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2026
04 / 02
- 【新学期到来！注文を変更しますか? ！ TAO のトレンドは実際の市場から推定されます。 】#tao #btc #ギャン理論 #トレード #仮想通貨
- 2026-04-02 04:41:18 比特币主力痕迹
- Introduction to Bitcoin's main trace: Big mathematical actuarial. top-level professional trading team and Gann mathematical signal group ✅ Main trace telegram group: https://t.me/btcpizza1319 https://t.me/+ThjWGvBVZvZmYWQ1 ✅ Main trace assistant telegram: @SunYunfei Click on the information column to make sure that SunYunfei is word for word and there are no other letters. Anyone who claims to be himself is a fake. Be sure to click on the information for a second confirmation. ✅ Main trace pizza brother’s email address (add VX member/business cooperation) 👇: 1btcpizza@gmail.com ✅ Subscribe to us and get an objective trading perspective of pure mathematical signals. Solemn reminder: The content is shared by the team’s experience and does not constitute investment advice. Please do your own research.
- ちゃんと持ちましょう！ ！ 3000ポイント楽しんで、まずは利益をストップしましょう！
- 2026-04-02 04:30:45 Nuts坚果
- 🔸Telegram free communication channel🌈 https://t.me/nuts_btc 🔹Member details🌈: https://docs.google.com/forms/d/e/1FAIpQLScqYwXWRAmD94M1lxzlHGyo7oeyfUpuW-KvguKhHsQA7zGyPQ/viewform 🔸Binance Futures trading fee rebate increased to 25%+🚀! 20% off spot! Remember to send me the uid every weekend and transfer it to U manually! 🔹Binance exclusive recommendation link area for use🔗: https://binance.com/join?ref=MQ01QU2G 🔸Binance exclusive recommendation code🌈 (MQ01QU2G) 🔹Bitget contract fee rebate increased to 40%+🚀! 20% off spot! Add a Telegram channel. If you want to perform contract operations and need to send me the uid. modify the rebate ratio. 🔸Bitget exclusive recommendation link https://partner.bitget.fit/bg/NUTS33 🔹Bitget exclusive recommendation code🌈 (NUTS33) 🔸bybit contract manual permanent rebate 20%+🚀Exclusive recommendation🔗: https://partner.bybit.com/b/83507 🔹bybit exclusive recommendation code🌈 (83507) 🔸Gate contract permanent rebate 60%+🚀Exclusive recommendation🔗: https://www.gate.io/referral/invite/NUTSNUTS_0_103 🔹Gate exclusive recommendation code🌈 (NUTSNUTS) 🔸Twitter X: @Lsssss1106 🔹Trading software: https://cn.tradingview.com/ 🔸Discord member-only community: https://discord.gg/VpHmDQuMTZ #zero-based trading #道法器 #technical analysis #technical analysis teaching #bitcoin #blockchain #crypto #btc #eth #bnb #technical analysis #cryptocurrency #newcoinmining #Dow theory #pledge #ada #xrp #dot #apt #matic #Altcoin#ContractTechnology#AltcoinContract#Altcoin#Altcoin Analysis#Cryptocurrency#bitcoin #crypto #binance #ethereum #eth #contract🛎Please note that the content of the program is shared by individuals and does not constitute any investment advice🛎 *Not financial advice ** The content of the program is personally shared and does not constitute any investment advice.
- 4月2日にビットコインの底値を急いで購入しないでください。監視チェーン上の巨大クジラは大量の商品を輸送している。 BTC-ETH の下落はおそらく一掃ではなく、新たな急落ラウンドの始まりです。 WWGチーム、三馬格、ビットコイン飛陽、アナリストのシュー・チン、波動理論の劉裕東 #通貨サークル集合グループ #ビットコイン #eth
- 2026-04-02 05:12:58 BitTalk社区丨BTC
- Discord community: https://discord.gg/88888 Telegram community menu: https://t.me/Bitkolbot Telegram public channel: https://t.me/Bittalka ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ▬ The community has joined hundreds of top KOL members at home and abroad at its own expense. tracking their daily performance with real data. and revealing their true order-making level with a sharp perspective. We only look at data. not feelings; we only look at results. not emotions. ——Use facts to examine the currency circle and single KOL. and do not brag. do not criticize. and do not take sides. ⚠️This video is for learning and reference only and does not constitute any investment advice. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #Bitcoin#Bitcoin#Trading system#Trading awareness#Bitcoin analysis#Bitcoin market#Bitcoin trend#Ethereum analysis#Ethereum market#Ethereum trend#Bitcoin#Ethereum#Trading mentality#Trading strategy#Theophilo#Virtual currency trading#Virtual currency course#Dow theory#Bitcoin Quotes#Ethereum Quotes#Dogecoin#Market Analysis#Contract Follow-up#Digital Currency#Cryptocurrency#Bitcoin K Line##Coin Circle KOL Aggregation#Wave Theory#Harmonic Form#Volume and Price Analysis#Indicator Technology#Virtual Currency#Coin Circle Aggregation Group#Bitcoin Contract#Altcoin Contract#Altcoin#shib #Bitcoin trend #Ethereum contract #Bitcoin Sanjie #Trader chenge #BTC飞阳#cryptobigbeautiful#书说财经#大dar客# inkshancat#blockchaindaily#bitcoin purchase#bitcoin news#Ethereum transaction#bitcoin peak brother#bitcoin army commander#tia #cryptobigbeautiful#nautical flying fish#nickyDNF #cakebab #cakedad#coin circle director#chenge #BTC陈哥#Director’s Classroom#Currency Circle#Mainstream Currency#BTC #ETH #ETC #LUNA #CHZ #SHIB #MANA #GALA #BCH #APT #ZEC #XLM #BAT #ADA #BNB #TIABTC #TIA #Cryptofeng#chromax#currency circle aggregation group#KOL aggregation group
- この戦略は見事に的中し、価格は4%下落した。トランプ大統領の市場への影響力はますます小さくなっている。まだマークを外す可能性はありますか？今回は市場分析とブロガーの運用について見ていきましょう。
- 2026-04-02 05:17:11 华尔街聚合
- We are the largest information aggregation platform in the Chinese currency circle! The membership strategies of hundreds of outstanding bloggers on the entire network are updated in real time. and hundreds of G paid courses are available for you to learn. It has been operating stably for 3 years. with 30.000+ community users and 2.000+ paying members. You are welcome to join! ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #Bitcoin#Bitcoin#Trading system#Trading awareness#Bitcoin analysis#Bitcoin market#Bitcoin trend#Ethereum analysis#Ethereum market#Ethereum trend#Bitcoin#Ethereum#Trading mentality#Trading strategy#Theophilo#Virtual currency trading#Virtual currency course#Dow theory#Bit Coin market#Ethereum market#Dogecoin#Market analysis#Contract follow-up#Digital currency#Cryptocurrency#Bitcoin K-line#BTC Ouyang#Wave theory#Harmonic pattern#Volume and price analysis#Indicator technology#Virtual currency#Bitcoin trading#Bitcoin contract#Altcoin contract#Altcoin#shib #Bitcoin trend #Ethereum contract #Bitcoin Sanjie #Trader chenge #BTC飞阳#crypto大美#书说财经#大发客# inkshanmao#blockchaindaily#bitcoin purchase#bitcoin news#Ethereum transaction#bitcoin peak brother#tia #罗晟#bitcoin hunter#nickyDNF #cakebab #cakedad#currency circle director#chenge #bitcoin 陈哥#currency circle#mainstream currency#BTC #ETH #ETC #LUNA #CHZ #SHIB #MANA #GALA #BCH #APT #ZEC #XLM #BAT #ADA #BNB #TIABTC #TIA #Cryptofeng
