram is ramping up its control over the TON blockchain by increasing the number of million-TON validators it operates. The minimum amount required to participate in validation has risen from 414K to 500K TON since December. This consolidation suggests a shift towards centralized management. Telegram has added 25 new validators in January, boosting its share of validators to over 66%. This move may simplify blockchain upgrades but raises concerns over decentralization. Telegram appears to be monetizing TON more directly, potentially selling it at discounts while maintaining income from accumulated TON investments. #TON#Telegram#Blockchain#Crypto#Validation#Decentralization#Investing#DigitalCurrency#Transparency#Ecosystem#VC#Finance#Investment#Tokens#Cryptocurrency#Web3#Technology#Governance#Markets#Assets
@edgemarketai · Post #8086 · 03/31/2026, 11:54 AM
The next layer of EdgeMarket is live. We’re introducing community validation for real world events feeding verified truth directly into AI systems. Every validation strengthens the network. Every correct signal earns rewards. ⚡ Validate events 🧠. Train AI with real data 💰 Earn $BET This is how decentralised intelligence is built. Signal Truth. Earn $BET Click Here ⬇️ To Start https://edgemarket.ai/bnb/validate-results #EdgeMarket#AI#Web3#Crypto#BET #Airdrop#EarnCrypto#SignalTruth#Validation #Decentralization#AITraining#Blockchain #CommunityDriven#OnChain#DePIN