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Feb 4 Release Changelogs: - i18n multi-language support - Improved PNL cards and functionality - Limit orders functionality improvements - TWAP orders now continue to execute even when one trade fails - Relay USDC backfill fix - Added ability to get a quote when input is greater than available...

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OpenAI just announced API access to o1 (advanced reasoning model) yesterday. I'm delighted to announce today a new short course, Reasoning with o1, built with OpenAI, and taught by Colin Jarvis, Head of AI Solutions at OpenAI, to show you how to use this effectively! Unlike previous language models which generate output directly, o1 “thinks before it responds,” and generates many reasoning tokens before returning a more thoughtful and accurate response. It is great at complex reasoning -- including planning for agentic workflows, coding, and domain-specific reasoning in STEM fields like law. But how you should use it is quite different from other LLMs. I think o1 will be a game changer for many AI applications; and in this course, you'll learn how to use it effectively. In detail, you’ll: - Learn to recognize what tasks o1 is suited for, and when to use a smaller model, or combine o1 with a smaller model - Understand the new principles of prompting reasoning models: Be simple and direct; no explicit chain-of-thought required; use structure; show rather than tell - Implement multi-step orchestration in which o1 plans, and hands tasks over to gpt-4o-mini to execute specific steps; this illustrates a design pattern to optimize intelligence (accuracy) and cost - Use o1 for a coding task to build a new application, edit existing code, and test performance by running a coding competition between o1-mini and GPT 4o - Use o1 for image understanding and learn how it performs better with a "hierarchy of reasoning," in which it incurs the latency and cost upfront, preprocessing the image and indexing it with rich details so it can be used for Q&A later - Learn a technique called meta-prompting, in which you use o1 to improve your prompts. Using a customer support evaluation set, you'll iteratively use o1 to modify a prompt to improve performance You'll also learn about how OpenAI used reinforcement learning to produce a model that uses "test-time compute" to improve performance. I think you'll find this course enjoyable and valuable. Please sign up for it here:

Andrew Ng

357,661 views • 1 year ago

Introducing Fincopy: Revolutionizing Family Account Management 🚀 Visit: Managing multiple family accounts just got easier with Fincopy, our platform designed to streamline and optimize your trading experience. Fincopy helps you to execute multiple orders across various family accounts simultaneously, providing efficiency and ease. Key Features of Fincopy: 1. Server-Based Copying 💻: With Fincopy's server-based technology, you can initiate the copy function, log off your PC, and rest assured that all orders placed via web, mobile, and desktop applications will continue to be copied seamlessly. 2. Real-Time Telegram Updates 📲: Stay informed on the go with instant order updates and account status notifications delivered directly to your Telegram. Keep track of your trading activities wherever you are. 3. Comprehensive Position Monitoring 📺: Monitor all open and closed orders and positions across your accounts in one centralized location. Fincopy provides a complete overview of your trading landscape, ensuring you never miss a detail. 4. Effortless Rebalancing ⚖️: If discrepancies arise in positions or quantities, Fincopy's rebalancing feature allows you to adjust with a single click, ensuring all accounts remain perfectly aligned. 5. Auto Slicing and Rate Limit Management 🔪: When order slicing is necessary while copying. Fincopy automatically handles the process, by sending sliced orders. For large orders, our built-in queuing system efficiently manages rate limits, ensuring smooth execution. 6. Advanced Order Management 💹: Simplify your trading operations with the ability to square off all open orders or positions with one click, or selectively cancel orders directly from the platform. Fincopy puts you in full control. 7. Multi-Broker Support ✅: Fincopy currently supports seven brokers, with plans to expand further. This ensures you can manage your family accounts across different platforms without hassle. 8. Run Your System Trades and Copy the Orders Simultaneously 👩‍💻 By combining Fincopy with Fintarget you will be able to automate your system trading for free and copy the orders to multiple accounts. Pricing: Starting from 299/ Month/ Account with 7 Day Free Trail Explore Today🚀 Try out family account management with Fincopy. Visit and request a demo to experience the platform. Note: Fincopy is designed exclusively for managing family accounts, as managing public accounts is not legally permitted. Experience efficiency with Fincopy today.