- ゲーガー‼️ ペペコインを5ルピアに これがMCのボスです😱
- 2026-04-02 04:30:33 kumis patiler
- THIS VIDEO IS NOT AN INVITATION TO BUY OR SELL A CRYPTO ASSET. KEEP DYOR AND ALWAYS DO YOUR RESEARCH. ======================== EXCHANGES REGISTRATION LINK ✍️OKX https://okx.ac/join/83940256 ✍️BINANCE https://www.binance.me/id/activity/referral/offers/claim? ref=CPA 002EGVN710 ✍️GATE.IO https://www.gate.io/signup/9551552 ✍️MEXC https://www.mexc.com/register?inviteCode=1PSW9 ✍️TOKOCRYPTO https://www.tokocrypto.com/account/signup?ref=A7S3UF68 ========================
- ストーリーコイン（IP）この価格だけ突き抜けば噛まれた方々の最後のチャンス！ 1次目標3,200ウォン
- 2026-04-02 04:40:02 구해줘 프론트맨
- 👉 Free information room entry: https://forms.gle/sPaRzN6RtGDPAk3x8 → 010-7561-9989 If you send us your ‘story’ via text. we will share the communication room entry link and the buying and selling price of the skyrocketing coin. #Story #Story Coin #Story Outlook #Story Analysis #Story Target #Story Good News
- ステーブルコインプラットフォームの期間に関する注意喚起！ 🔥 Visa と Stripe は、新しい AI の話のため、レイアウトに夢中です
- 2026-04-02 05:00:22 HiCrypto
- The market value of stablecoins has reached a record high of US$300 billion. but the growth curve has begun to “flatten”! 🔥 Traditional driving forces (transactions. DeFi) have reached the ceiling. and the real hot spots are hidden in AI Agents and programmable payments. This may be a revolution 10 times larger than cross-border payments. ======================= 🎁 To obtain this video’s deep learning materials & business cooperation. please contact Nanako: https://t.me/HiCaiCai ======================= 🔹 The scale of stablecoins has reached the 300 billion mark. but the traditional growth logic driven by “human transaction needs” has approached the ceiling. ✅ The new incremental narrative focuses on two major directions: one is on-chain income-based stablecoins combined with treasury bonds. etc.; the other is the more popular on-chain payment and settlement needs of AI Agents. 🔹 AI Agent requires high-frequency. instant. and frictionless autonomous payments. which the traditional banking system cannot meet. and stablecoins (borderless. programmable. instant delivery) are naturally adaptable. giving rise to new forms such as "Agent Wallet". 📌 The focus of industry competition has shifted from "who issues stablecoins" to "who can organize stablecoins into a network." Giants such as Stripe. Visa. and Mastercard have acquired sky-high prices to connect card slots to key infrastructure on the chain and in real-life payment and settlement. 🔹 The next breakthrough of stablecoins will not lie in a new high in supply. but in whether they can evolve into an "automated settlement interface" that supports the AI economy and global trade. Do you think the next wave of stablecoin explosion will be driven by AI or dominated by traditional financial entry? Leave your opinions in the comment area and let’s discuss it together! 👇 #BTC #ETH #Cryptocurrency #VisaCLI #TempoNetwork
- 【マルチSUB】一本の剣が平和をもたらす！最初に彼の母親が殺され、彼は夜の王としてのアイデンティティを明らかにし、法廷を転覆し、運命を変え、すべての強力な敵を虐殺しました。 #ミニドラマ #素敵な本土の短編ドラマ
- 2026-04-02 03:19:13 风云剧场
- 【Fengyun Theater】Short plays updated daily! Genuinely authorized! Take you to see enough! Welcome to subscribe and thank you for your support! 🤜https://bit.ly/44xTrce #Most Popular Short Drama Recommendation#Short Drama Complete Collection#Male Channel
- MULTISUB📢新しいエピソードが開始されました「人々は武術において高尚ですが、低武術システムとは一体何ですか」エピソード1〜64丨リン・フェンは高等武術の世界を旅し、比類のない英雄システムを目覚めさせました。伝統武術の普及のため、弟子を募り、SSS級の武術を指導し、新たな時代を切り開こう！ #コミックドラマ #ブレイクドーンアニメーションクラブ
- 2026-04-02 03:32:28 破晓动漫社 Dawn Anime Club
- 00:00 Daybreak Animation Club YouTube members are the first to watch more exciting anime: https://www.youtube.com/channel/UC80ztI40QAXzWL94eoRzWow/join 00:30 join us https://www.youtube.com/channel/UC80ztI40QAXzWL94eoRzWow/join Focus on Chinese comics. and update the latest anime series every day. 🔔Young people are welcome to subscribe: http://33h.co/kaatf #breakthroughanime#anime#国产#popularanimation#2025most popular anime#2025must-see animation#mangai#dynamic comics#comics#AI #AI comic#fantasy#hotblood#xiuxian#love#magic#funny#修真#Comedy #Xuanhuan #Romance #Wuxia #Xianxia #Chineseanime
![[2026 年 3 月 2 日] BTC および ALT 価格 AI 予測 / 市場警告:トランプ大統領の言葉が注目を集める (ENG SUB)](/uploads/2026/04/02/cryptocurrencies-news/videos/origin_69cdf380bb5db_image_500_375.webp "[2026 年 3 月 2 日] BTC および ALT 価格 AI 予測 / 市場警告:トランプ大統領の言葉が注目を集める (ENG SUB)")
- [2026 年 3 月 2 日] BTC および ALT 価格 AI 予測 / 市場警告:トランプ大統領の言葉が注目を集める (ENG SUB)
- 2026-04-02 03:11:11 Crypto Advice AI Agent
- This is a video about the trend forecasts generated using G-AI technologies. The AI algorithms and performance are constantly being improved and in the future will include AI-generated portfolio commentary. If you have coin symbols you've invested in or NASDAQ tickers you'd like to see included. please subscribe and leave a comment below.------------------------------------------------------SUBTITLES (Recommended) 🔹You can also choose to have them translated into your preferred language.🔹Subtitles are not always updated at the same time as the video and are delivered sequentially.------------------------------------------------------CHAPTER 1. Market Cap🔹00:00 - Intro🔹00:18 - Bitcoin (BTC)🔹01:47 - Ethereum (ETH)🔹03:24 - Binance Coin (BNB)🔹04:49 - XRP🔹06:14 - Solana (SOL)🔹07:38 - TRON (TRX)🔹09:05 - Dogecoin (DOGE)🔹10:33 - Cardano (ADA)🔹12:06 - Bitcoin Cash (BCH)🔹13:28 - Chainlink (LINK)CHAPTER 2. Price Gain🔹14:58 - DeXe🔹16:31 - Artificial Superintelligence Alliance (FET)🔹18:05 - JUST (JST)🔹19:34 - SEI🔹20:48 - Algorand (ALGO)🔹22:12 - Raydium (RAY)🔹23:47 - IOTA🔹25:39 - Trust Wallet Token (TWT)🔹27:23 - Sonic (S)🔹29:13 - Plasma (XPL)------------------------------------------------------DISCLAIMERSThe information contained herein is for informational purposes only. Nothing contained herein should be construed as financial or legal advice. The content of this video is solely the opinion of the AI model. which is not a licensed financial advisor or registered investment advisor. Trade at your own risk and good luck to you! 🍀------------------------------------------------------#crypto #trend #forecasting #priceprediction