Saketh R

76,286 views • 1 year ago

Fresh HUGE update of Sl8 apps is available in App Store and Google Play 😍 Patch Notes - Fixed avatar disappearing when editing profile data - Added support for YouTube links in the main image carousel - Fixed auto-triggering translation in feed without user interaction - Fixed missing or untappable “Add Asset” button in the asset info modal - Wallet balance now refreshes automatically after token exchange - Fixed staking entries showing under “Active” even after completion - Fixed and refactored authorization requests - Fixed corrupted post/comment data in certain cases - Fixed issue where users were logged out after app restart when biometrics were disabled - Fixed deeplink handling issues - Improved cropping and preview logic for profile cover image - Added comment flag to API to mark when a user comments under their own post Also, Search Fixes: - Improved input handling: search now waits for user to finish typing before executing - Fixed issue (“Something went wrong”) during search with no way to recover - Fixed “Something went wrong” error when scrolling through search results Sl8 Wallet updated as well: - USD value for assets is now displaying correctly - Transaction history is now available, finally - There is now a calendar of payments by stakings. Each steakings has a payment schedule and additional information. - Live balances, equivalents and exchange rates updates - Now you can add/remove assets, see recommended assets and have an ability to search* by domain/name of asset - Now you can add wallet address to address book, while sending funds - 24h trend markers and asset exchange rate are now visible nearby each asset - Now you can see extended staking information - Also, rewards schedule with transaction links and statuses now available Stay with us, buckle up))

Cassator Corp.

19,019 views • 1 year ago

The Visual Studio Code insiders version that just shipped and will ship in the next few days will come with an insane amount of new capabilities. A few highlights: - You can now run sub-agents in parallel. Yes, really. I even attached a video. - Major UX improvements for sub agents, especially visible in the chat window - A new search tool wrapped as a sub-agent that iteratively runs multiple search tools: semantic_search, file_search, grep_search Which connects nicely to the point above: multiple searches running in parallel, efficiently and fast - Anthropic’s Message API is now enabled by default - You can choose the model for the cloud agent (three available, all premium) - Extended thinking support when using the Claude cloud agent This is part of the broader multi-vendor cloud support under AgentsHQ I wrote about a few weeks ago - Tasks sent to the background agent (basically the CLI tool) now always run in isolation, each with its own git worktree - In a multi-repo workspace, assigning a task to a cloud agent prompts you to choose the target repo Same behavior when opening an empty workspace with no repo - Support for building an external index for files not supported by GitHub’s default indexing - UI/UX improvements for starting new sessions and switching between local / background / cloud agents - Skills are now first-class citizens, just like prompt files, with better UX indicating when a skill is loaded - Improved API for dynamic contribution of prompt files New V2 includes skills as part of the model. Curious to see the extensions that will leverage this - Finally, initial support for showing context usage percentage per session - Skills are enabled by default - Resizable chat window and session view. Small thing, but it was driving me crazy 😁 - A new integrated browser meant to replace the old simple browser Maybe the beginning of real browser use? - Better UI/UX for token streaming in chat - Ability to index external files not supported by GitHub There’s a lot more. Some of it hasn’t fully landed yet, but everything that has is already in Insiders. The next stable release should drop in early February. As usual, I’m just shocked by the volume of features this team ships every month. After the holiday slowdown, this one is shaping up to be a wild release.

Oren Melamed

29,555 views • 5 months ago

🖼️🌈 NFT Support is live in the Rainbow Extension! 🌈 🖼️ The best-in-class NFT experience you know and love from the Rainbow mobile app is now available in your browser extension! Multi-Chain: Explore NFTs across ecosystems with ease—the Rainbow Extension seamlessly supports all of the chains Rainbow offers out-of-the-box, including Arbitrum, Optimism, Base, Polygon, BSC, and Zora. Choose-Your-Own Display: We believe in customization and user-centric design. Rainbow Extension allows you to personalize your NFT collection's display, allowing you to sort and switch between multiple display modes. Users with large collections will love the ability to sort their NFTs by Recent vs Alphabetical! Metadata and more: Looks rare, is that a grail? Inspecting your NFTs metadata and traits has never been simpler. With Rainbow Extension, you can effortlessly review key details such as metadata, traits, floor prices and the percentage of unique holders of any of your NFTs. Open up your browser and explore NFTs on your Rainbow Extension today. ✨ Find all of the changes in the latest update below ⬇️⏬⬇️⏬⬇️ Improvements 💞 → You can now view all of your NFTs and NFT collections in Rainbow, just like the app. Head over to the new NFTs tab to view your Gallery and explore your NFTs with rich insights, including Floor Prices, Unique Owners, Rarity, and more → Drastically improved image fetching and rendering for Tokens, NFTs, and Avatars to make Rainbow feel even faster Bug fixes 🐞 → Resolved interface shift when loading Tokens and Token Charts → Improved Onboarding Secret Recovery Phrase verification language