- 彼の足元から 3 歩下に古代の墓が現れ、5 歩下に宝物が現れました。これらの千里眼の目は地面からすべてのお金を彼のポケットに詰め込みました。 #小ストーリー#全集短編ドラマ#熱い短編ドラマ#素晴らしい映画とテレビ#中国ドラマ
- 2026-04-02 03:15:00 爽劇速看
- The wonderful short drama continues to watch. On the first day of moving bricks at the construction site. Su Chen discovered that he could see through the ground! 👀 Three meters below your feet - buried a box of silver coins! 👀 There is an ancient tomb hidden in the wasteland next door! 👀 The demolition ruins-hiding a priceless jade pendant! Others dig the ground and cannot find him. Just walk around and find the treasure. The archaeological team kneels down and begs him for guidance. The rich line up to beg him for cooperation. People who once looked down on him are now crying and calling Dad. A pair of clairvoyant eyes has turned him from a brick-moving worker to an "underground cash machine"! 💰 #ChineseFilm#Chinesemovie#中文字幕#国产片#好看中文电影#天碰爱电影#maintainian emotional drama#爱#ethics#sweetpetlove drama# overbearing president#Shortdramas #DramaShorts #ShortFilm #minidrama # overbearing president#sweetpet#cutewa##vengeance#richceotwinssub #slap in the face#counterattack# Sadomasochism#chinesedramaengsub #SYSTEM #Marriage first. love later #Chasing wife #Revenge drama #popular short drama #中国popular short drama #God of War # #topshortmovie #shorts #CompleteCollection #popular short drama #new drama premiere # #topshortmovie #shorts #CompleteCollection #popular short drama #new drama premiere #short drama #Cinderella Overlord #Chasing Wife Crematorium #Explosive Short Drama #High-Quality Novel Adaptation #tvseries #ChineseDrama #tvshow #chineseskits #shortfilms # wonderful short drama # the latest short drama complete set # wonderful short drama recommendation. # short drama complete set. # selected short drama 2025 # short drama # popular short drama # short drama recommendation # mainland short drama # love # city # overlord # mad son-in-law # rebirth # time travel # monarch # lord # web drama # full episode short drama # short drama complete set # short drama # popular short drama # short drama recommendation # mainland short drama #love #city #overlord
- 1時間のストリームハビビス
- 2026-04-02 03:04:57 Coin HYPE
- Criptoリアルトレーディングウェブサイトスクリプトが利用可能 #cripto#bainance#trading
- 2026-04-02 02:46:31 𝐁𝐃 _𝐖𝐞𝐛_𝐄𝐱𝐩𝐞𝐫𝐭
- Free script https://t.me/BappiAppsDevelopmentYou buy any investment app website inbox me telegram https://t.me/BappiAppsDevelopmenthttps://t.me/BappiAppsDevelopment#adminpanelscript #2024_new_free_earn_money_online #adsenseearning #hyipwebsitescript #adswatchingsite #bangladeshi_app_per_day_2500_taka_income #adswatchingscript #best_bangladeshi_income_app_2024 #earn_money_onlinebitcoin mining website script free.via faucet script free download. via faucet php script free download. bitcoin mining php script.script for btc mining.btc mining script. bitcoin mining website.crypto mining script.free bitcoin mining website.auto faucet php script free.free btc mining script.best crypto mining sites without investment.via faucet script new version.via faucet script nulled.free bitcoin mining sites without investment 2024. cloud mining script free download.trx mining website script.trx mining source code.trx mining script.trx mining php script.tron mining script.tron mining php script.trx mining script php free.cloud mining script.cloud mining php script.tron mining script php free.cloud mining script free.crypto mining script.free trx mining script.trx cloud mining script php.doge coin mining script.trx cloud mining script.mining investment website script#hyipwebsitescript#hyip_sites_paymentproofs#mining#miningwebsite #freeminingsite2021#freeminingwebsite#adsenseearning#adswatchingsite#ptcads#adswatchingscript#ordergrabbing#ordergrabbingapp#ordergrabbingapp2022#ordergrabbingsite#ordergrabbingappwebsitehyipwebsite#hyipwebsitescript#adminpanelscript#investmentwebsitescript #investmentwebsite#makeyourowninvestmentsite#hyip#hyipinvestment#hyipmonitor#websitescript
- 「アクセスできない場合、透明性は機能しません」 - Danimim (Mamo) |ビルダーチャット #04
- 2026-04-02 00:26:13 Based Brasil
- 🎙️ BUILDER CHAT #04 - Danimim (Mamo/Moonwell) Fourth edition of Builder Chat! In this episode. we welcome Danimim. Growth from Mamo and Moonwell. who worked on projects like Chainlink. Nouns Brasil and Balancer before diving headfirst into the mission of bringing Brazil and Latam into the Mamo ecosystem — the AI agent that makes your money grow while you sleep. 🔥 WHAT YOU WILL LEARN: - How Mamo uses AI to invest for you without needing to understand anything about crypto - Why the best onboard is the one that the person doesn't even know is getting into crypto - How the 22% APY works on USDC using Mamo within the Base App - The power of self-custody: your money. your rules. no lock-in - How to convince your mom. aunt or dad to use crypto without saying the word "crypto" - Why the Brazil was already Top 3 in Mamo users and how to get back there - Mamo's UX strategy: fewer buttons. zero jargon. maximum simplicity 💡 PHRASES THAT IMPROVED: → "The best type of onboarding is the one where the person doesn't even know they're getting into crypto" → "Transparency doesn't work if it's not accessible" → "You put it in. Mamo takes care of it. If you want to withdraw it. just withdraw it. It's your money" → "There's a family man raising children and he goes after the simplest solution" → "He doesn't even say it's crypto. He says the money will grow and that's it" ━━━━━━━━━━━━━━━━━━━━━━━━━━ 00:03 — Opening and welcome 00:05 — Danimim thanks you for the invitation 01:21 — Danimim presentation: how you got into Web3 (NFTs → Governance) 03:29 — Trajectory: Chainlink. Nouns Brasil. governance security. Blockful. Balancer 05:22 — Why does Brazil need crypto? High adoption rate 05:51 — Introduction to Mamo: the best onboard is the one that the person doesn't even know is crypto 07:05 — Accessible UX: teaching crypto to parents. in the case of Banco Master 08:20 — Brazil in the Top 5 of Mamo users (ex-Top 3) 09:03 — Brazilian wants to earn quickly: tigrinho vs. real sustainability 10:37 — Brazilian socioeconomic context and Mamo's strategy 11:03 — Mamo decision matrix: fewer buttons. zero jargon. maximum simplicity 12:29 — "Transparency doesn't work if it's not accessible" 13:19 — Current yields: USDC. CBBTC. ETH and Mamo token 14:34 — Mamo x Base App Campaign: 22% APY on USDC 15:04 — How to access Mamo via the Base App (mini app) 16:41 — Green theme on the Base App + call to action for the community 17:36 — Mamo referral and strength of the Brazilian community 18:37 — Self-custody: your money. your rules 19:51 — AI + investment: how Mamo makes life easier 20:37 — Complete Mamo recap for those who arrived late 22:05 — Minimum value to invest? None! 22:30 — Mamo on Base App vs. Mamo web: APY difference 23:25 — Why did Mamo choose Base? Community. low cost and strategy 25:00 — How it works inside: Moonwell vaults. compounding. USDC flow 28:00 — Security: smart contract. self-custody. no power from third parties 30:00 — How to onboard your aunt/mother on Mamo (not to mention crypto!) 32:00 — Goal: return to the Top 3 and bring Pix to Mamo 34:00 — Final words. social networks and call to action ━━━━━━━━━━━━━━━━━━━━━━━━━━━ BASE BRASIL - The official Brazilian community of Base → Twitter: https://twitter.com/BaseBrasil_ → Instagram: https://www.instagram.com/based_brasil/ → TikTok: https://www.tiktok.com/@basebrasil_ → Discord: https://discord.com/invite/basebrasil ━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⚠️ WARNING: This content is educational only. It is not an investment recommendation. Do Your Own Research (DYOR). #Base #DeFi #Cripto #Builder #Stablecoins #BRZ #Brasil #Web3 #Blockchain #PapoDeBuilder #Macy #DFB #Transfero #Coinbase #HydraX #Aerodrome #Curve
- 新しいビットコイン価格目標が明らかに（今すぐ準備を）!!! - 今日のビットコインニュース、イーサリアムとアルトコイン
- 2026-04-02 00:22:38 Crypto World
- NEW BITCOIN PRICE TARGETS REVEALED (Prepare Now)!!! - Bitcoin News Today. Ethereum & Altcoins🟦 *NOVAVA* 👉 https://bit.ly/NOVAVA 👈 *($10.000 BONUS)*► *No KYC* required. & Earn Up To *$10.000 in Bonuses!*▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬💬 *My Official Social Media:*► X (Twitter): https://twitter.com/CryptoWorldJosh► Instagram: https://instagram.com/CryptoWorldJosh► Backup YouTube channel: https://www.youtube.com/CryptoWorld2nd▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬*MORE REWARDS ON THESE EXCHANGES:*🟢 *Bitunix* 👉 https://bit.ly/BITUNIX 👈 *($50.000 Prize Pool)* ► *No KYC* required. & Earn Up To *$50.000 in Prizes!*🔵 *Toobit* 👉 https://bit.ly/TOOBIT 👈 *($18.100 BONUS)*► *No KYC* required. & Earn Up To *$18.100 in Bonuses!*🔶 *Pionex* 👉 https://bit.ly/PIONEX_ 👈 *($100.000 PRIZES)*🟧 *Bybit* 👉 https://bit.ly/BybitJosh 👈 *($30.050 BONUS)*► How To Trade on Bybit (Tutorial): https://youtu.be/oIr4rxDb82U▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬*Crypto World ESSENTIALS*⬇⬇⬇⬇⬇⬇⬇⬇⬇⬇⬇⬇💰 *Crypto Trading Course:* https://cryptoworldjosh.com💳 *Bybit Card:* https://bit.ly/BYBITcard *(Up to 10% Cashback)*📈 *TradingView:* https://bit.ly/TradingViewJosh *(TA Chart Platform)*▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬Timestamps:Stock Market Today! 0:00Bitcoin Price Analysis! 2:05Bitcoin Dominance! 7:58Ethereum Price Analysis! 8:14XRP Price Analysis! 10:48Solana Price Analysis! 12:20Chainlink Price Analysis! 14:09#Bitcoin #BTC #BitcoinPrice #Ethereum #ETH #Chainlink #CryptoWorld #Solana #SOL #Cryptocurrency #Invest #Crypto #TheFed #News #marketanalysis #entrepreneur #business #success #investment #finance #bitcoins #StockMarket #BestCryptocurrency #AltcoinSeason #AltSeason #XRP #XRPnews #XRPripple #XRPcoin #XRParmy #XRPupdate #XRPcommunity #LINK #ChainlinkCrypto #AltcoinCrash*DISCLAIMER*The information presented in this video is for educational and entertainment purposes only and is not financial advice. I am not a financial advisor. Trading can result in loss of funds. Individuals must consider all risk factors including their own personal financial situation before trading. All individuals are responsible for their own trades and investments. Crypto World. Josh and affiliates are not responsible for individual loss due to poor trading decisions or any other actions which may lead to loss of funds. This information is what was found publicly on the internet. This information could’ve been doctored or misrepresented by the internet. All information is meant for public awareness and is public domain. This information is not intended to slander harm or defame any of the actors involved but to show what was said through their social media accounts. Please take this information and do your own research.This video relates to the following:bitcoin. btc. bitcoin news. btc news. bitcoin price. btc price. bitcoin news today. bitcoin today. btc news today. btc today. crypto. cryptocurrency. cryptocurrencies. digital currency. digital currencies. crypto world. cryptoworld. cryptowrld. crypto news. cryptocurrency news. altcoins. altcoin news. best altcoin. best altcoins. ethereum. litecoin. bitcoin cash. news. bitcoin breakout. bitcoin price target. bitcoin price prediction. btc price target. btc price prediction. price prediction bitcoin. price prediction btc. ethereum price. eth price. ethereum today. eth today. ethereum price now. eth price now. ethereum news. eth news. ethereum breakout. eth breakout. price prediction 2026. price target 2026. btc target. eth target. bitcoin price breaking