Rainbow

51,836 views • 2 years ago

Mike is back and better than ever. Mike ( has undergone a major refresh packed with new features, design improvements, and quality-of-life enhancements. And as always, everything is open source. Here is a summary of the major updates: 1. Legal research Case law hallucinations are a massive problem. To address this, Mike's assistant can now produce grounded citations backed by case law from CourtListener. The integration is tight and highly intuitive. Every answer includes links to cited cases, along with supporting quotations from judicial opinions to substantiate each proposition made by the AI. The assistant also researches cases in much the same way a lawyer would. It retrieves potentially relevant authorities, verifies the accuracy of citations, and searches for keywords that align with the research topic. Support for additional jurisdictions will be added soon. 2. Improved user interface (UI) The UI has been redesigned around Apple's Liquid Glass design principles, giving the application a cleaner and more minimalist feel down to every modal and button. Mike is designed to be a place of calm where lawyers can focus amidst the chaos of legal practice. 3. Version control Lawyers are familiar with saving documents as new versions in document management systems such as iManage and NetDocuments. Mike now brings this workflow into projects by allowing users to save new versions on top of existing documents with a simple drag-and-drop action. This introduces order and clarity to matters where redlines and document versions can quickly become confusing, especially when there are five different files named "Final Execution Version." 4. Data control Users can now export their data and permanently delete their data directly from the Settings page. 5. Security Multi-factor authentication (MFA) is now available. Users can enable MFA to protect sensitive actions within Mike, such as data deletion, and can also optionally require MFA during login. There have also been numerous backend security improvements since the previous release. 6. MCP connectors This was one of the most requested features. Users can now add MCP connectors directly from Settings. All tokens and secrets are encrypted at rest. In the demo video, I showcase the Neimo MCP from k-ID, a global age verification and compliance platform. Mike can also be connected to other MCP servers, including email systems. The setup process is currently somewhat manual, but one-click authentication and onboarding will be added in a future release. Mike now has a strong open-source community behind it and is improving every single day. The summary above highlights just some of the work that has been shipped over the past month. I'll also be doing more demos to showcase Mike's capabilities. See you soon.

WillC

10,293 views • 26 days ago

Hello Cardano community! We are DeltaDeFi, we are here to connect liquidity across the CeFi and DeFi worlds, bringing more CeFi liquidity and trading activities to Cardano💙 To understand why we do what we do, let's first look at Cardano's DeFi history and evolution. Since Alonzo in late 2021, Cardano smart contract capability has been officially live. We faced a period of struggle implementing AMM DEX due to the technical difference between the eUTxO model and the account-based blockchain model. Thanks to early pioneers like Minswap Labs, Sundae Labs 🍨 etc, batcher was then introduced as a solution making the AMM model possible on Cardano. Still, scalability is a bottleneck for Cardano DEX. Then it came to the Vasil hardfork in late 2022, which introduced inline datum, reference script, and reference input. In short, these are all upgrades enabling more efficient smart contracts. Cardano DeFi performance is boosted with examples like the latest Minswap V2, and Sundae V3. Where we are at today in terms of Cardano DeFi - the technology is ready, but the liquidity issue is the next challenge under the spotlight. The DApp utilization of Cardano is in general lower than other L1s as hinted by multiple metrics such as trading volumes and TVL, it hinders the growth of Cardano ecosystem in general. To solve it, we want to bring external liquidity, and we are looking at CeFi liquidity on centralized exchanges. We plan to onboard CeFi traders and bring them to trade on-chain in Cardano. CeFi here is defined as crypto-ready users conducting their trade in centralized exchanges. The daily trading volume of $ADA at the current price amounts to ~250m USD, with only around 1% happening natively on the Cardano blockchain and the rest happening in CEXes such as Binance. Even if we only onboard a further 1% of that trading volume onto Cardano. There’s already 2X of current liquidity! The $ADA volume is only less than 1% of total CeFi market. Massive opportunities ahead! How do we bring CeFi liquidity on-chain? What do the CeFi traders care about the most? The current biggest challenge for CeFi traders is fund safety. With the collapses of FTX, BlockFi, CeFi traders suffered significant losses of their assets, amounting to 46 billion USD. Unsurprisingly, CeFi liquidity is in search of a solution without platform risk, at the same time, they still want a similar experience with trading on centralized exchanges. TLDR: CeFi liquidity is looking for CeFi trading experience with enhanced fund safety That is why we are building DeltaDeFi to onboard CeFi liquidity, and here's how we are doing it: 🔷 1. Zero order management fee (zero transaction fee placing and canceling orders), transaction fees only occur when your order is matched - In CeFi, traders place multiple orders and cancel multiple orders within a second when they receive market signals from their proprietary sources. Even 0.01 ADA charged on each action makes their trades cost-prohibitive. 🔷 2. Instant order confirmation - DeltaDeFi also makes high-frequency trading (HFT) possible, where a trading pattern could make profits out of 5bps of price advantage. That’s why it is crucial to confirm the trades at the time of signing the transaction so that their 5bps profit margin strategy would not be affected by the market price movement in the next second. 🔷 3. Programmatic access - Programmatic access enables CEFI traders to deploy customized trading strategies, including HFT. to the platform, accompanied by the 2 features above. 🔷 4. Everything non-custodial - On top of all the features CeFi liquidity requesting above, trading on DeltaDeFi is fully non-custodial - it means our platform cannot move any of our users’ funds with their private key signing on the transactions, compared to CEXes controlling their assets. All the features above satisfy the needs of CeFi to trade on Cardano. While achieving the above will excite CeFi traders and likely bring more liquidity, it comes with trade-offs: 🔸 We adopt a radical approach to process all orders-matching off-chain. To increase transparency and audibility, we enable users to pull the immutable full market records for reconciliation, auditing whether our off-chain engine is performing as we promised 🔸 Each order has to be at least 500 ADA's worth to cover the Plutus script running cost charged by the Cardano blockchain, to reduce the trading fee to as low as 10 basis points (0.1%, same as Binance’s maker fee). Here’s where we are now: we have just wrapped up our first round of private alpha-testing, receiving valuable feedback and improving our product. Soon we will announce the public alpha-testing round. In about 3 months, followed by a beta with an incentivized trading game and then we go mainnet! Here’s how you can be involved. We are rolling out the 2nd alpha testing very soon. With that, you can taste what the CeFi experience feels like on DeFi. Also, you would be the first one to have hands-on experience trading on our platform, gaining an advantage on our next incentivized beta testing! We will announce alpha testing access on twitter in about a month. Follow our Twitter and stay tuned! #Cardano

DeltaDeFi

14,954 views • 1 year ago

Donchaab’s CEO: How the brand was born and where it’s heading 🍌 #OFFROAD #offroad_KTP #ออฟโรด โดนฉาบ The Origin of DonChaab 🚗: It started when my mom came to visit me from our hometown. She brought snacks I like, and one of them was banana chips. At first, I didn’t even know where she bought them. At that time, P’Ou was visiting too, and we finished all of them. Later, I told my fans about it, and they suggested launching pre-orders for the banana chips — probably around two years ago now. Back then, they were just in these clear plastic packages, without FDA approval or Halal certification. The goal was simply to support the auntie who made them. She was supporting her grandchildren and her disabled husband. So every time we opened pre-orders, it felt like we were giving hope to that family. In return, we felt fulfilled as givers. When the fans learned about this, they realized they were helping support the family too. I kept it going without thinking much about profits. Looking back, I think it was such a beautiful beginning. 🚗: Later, I decided to continue building on it and named the brand DonChaab. The inspiration for the name partly came from the song “Chaab,” which has a fun and cute vibe. I continued selling to fans until demand exceeded supply. They couldn’t produce enough, and orders fell behind. So I thought, let’s start this properly — and that’s how this was born 🍌✨ (shows the current DonChaab) — Nong DonChaab. The mascot’s name is Jao Chaab, proposed and voted on by the fans. (turns the package) And this is Nong’s back. From those clear plastic bags… to this ✨ today. 🚗: On the package, it says “Local Farmers Supported,” because Thailand is an agricultural nation. Many fruits are exported from Thailand, and I thought it would be really cool if Thai traditional fruit snacks could also reach overseas markets. Look — it even says “Product of Thailand” on the back, which I’m really proud of! 🚗: I launched the brand not long ago, and I’m still learning as I go — adjusting the packaging, the service system, the toppings, and everything else. That’s how the brand came to be — expanding from supporting one local farmer to supporting many. In general, not just for DonChaab, when you buy processed agricultural products like this, you help reduce waste. When supply exceeds demand, produce might go to waste. By turning them into processed products, they can instead be distributed to consumers. 🚗: The brand will definitely implement Corporate Social Responsibility (CSR) initiatives, but that depends on your support. A portion of the profits will be allocated toward CSR. As I said in one interview — as someone who has received so much, if one day I feel that I’ve received enough, I want to start giving back. Through this brand, fans get to enjoy the snacks, and I get to run the business my way — building my own team, creating opportunities for recent graduates and people of all ages, and shaping the kind of work environment I’ve always envisioned. 🍌// Currently, DonChaab can be ordered online at and is shipped domestically only. Orders are released in rounds, and the most recent one just closed. So keep an eye out for the next round! In the near future, international shipping may also become available. T/N: I skip some parts where he talks about the products, visit the website for more specific details!