out. bitcoin price breakout. ethereum price breakout. ethereum price breaking out now. 2026. end for bitcoin. bitcoin crash. bitcoin price prediction. bitcoin price prediction 2026. bitcoin 2026. bitcoin crash. bitcoin crashed. crash bitcoin. bitcoin dump. bitcoin pump. bitcoin dip. buy the dip. bitcoin bear market. bitcoin bull market. new prediction. new bitcoin price prediction. bitcoin explained. bitcoin analysis. buy bitcoin. bitcoin sell off. bitcoin bottom. ethereum crash. ethereum breakdown. ethereum dip. ethereum crash 2026. buy ethereum. buying ethereum. alt season. altcoin season. altseason. altcoin season 2026. alt season 2026. technical analysis. bitcoin technical analysis. trending cryptocurrency today. crypto predictions today. when will bitcoin crash. ethereum technical analysis. ethereum signal. bitcoin conference. crypto news. recession. stock market. ethereum merge news. solana. sol. solana price prediction. solana crypto. solana news today. solana news. solana coin. solana technical analysis. bitcoin etf. btc etf. blackrock bitcoin etf. bitcoin blackrock etf. xrp price prediction. xrp news. xrp. cardano. cardano ada. cardano news. chainlink. chainlink crypto. link coin. link crypto. chainlink news today. chainlink price prediction. altcoin season 2026. alt season 2026. altcoin season prediction. alt season prediction. altseason 2026 prediction. trump coin. trump meme coin. trump crypto. bitcoin reserve.- Crypto World -
- 💥【オンライン新番組】彼女は残業中に突然亡くなり、偽宦官となった。彼女はハーレムに密命を隠し、ハーレム内の悪役を出し抜くスキルを練習します! 「孤独な大臣が状況を打破し、一万の災いをもたらす長安」全シリーズマルチSUB #热血#コミックドラマ#アニメ魔女
- 2026-04-02 01:00:00 动漫魔女
- 00:00Join Membership to watch more exciting animations firstly https://www.youtube.com/channel/UCNIKva6iDURgVxf44pMZlKA/join 02:00Join Membership Enjoy Hot Animes Firstly! https://www.youtube.com/channel/UCNIKva6iDURgVxf44pMZlKA/join Welcome to subscribe💖 www.youtube.com/channel/UCNIKva6iDURgVxf44pMZlKA?sub_confirmation=1 #Chinese #Xuanhuan #Action #Fantasy #Animation #Animation #2026must-see animation
- 【カンフー映画】北西の刃が修道女を救う：壮大な血戦で邪悪な金獅子王を斬る！
- 2026-04-02 00:30:39 千年血戰
- 【搞笑武侠】尼姑險些遭毒手，西北鏢人神刀天降，橫劈金毛獅王！👇Hello everyone. this is the Thousand-Year Blood War channel. welcome to subscribe!😘😘 This channel mainly updates short videos in the genres of espionage. suspense. war of resistance. and kung fu. If you like these kinds of content. please subscribe!💥🔫🏹📺#Kungfu #Gunfight #千年血戰 #Espionage #HistoricalDrama #Mythology #MartialArts #Action💥💥🔥🔥★ More series. please follow us ★ Brothers Theater https://www.youtube.com/@BATTLEdrama?sub_confirmation=1 War Theater https://www.youtube.com/@WARdrama?sub_confirmation=1
- アルテミス ムーンローンチ - ライブ ストリーム! (陰謀編)
- 2026-04-02 00:18:45 JayDreamerZ
- WHAT WILL HAPPEN? JUMP INTO THE CONVERSATION! LEAVE A COMMENT OR JOIN THE LIVE CHAT!✅ Join my Patreon! Your name in the credits. chat. and more!🤩 Subscribe https://www.youtube.com/@JayDreamerZ?sub_confirmation=1💜 Send a personal message & instant donation to JayDreamerZ : https://www.paypal.com/donate/?hosted_button_id=VTXBG2WJZNTCA✨ JayDreamerZ Website - https://www.jaydreamerz.com/🐰My Brother. Adam's YouTube Channel:https://www.youtube.com/@straitjacketwhiterabbit📕 Books by JayDreamerZ _*Ancient Oblivion: The Plasma Apocalypse*_ Order a copy here:https://www.jaydreamerz.com/about-9 _*Ancient Oblivion: Return to Hyperborea*_ Order a copy here: https://www.jaydreamerz.com/about-9Ancient Oblivion: The Plasma Apocalypse - reveals the secret. demystifying the occulted truth: fantasy and reality are two sides of the same coin! Stemming from a reoccurring. cyclical. worldwide reset terraforming Earth and changing life (as we know it) so dramatically that it can only be described as The Plasma Apocalypse!🚩 ATTRIBUTIONAny and all media played in this video are that of my own or used under Creative Commons. or used with permission.-Special thanks to: Epidemic Sound (royalty free music) and Streamlabs (streaming software) for the use of their services.- 'Synthwave Robot Animation Loop' (background animation used in credits) provided by: https://www.youtube.com/user/royaltyfreetube and https://royaltyfreetube.com/The above material has been modified from the original. by JayDreamerZ and is used under Creative Commons Attribution Licensing. This is a copywritten work used with permission. Link to the License and Disclaimer: https://creativecommons.org/licenses/by/4.0/legalcodeLink to original work: https://royaltyfreetube.com/synthwave-loop-2/🤓 Topics & SubjectsThe Plasma Apocalypse. cyclical cataclysms. hidden history. fringe reality. alternative theories. movie theories. truth in movies. the fractalverse. the microcosm. the macrocosm. real titans. real giants. Fantazoids. chimera. cryptids. the El. Elu. Elves. Elohim. etc.. mudfossils (mud fossils). Sky Fossils. mud floods (mudflood). Atlantis. The Garden of Eden. Hyperborea. land at the North Pole. Tartaria. Tartars. Tatars. lost tribes. tree of life. world tree. Yggdrasil. The Fountain of Youth. pole shifts. the zephyr. hyperborean electrical arc theory. purple flash. purple dawn of creation. purple mist. purple haze. the vapor canopy. worldwide atmospheric rapid depressurization. the golden age of history. the time of the gods. age of the red sky. zero gravity on earth. Kronos. Chronos. the rapture. floating phenomena. the electric universe. the zombie apocalypse. real monsters. Creepypasta. the backrooms. Native American creation stories. Mt. Meru. plasma volcanos. immortality. the dome of the world. origin of the moon. the deluge. the great flood. the abomination of desolation. the antichrist. the sun burns the earth. Mother Shipton. prophets & prophecies. alternative cosmology. instant petrification. shortening of days. inner earth. other realms. real magic. super powers including: telekinesis. super strength. telepathy. electro kinesis. psychic abilities. esoteric symbolism (some call 'symbology'). ancient origins. etymology. aliens. alternate earths. Alchemy. homunculi. exponential entropy- and much more...!