Be~nyaa 💫

11,824 views • 4 months ago

2025.07.01 bi-weekly update here’s what we’ve built, shipped, and trained this past week: TRADING CAPABILITIES + agent-based txn execution engine now supports Meteora (DBC, DLMM, DYN, DAMM), Raydium (CLMM, AMM, CPMM), and Orca 🌊 (CLLM, VP, CPMM). we're now compatible with nearly every major liquidity layer on Solana. + DCA and limit orders now available to use through our agentic/natural language interface. + execution is faster, leaner, more reliable; optimized based on real closed beta usage. AGENT SWARM + A2A (agent-to-agent) finalized; based on Google's new open framework. it enables dynamic coordination between agents, deeper reasoning, better memory, and more human-like flow. + TraceGraph (diagram/chain-of-thought-like) UI is now deployed. users now see how Aya (and others) think and collaborate together. visualizes multi-agent logic paths. text UI also upgraded. sharper, smoother, faster. + Bravo (macro news oracle) live. it connects real-world macro events and news to Solana. powered by our in-house scrapers + NewsAPI, built from scratch. integrations with blocmates. coming soon. + Solvion, our Solana-native domain expert, is now active. trained on a custom-built, 70B parameter dataset of the full Solana ecosystem. auto-updated. devs, tokenomics, projects, whitepapers, technical information, know-hows... it knows everything. + Echo (our social media and sentiment analyst agent) getting integrated with Sentient natural language interface + Rivalz Network. + you can now start individual conversations with agents. e.g. ask Echo anything about social trends, or hit up Solvion for technicals. UX/UI + we’re now mobile responsive; fully optimized across devices. + deployed TraceGraph (diagram UI for agent cognition). + NLI improvements: sleeker prompt-response flow, improved text visualization, better latency, better rendering. + agents feel more alive, dynamic, and explainable PREDICTIONS weekly update from our head quant: + we now do weekly fine-tuning to adapt to market shifts. switched from F1-score optimization to pure precision; cutting noise, and maximizing conviction. we now discard the worst-performing model in the ensemble. only the top 2 vote. accuracy last 6 weeks = 82% directional. the ensemble logic is fully restructured. next: RNN + RL-based dynamic thresholding in progress (live this month). + partnered with Allora for the the SOL/USDT prediction stack, combining our hype score with their confidence-aware forecasting. + also cooking something with Sahara AI 🔆 (????)... OTHER + PnL cards integrated. track profit per trade, share it on X, get free XCC + Referral system is complete and rolling out to early users very soon (top referrers will dominate first layer of our multi-level tree and enjoy first-movers advantage). + working on a dynamic onboarding tutorial for first-time users. + backend latency improvements across endpoints. especially on token explorer + prediction refresh + docs are live ( TEAM + onboarded amy and Mike | heymike.sol 🎒🪽 — elite Solana engineers working on gRPCs, RPCs, instruction decoding, and data pipelines. their focus: making xFractal the only real-time NLP engine for Solana alpha extraction. + brought on ultra , Skely, HALKO and Gabriel Haines as strategic advisors and contributors, helping us scale narrative modeling, data ops, and GTM. QUICK STATS (REMINDER: this is a closed, invite-only beta — not optimized for adoption yet) + 400+ early beta testoors + 9,000+ natural language prompts + 500+ on-chain txs executed via our agent-based engine + we’re not scaling users yet, we’re optimizing agents, validating edge, and consolidating PMF. + open beta coming soon. engine’s warming up. let’s keep moving. (p.s. toly 🇺🇸 check this out)