- ビットコインは4月に底を打つでしょうか？ビットコイン市場は5年間の連続記録に終止符を打った！ビットコイン市場のテクニカル分析！ #crypto #btc #eth #dogecoin #xrp #sol #ltc #trx #TraderChenge
- 2026-04-02 00:46:53 TraderChenge
- Telegram · Free group: https://t.me/ChengeTrader Telegram · Click to chat privately: https://t.me/TraderChenge Discord · Brother Chen community: https://discord.gg/UShcGECKfK 1. If you cannot contact me. you can contact me through the chatbot. Brother Chen chatbot: https://t.me/TraderChengeBot 2. If you cannot contact me. send me your Telegram ID by email. Email: TraderChenge@gmail.com [Anyone who takes the initiative to send you a private message is a liar·I will not take the initiative to send you a private message] Join the Brother Chen member channel and send an email to verify yourself before making payment. Membership services are virtual and non-refundable. All comments in the video do not constitute any investment advice! #bitcoin #bitcoin#bitcoin#bitcoin 陈哥#TraderChenge #bitcoin market#bitcoin skyrocketing#bitcoin plummeting#Ethereum market#Ethereum skyrocketing#Ethereum plummeting#cryptocurrency#bitcoin halving#currency circle#bitcoin ETF #Ethereum ETF #Dogecoin ETF #bitcoin mining #bitcoin contract #bitcoin surge #bitcoin plunge #bitcoin bargain hunting #bitcoin escape top #bitcoin analysis #bitcoin trend #bitcoin long #bitcoin short #bitcoin trading platform #bitcoin wallet #bitcoin trading #crypto #btc #eth #dogecoin #solana #xrp #ada #usdt #usdc #trx #bnb #trump #btcnews #dogecoinnews
- 🕳️🧑⚕️ガディールは歯医者に行き、井戸を掘り、農場で水を見つける
- 2026-04-02 00:30:00 Daral - Iranian lifestyle
- Hello my dear friends. I hope you’re all doing well.As always. thank you so much for your constant kindness toward my family.In this video. you’ll see another part of my family’s daily life routine.In this episode. Ghadir and Milad travel to the city of Isfahan for Ghadir’s dental treatment. You will also see Hassan digging a well on the farm. which eventually leads to finding water.At the end of the video. you’ll watch Milad and Ghadir stop by a farm on their way back—the one that I. Daral. and Masoud’s family have purchased.I hope you enjoy watching this video.Wishing you and your families good health.With love.Têlā 💛#daral #villagelife #dentalcare #nomads #nomadiclife #amirandfamily
- ビットコインは予想通りのショートポジションに完璧に到達しました！ただし、リトレースメントの深さは思ったほど深くありません。短期戦略は調整される。高いポジションを維持しつつ、複数の注文でマーケットにエントリーしてみましょう！トレンドライン付近の受け入れに注意してください。 #btc
- 2026-04-02 00:44:46 币圈狙击手
- The only public channel of the currency sniper is t.me/biquanjujishou644. The only private message of the currency sniper is t.me/biquanjujishou. Daily beacon (fixed update). Morning navigation (AM 9:00): sort out the overnight market dynamics and clarify the key support/resistance levels and core data that need attention on the day. Evening review (PM 9:00): Summarize the market interpretation during the day. evaluate changes in long and short forces. and provide reference for the next day's layout. Weekend Deep Dive (Weekly Topic) "Altcoin" Telescope: Select 1-2 representative altcoins or tracks every week. conduct cross-analysis of fundamentals and technical aspects. look for Alpha opportunities. and warn of potential risks. Sudden storm warning (updated from time to time) Quick review of major events: Provide a quick and calm interpretation of emergency news. policy changes or macroeconomic data that affect the market. and analyze their potential impact on short-term. medium- and long-term trends. #Bitcoin#Ethereum#Bitcoin#Bitcoin plummet#bitcoin plummet#Bitcoin market#Ethereum market#speculation#speculation#Dogecoin#market analysis#bitcoin analysis#Ethereum analysis#digital currency#cryptocurrency#bitcoin K line#wave theory#harmonic pattern#volume and price analysis#indicator technology#virtual currency#bitcoin trading#bitcoin contract#bitcoin firm offer#bitcoin exchange#bitcoin price#bitcoin trend #Bitcoin halving #speculation money making money # #BTC飞阳 # BTC飞阳 #Bitcoin trading #Bitcoin contract #Bitcoin history #Bitcoin purchase #Bitcoin news #Technical analysis #Market analysis #Currency circle #Altcoin #Main coin #BTC #ETH #ETC #LTC #BCH #MANA #ZEC #ZEN #LPT #XLM #SOL #BAT #LINK #FIL #ADA #shib #Bitcoin#Ethereum#Bitcoin#Bitcoin plummet#bitcoin plummet#Bitcoin market#Ethereum market#speculation#speculation#Dogecoin#market analysis#bitcoin analysis#Ethereum analysis#digital currency#cryptocurrency#bitcoin K line#wave theory#harmonic pattern#volume and price analysis#indicator technology#virtual currency#bitcoin trading#bitcoin contract#bitcoin firm offer#bitcoin exchange#bitcoin price#bitcoin trend#bitcoin halving# Make money by speculating #bitcoinflying#bitcoinflying#bitcoin trading#bitcoin contract#bitcoin history#bitcoin purchase#bitcoin news#technical analysis#market analysis#currency circle#altcoin#main currency#BTC#ETH#ETC#LTC#BCH#MANA#ZEC#ZEN#LPT#XLM#SOL#BAT#LINK#FIL#ADA#SHIB##Bitcoin#Ethereum#BTC #bitcoin #eth #Ethereum #Bitcoin #ethercoin #ethercoin #gift of the ghost #Wyckoff trading method #Adam theory #Dow theory #doge #Dogecoin #Dogecoin #technical analysis #technical analysis #Elliott wave theory #MMcrypto #BitBoyCrypto #AnsonTan #Elliott wave theory #Livermore #Livermore #themoon #BitoPro #Bito #digitalcurrency#digital currency#blockchain#blockchain#binance#火bi#bybit #binance#火bi#contract#contract#OUyiOKEx #OUyi#OKEx #bitget #BTC #ETH #DOGE #LTC #XRP #Bitcoin trader#科比多#科比多#crypto #binance #Binance #火bi#rippo#litecoin#天飞罗大lord#天飞罗#carl #MMcrypto #BitBoyCrypto #AnsonTan #用手客passenger#altcoin #Carl #Huobi #currency record#huobi #FTX #coinmarketcap #Themoon #bybt #无小小#Bingbon #Phemex #BitMex #Deribit #CoinbaseExchange #KuCoin #Kraken #Bitfinex #Bitstamp #Bitto#USDT #MAX #TradingView #伟克夫#Wyckoff #turtle trading method#Pressure support#Trading#Naked K #K line#Gan #江恩#avax#YGG#OXT #ORDI#SATS#ATOM#TRB#MSTR
- 神は私に、「これ」があなたのお金を増やすだろうと言いました。神様があなたを助けてくれるでしょう！ #予言の言葉 #お金 #投資
- 2026-04-02 00:25:53 Lovely God OFFICIAL
- *Support my ministry: THANK YOU VERY MUCH(1) Zelle: propheticwords2023@gmail.com(2) PayPal: https://www.paypal.com/paypalme/LovelyGod8(3) Venmo: https://venmo.com/u/LovelyGodOFFICIAL(4) Cash App: https://cash.app/$Lianglin810*Watch video What will happen to this stock: https://youtu.be/Mp43NVuYDj0God told me. THIS WILL GROW YOUR MONEY. God will help you! Watch this video to see if this message is for you or not. God loves you and I love you too.#propheticword #wordofgod #prophetic #god #godsword #godsays #godsaystoday #dailyprophetic #money #investment
- 預言的な銀の夢、BNBカエル、BNBライオン、キリストの花嫁の結婚式の夢
- 2026-04-02 00:42:50 Benjamin Jacques
- jacquesbenjamin21@gmail.comThis word I received is centered on a final season of preparation. purification. and consecration before stepping into what God is about to release. I understand this as a transition point—where those who remain focused on Him. keeping their eyes fixed and their hearts aligned. will begin to walk in a coming wave of His glory. The emphasis is on intimacy with God: He is not distant. but closer than I can imagine—before me. behind me. and within me. I am being invited to fully surrender. to allow Him to take His rightful place on the throne of my heart. and to walk with Him in trust. rest. and relationship.There is a strong reminder to let go of doubt. fear. and weariness. I am being called to lay everything down—pain. burdens. and striving—and receive His strength. renewal. and love. This is not just about victory outwardly. but about deep personal transformation and walking closely with Him. The vision of being in Heaven and experiencing a form of union with Him reflects a deep desire for eternal closeness. where everything else in life becomes secondary in comparison to His presence.I also received symbolic dreams related to silver and financial markets. In the dream. silver experienced extreme volatility. dropping rapidly and then surging. creating confusion and loss due to inability to act in time. This highlighted how quickly markets can move and how little control I truly have in those moments. It reinforced the need for caution. awareness. and not relying solely on my own expectations or timing.There were also signs and symbols involving numbers and crypto. including a strong impression of major market shifts (even extreme downturns). as well as direction to look into specific tokens like BNB Lion and BNB Frog. Another earlier vision showed frogs transforming into lions and then into something familiar and close. which I understand as symbolic of transformation. cycles. and movement of value. My interpretation is that there may be a flow of taking profits from one area and repositioning into another. but I recognize that I do not have full understanding and must remain cautious.Overall. this word is a combination of spiritual preparation and awareness in practical areas like finances. The central message is to stay grounded in God above all else—to seek Him first. trust His leading. and not act independently of His guidance. Everything—spiritual direction. financial decisions. and interpretation of dreams—must be brought back to Him in prayer.Financial Disclaimer:This message reflects my personal experiences. interpretations. and beliefs and is not financial advice. Any references to silver. cryptocurrency. or specific tokens (including BNB Lion. BNB Frog. or others) are not recommendations to buy. sell. or trade. Markets are highly volatile and unpredictable. and significant losses can occur.Before making any financial decisions. I will seek God in prayer first and foremost. asking for His wisdom. discernment. and direction. I encourage you to do the same—to take everything back to God in prayer and not act on anything shared here without personal confirmation and guidance.Additionally. I understand the importance of doing my own research and consulting with qualified financial professionals where appropriate. I take full responsibility for any decisions I make. and nothing in this message should be relied upon as a guarantee of outcomes or financial direction.
- Agili のハッカー ポッドキャスト 2026-04-01
- 2026-04-02 00:10:20 Agili 的 Hacker Podcast
- Welcome to Agili's Hacker Podcast. Today we explore the new boundaries of large language models in vulnerability mining and terminal control. and look at how extremely low-bit parameters change the way local AI operates. Claude Code terminal agent architecture and boundaries (https://news.ycombinator.com/item?id=47597085) Agent operating mechanism Claude Code developed by Anthropic is a command line interface (CLI) agent specially designed for developers. Recently leaked source code shows that the system contains more than 809 files and approximately 500.000 lines of code. The system operation follows a closed-loop process: receiving terminal input instructions. retrieving historical records and sending system prompts to the model. the model decides whether to call built-in tools. and finally renders the output through the terminal. This "separation of client toolset and server logic" architecture allows rapid iteration on the server side. Some developers in the discussion forum pointed out that 500.000 lines of code is too bloated for a CLI tool. This code contains a lot of defensive logic. context cleaners. and tool retry mechanisms to prevent large language models from hallucinating or performing destructive operations. The toolset and terminal rendering system have built-in more than 50 tools and more than 40 slash instructions. covering file operations (such as FileEdit. Grep). Bash/PowerShell execution. and resource reading based on the Model Context Protocol (MCP). Terminal rendering uses the React-based Ink library. This mechanism is similar to a small game engine. rasterizing components into 2D images. performing differential comparisons and then generating ANSI sequence output. Some users have reported that this headless browser-to-text rendering method will cause ASCII to Unicode conversion errors and destroy the compatibility of the Unix pipeline. Vibe Coding and Governance Controversy The leak sparked discussion about Vibe Coding (generating code by describing feelings to AI or providing screenshots). Supporters like its extremely high speed of prototype development. while opponents criticize this approach as making the code base unmaintainable. In response to the risk of out-of-control agents. the community advocates treating the language model as a stateless. untrusted function. with an external rigid database (such as SQLite) controlling the workflow to avoid relying on the model to self-manage state in the context window. Hidden Features Exploring the source code revealed several features that have not yet been released: • Kairos: A persistence mode that supports memory consolidation between sessions. • Coordinator Mode: Coordination mode in which the main agent breaks down tasks and distributes them to parallel sub-agents. • Auto-Dream: Automatically review and organize learning between sessions. AI independently writes FreeBSD kernel-level vulnerability exploit code (https://news.ycombinator.com/item?id=47597119) Vulnerability trigger mechanism security researcher Nicholas Carlini used Claude to discover and write a 0-day vulnerability (CVE-2026-4747) exploit program targeting the FreeBSD kernel kgssapi.ko module. This module lacks bounds checking when processing RPC headers. and the system copies the credential body into a 128-byte stack buffer. If the certificate length exceeds the remaining 96 bytes. a stack overflow will occur. overwriting local variables and return addresses. The vulnerability affects FreeBSD versions 13.5 to 15.0 that expose NFS servers on port 2049. Leveraging strategy and execution AI to build complex return-oriented programming (ROP) chains. Due to the 400-byte length limit for a single RPC credential. the attack needs to send data in 15 rounds. The first round of calling pmap_change_prot() sets the kernel BSS segment as executable; the subsequent 13 rounds write 432 bytes of shell machine code in batches; the last round jumps to execution. After each round of overflow. the NFS worker thread will exit cleanly through kthread_exit() to avoid kernel crashes. Obtaining the machine code of the shell is divided into two steps: creating a new kernel process in the hijacked thread and switching the stack pointer. then calling kern_execve() to replace the process with /bin/sh. and manually clearing the P_KPROC flag to enter user mode. New Considerations for the Balance of Attack and Defense The AI accurately understood the "stream of consciousness" prompts that were full of grammatical errors and colloquialisms. and generated kernel-level exploit code. This lowers the threshold for vulnerability discovery. Security practitioners believe that traditional unit testing cannot deal with such complex logic flaws. and defenders need to turn to AI-driven fuzzing to allow the model to learn massive test data and log traces to locate backdoors. Improving large model reasoning capabilities with only 13 parameters (https://news.ycombinator.com/item?id=47541733) The study found that researchers proposed TinyLoRA to reduce the size of low-rank adapters to the extreme. Experiments show that by training only 13 parameters (bf16 format. 