xFractal

42,668 views • 1 year ago

I know Rivian and Wassym Bensaid can fix this. I know it takes time, but it’s time. There is no other software out there like Rivian. They have made their own way in the vehicle software world. But, we have to stop calling out fixes when things aren’t fixed. I love this company. And everything they stand for. But it’s really time for it to be pulled together. I have offered to help in any way possible with getting software bugs fixed, noticed, etc., and here we are. I still stand fully committed to helping them. But below is a video of just a few things that still haven’t been fixed yet. Yes, I know, it takes time, yes, it’s easier said than done. I get it. Here is a list of bugs and SW issues still around: Tilt mirrors, still getting stuck in the downward position regularly, or they don’t tilt at all. This has been noted as “Fixed,” but it’s not. This was released in SW 2025.06 -3/11/25 with a dedicated fix in 2025.10. Auto seat climate icon: this is supposed to change the DISPLAYED heated or ventilation seat based on outside temperature, but it’s NEVER worked since it was introduced in SW 2024.47 12/18/24. This is still one that needs addressing or just give us true Auto seat climate where it runs based on the climate system. Apple Music: this one is a tricky one, but it still exists. My library doesn’t load, sometimes not at all, it doesn’t remember my last track, or it takes a long time to get music playing. Apple and Android don’t always play nice together, but it still needs improvement and optimizing. Fog lights: are hit or miss now. Sometimes they work, sometimes they don’t. This happened more frequently after a software update in Feb. Incoming phone call ringer volume: my phone is always on vibrate; however, when I do receive a phone call, the entire car rings at volume 9000. 😬 like why? A subtle chime or whatever they want to use is fine. But turn the volume down…… PLEASE. LOL there is no way no one has experienced this. Driver +: it’s sometimes too aggressive with where it “THINKS” it is in the lane vs where it ACTUALLY is. This needs fine-tuning. It will try to push me over in the lane as if I drifted out of the lane when I’m dead center. However, being Gen 1, I think this might be what it is. Mobile app: can we get a fix for the laggy scrolling within the app? This was introduced with mobile app 3.0. Version 3.1.0 is out and it’s still laggy scrolling. Multi-vehicle support: this needs to come IMMEDIATELY; the experience when you own more than one R1 is less than stellar. Way too many times I get in the opposite R1 and forget to swap to that car and get the dreaded “ key not detected” to then have to pull out my phone, open the app, and swap to that R1. We really need the app to be able to handle more than one authentication for driving and profile swapping at a time. It’s time. With R2 less than a year away, we need this now so the “bugs” can be squashed by time R2 gets here, which will be many people’s second Rivian. Overall system stability: you guys have come so far, but there is still more work to do. The HVAC control screen has GREATLY improved. Now we need that throughout the entire experience. That level of snappy, crisp feel. Again, I’m fully confident they can do this. I’m willing to help in any way I can. I just want the best experience possible for every Rivian owner. I’m willing to work hand-in-hand with Rivian on finding SW bugs and reporting and testing them fully on my vehicle. Wassym Bensaid, feel free to contact me to discuss further and continue the great work! RivianTrackr Tom Suburbs Tom Rivian RivianRoamer Chad Moran Hunter Noel Chris Hilbert RivianUpdates Rivian Darkout Fans Darren Fisher Mike Kantorski Zach