26 bytes in total). the 8B-scale Qwen2.5 model can achieve an accuracy of 91% in the GSM8K primary school mathematics benchmark test. This performance improvement at extremely low parameter numbers is equally effective in the AIME and MATH500 tests. The Advantages of Reinforcement Learning This high percentage of performance recycling relies on reinforcement learning (RL). If supervised fine-tuning (SFT) is used. 100 to 1000 times more parameter updates are needed to achieve the same level. Reinforcement learning rewards the final result. not word-for-word predictions. Low-dimensional LoRA vectors provide a near-linear modification of model key-value (KV) calculations. finding specific dimensions to guide existing circuits in billions of dimensional parameter spaces. Mechanism Analysis and Limitations Community discussion pointed out that the GSM8K data set is highly saturated and the Qwen model has problem-solving capabilities in the pre-training stage. TinyLoRA functions as "last-mile alignment." teaching the model to extend the thought chain by deferring the generation of end-of-sentence markers (EOS). If a small number of parameters can unlock reasoning capabilities. future research focus will shift from training models to guiding models. This method has been integrated into the main branch of the PEFT library and shows high cost performance on 3B to 7B scale models. Localized deployment attempt of 1-Bit large language model (https://news.ycombinator.com/item?id=47593422) Core parameters and performance PrismML has released the 1-Bit Bonsai series of large language models. specially designed for smartphones and data centers. Bonsai 8B takes up 1.15GB of memory. which is 14 times smaller than the full-precision 8B model. The more lightweight 4B and 1.7B models occupy 0.57GB and 0.24GB of memory respectively. and can generate up to 130 tokens per second on mobile devices. This model adopts a scheme of sharing one FP16 scaling factor for every 128-bit weight. and the actual effective number of bits is 1.125 bits. Actual performance and flaws Bonsai 8B’s throughput on the RTX 3090 graphics card reaches 190 token/s. The model is capable of R language script generation. LaTeX formula writing and SQL debugging. On older computers without dedicated graphics cards. 12 token/s can be achieved by optimizing the AVX2 kernel. The 1-bit model has obvious flaws in logical reasoning. Tests show that it cannot accurately answer classic questions such as "How many R's are there in a strawberry?" and it will fabricate scientific and historical facts. The white paper compares it with the 16-bit full-precision model. omitting the current mainstream INT4 quantization standard. Deployment environment requirements are limited to special tensor types. and standard model loaders cannot recognize Bonsai. Users need to use the dedicated llama.cpp or Apple MLX branch framework for inference. TruffleRuby: A high-performance Ruby implementation based on JVM (https://news.ycombinator.com/item?id=47557171) Project positioning and performance TruffleRuby is a Ruby language implementation based on the Java Virtual Machine (JVM) and is currently affiliated with the GraalVM project. It combines the Graal dynamic compiler and the Truffle abstract syntax tree interpreter to run 2 to 3 times faster than the official reference implementation MRI in long and time-consuming computing tasks such as JPEG encoding and decoding written in pure Ruby. The core optimization technology TruffleRuby contains a number of underlying optimization mechanisms: the system performs radical optimization based on running assumptions. and safely returns to interpretation mode (de-optimization) when the assumptions fail; it avoids unnecessary memory allocation (escape analysis) by analyzing object scopes; and provides debugging and tracking functions without performance loss. It is also one of the few Ruby implementations that can directly optimize extensions written in C language and supports most native database drivers. Ecosystem and Extension Compatibility Frequent interaction between Ruby and C native code will limit the performance of TruffleRuby. The Ruby community is advocating reducing dependence on C extensions. switching to pure Ruby libraries. or calling native libraries through the Foreign Function Interface (FFI). The multi-language interoperability and precompiled native image (Native Image) technology provided by GraalVM provide TruffleRuby with deployment advantages that are different from traditional Ruby environments. Pure SQL implements interactive chess (https://news.ycombinator.com/item?id=47562961) State management solution developers use SQL's SELECT. UPDATE and INSERT statements as state management tools to render and interact with the chess board in the browser. The infrastructure records rows. columns and chess piece contents through the board table. The movement operation is broken down into two atomic steps: deleting the starting position record and inserting the target position record. Capturing a piece adds the logic of deleting the enemy piece. Checkerboard rendering technology requires conditional aggregation technology to convert row records into an 8x8 visual grid. Generate a coordinate set of 64 grids through common table expressions (CTE). use pivot operations and CASE statements to extract column values. and use the COALESCE function to fill in the gaps. DuckDB and PostgreSQL provide native PIVOT and crosstab functions respectively to simplify this process. Practical Industry Applications This database-based state grid model is suitable for calendars. seating charts. and the Game of Life. Compared with storing 64-bit strings. the relational table structure supports aggregate analysis directly through COUNT. In the server-side architecture of massively multiplayer online games such as "World of Warcraft". inventory management and persistent state are also highly dependent on the stored procedures and constraint logic of the database. Reverse supermarket API to implement AI agent shopping (https://news.ycombinator.com/item?id=47571183) Tool positioning and workflow korb is a command line tool written in Haskell. It implements programmable shopping cart management by reverse engineering the API of the German REWE supermarket. The user adds items to the Markdown list through voice. and the AI agent calls the tool to search for items. generate JSON format output and fill the shopping cart. and finally the user confirms checkout. Formal verification ensures that the tool's recommendation engine is rewritten in Lean 4. ensuring that recommended products have positive frequencies. are sorted. and are not in the shopping cart. Developers use differential random testing to compare Haskell generated code and Lean proof specifications. and use strong type systems to reduce errors caused by AI-assisted programming. Community application scenario users can use this kind of automation solution to let AI extract recipe ingredients and automatically replace vegetarian options. Since the REWE official API uses the bidirectional Transport Layer Security Protocol (mTLS) as device fingerprint verification. there is a risk of failure of the reverse interface. The community suggested adding cross-store price comparison and sorting by unit price functions to optimize automated purchasing decisions. Raspberry Pi FireWire expansion board saves MiniDV tapes (https://news.ycombinator.com/item?id=47558101) Problem background and hardware solutions Apple macOS Tahoe has completely abandoned FireWire support. and the second-hand price of old professional tape storage units is high. Jeff Geerling demonstrated an open source hardware solution based on a Raspberry Pi 5 and Firehat prototype board. costing between $150 and $200. This solution. paired with a battery module. can replace the camera as a portable video capture device. Software capture workflow The Raspberry Pi official system does not enable FireWire support by default. and the Linux kernel needs to be recompiled. The grabbing workflow uses the dvgrab command-line tool. which automatically splits video clips based on tape recording markers. Advanced users use dvrescue to extract the video and send it to FFmpeg for processing. and use a large language model to automatically label it. Long-term archiving recommendations The maintenance of the IEEE 1394 standard by the Linux kernel is expected to end in 2029. and the tape media itself is also at risk of physical degradation from magnetic particles falling off. Community building...