Tyrone Holland🚀🧑🏽‍💻

34,878 views • 1 year ago

Stop Gambling, Start Engineering: The Ultimate Guide To CCXT Algorithmic Trading most traders are essentially walking into a high stakes casino with a blindfold on while the house has a high speed laser aimed directly at their bankroll. if you have ever felt the soul crushing weight of a liquidation notification at three in the morning then you know the market is a 24/7 beast that eats human emotion for breakfast there is a hidden bridge that connects your laptop to almost every major crypto exchange in existence and once you cross it the game changes forever. my name is moon dev i believe that code is the great equalizer because through losing money with liquidations and over trading i knew i had to automate my trading so i learned to code as in the past i spent hundreds of thousands on devs for app, thinking i would not be able to code myself w/ bots you must iterate to success so i decided to learn live on youtube, and now we are here, fully automated systems trading for me instead of getting liquidated. the secret weapon behind this transition is a library called ccxt which acts as a universal translator for exchanges like binance, bybit, and kucoin most people think they need to spend years studying computer science just to place a single trade via code but that is a lie designed to keep you on the sidelines. the reality is that once you understand how to initialize a connection you can control your entire portfolio with just a few lines of logic. it starts with importing the library and setting up your credentials in a way that doesn't leave your keys exposed to the world the first mistake that bankrupts most manual traders is the inability to act fast enough when the trend shifts. when you build a bot the first thing you need to master is the market order because it allows you to enter or exit a position instantly regardless of the price. it is the ultimate panic button for when a strategy goes south or a massive opportunity presents itself while market orders are great for speed they are the fastest way to get eaten alive by fees if you are not careful. this is where the limit order comes into play allowing you to dictate exactly what price you are willing to pay for an asset. by using a create limit order function you can place your bids and asks in the order book and wait for the market to come to you most traders forget that once an order is placed it stays active until it is either filled or manually removed. i have seen countless accounts go to zero because a bot kept piling on buy orders without ever checking to see if the previous ones were canceled. the cancel all orders function is the invisible shield that prevents your algorithm from accidentally over leveraging your account the real magic happens when you realize you can cancel more than just basic limit orders. there are untriggered conditional orders like stop losses and take profits that often hide in the background of an exchange waiting to ruin your day. by passing specific parameters into your cancel function you can wipe the slate clean and ensure your bot is starting from a neutral state every single time if you want to know what the whales are doing before it shows up on a candle chart then you need to be looking at the raw order book. fetching the order book gives you a direct view of every single bid and ask currently sitting on the exchange. this is the most honest data you can get because it represents real money waiting to be filled at specific price levels you can actually parse this data to find the exact top of the bid and the bottom of the ask to ensure your bot always gets the best possible entry. most retail traders are looking at delayed charts while your bot is reading the tape in real time and calculating the spread. this allows you to place orders that are optimized for the current liquidity rather than just guessing where the price might go one of the biggest hurdles in automation is managing the sheer volume of data that an exchange throws at you. when you fetch open high low close volume data you are getting the historical heartbeat of an asset across any timeframe you choose. this data is the foundation of every technical indicator from simple moving averages to complex machine learning models the problem is that raw data is often a mess of lists and dictionaries that are impossible for a human or a simple script to read efficiently. this is why we use pandas to convert that garbage into a structured data frame that looks exactly like a clean spreadsheet. once your data is in a data frame you can calculate rsi or macd with a single line of code and visualize the entire market structure the path to becoming a successful automated trader is not a sprint but a series of iterations toward a system that works. i chose to learn this live in front of the world because i wanted to prove that anyone can escape the cycle of over trading. you don't need a million dollars to start but you do need a system that removes the human element from the equation if you are still clicking buttons on a website then you are competing against machines that can process thousands of data points per second. it is time to stop playing a rigged game and start building your own edge in the market. the code is there for anyone to grab and the only thing standing between you and a fully automated portfolio is the willingness to sit down and write the first line every algorithm you build is a brick in a wall that protects your capital from the emotional swings of the crypto market. i spend my days refining these systems and sharing the process because i know how lonely it feels to lose everything to a flash crash. we are building a community where code is the tool and financial freedom is the goal the final step is realizing that your balance is just a number that your bot needs to manage with cold logic. by fetching your balance frequently your bot can calculate position sizes based on your total equity ensuring that no single trade can ever wipe you out. this is the difference between gambling and systematic trading and it is accessible to anyone with an internet connection i hope you take these tools and start building something that allows you to sleep peacefully while the markets do their thing. the industry is secretive for a reason but we are breaking those walls down one line of code at a time. the journey is long but the reward of never having to worry about a liquidation again is worth every second of the struggle

Moon Dev

14,105 views • 5 months ago

Look ma new Codex Updates! 0.119.0 and 0.120.0 are here. And with it, a HUGE number of quality of life updates and bug fixes! > Hooks now render in a dedicated live area above the composer. They only persist when they have output, so your terminal stays clean. If you're running PreToolUse or PostToolUse hooks, this is a huge readability win. > Hooks are now available again on Windows > CTRL+O copies the last agent output. Small but clutch when you're pulling a code block into another file or chat. > New statusline option: context usage as a graphical bar instead of a percentage. Easier to glance at mid-session when you're trying to gauge how much runway you have left. > Zellij support is here with no scrollback bugs. If you've been stuck on tmux just because Codex was broken in Zellij, you're free now (shout out Felipe Coury 🦀) > Memory extensions just landed. The consolidation agent can now discover plugin folders under memories_extensions/ and read their instructions.md to learn how to interpret new memory sources. Drop a folder in, give it guidance, and the agent picks it up automatically during summarization. No core code changes needed. This is the first real extension point for Codex's memory system, and it opens the door for third-party memory plugins. > Did you know, you can /rename a thread? But what's really cool about that is, after you rename it, you can resume it with the same name, no more UUIDs. codex resume mynewapp or directly from the TUI: /resume mynewapp > Multi agents v2 got an update to tool descriptions More reliable multi agent environments and inter agent communication > You can now enable TUI notifications whether Codex is in focus or not. Modify this in your config: [tui] notification_condition = "always" > MAJOR overhaul to Codex MCP functionality: 1. Codex Tool Search now works with custom MCP servers, so tools can be searched and deferred instead of all being exposed up front. 2. Custom MCP servers can now trigger elicitations, meaning they can stop and ask for user approval or input mid-flow. 3. MCP tool results now preserve richer metadata, which improves app/UI handoff behavior. 4. Codex can now read MCP resources directly, letting apps return resource URIs that the client can actually open. 5. File params for Codex Apps are smoother: local file paths can be uploaded and remapped automatically. 6. Plugin cache refresh and fallback sync behavior are more reliable, especially for custom and curated plugins. > Composer and chat behavior smoother overall, resize bugs remain though. > Realtime v2 got several significant improvements as well. > You're still reading? What a legend. 🫶 npm i -g @openai/codex to update

am.will

738,887 views • 3 months ago

$FNMA $FMCC Only audio was available earlier when Donald J. Trump addressed the Fannie Mae & Freddie Mac question on Air Force One. Here's the corresponding video as well. Final statement: "I could’ve sold it in my first term for one tenth of what it’s worth now...and I didn’t wanna do it. NOW I think we...you know...we would consider an IPO, yeah. In my humble view, this is Trump‘s typical Art of War routine where he keeps everyone guessing. But the tea leaves I continue to read represent the hill I’m willing to die on. 1. Bill Ackman has met with the administration repeatedly and has publicly (and confidently) laid out his plan. He also launched his own IPO where he’s indicated that he’ll reinvest funds raised to replicate current holdings. He also just launched a Trump Accounts endorsement project with Charles Schwab. 2. The administration has been meeting repeatedly for months with attorneys and bankers to make sure all their ducks are in a row. 3. Robinhood overrode their OTC protocols last week to make an exception in adding F2 to their platform. Random? No way. Robinhood also has exclusivity as the broker and soul initial trustee for the Trump Accounts. 4. Berkshire Hathaway took an $8.5 billion position in a home building company. Bullish much? 5. A pro rate cut Fed Chair who economically aligns with Trump now presides in Warsh. 6. Capital requirements are likely to be reduced when recommendations are made next month regarding Trump's March EO on reviewing regulatory constraints. 7. Treasury Secretary Scott Bessent wants to improve the asset side of the balance sheet...and there's too much money to be made for the Sovereign Wealth Fund for Trump not to act. Timing is everything. He won’t steal Elon’s SpaceX thunder. But what better time than the country's 250th birthday to tie in an F2 public offering on the way to restoring the American Dream? It would be the production and pageantry he lives for. Just sayin'. 8. Pulte continues to say that all options are on the table & that they’re locked, loaded, & ready to go. And we're still waiting for he & Charles V Payne to "break that Fannie Mae news together ". 9. The Texas Stock Exchange is going live next month...for whatever that's worth. Cue the doubters and never gonna happeners. Troll away. Weary and fatigued shareholders...I get it. I hear you. I'm one of you. It's been a grueling ride. Do I get frustrated every time F2 is referred to as a trillion dollar company while we trade like penny stocks on pink sheets?Yes! One trillion percent! But the goaline is close. Trump isn’t gonna fumble the opportunity to solidify the crown jewel in his his legacy of restoring housing. When? Who knows. But it's coming...and it will be swift. Have a great weekend! GLTA

Horseman Country

17,365 views • 1 month ago

BONKERCLIPS OFFICIAL RELEASE ❗️❗️❗️ After weeks of sharpening the blade, countless hours of practicing the Shomen-uch (the art of katana movement) the Bonker community is pleased to announce that our Bonkerclips 1v1 wager platform is complete and ready for public release THE ONLY OFFICIAL LINK: You can now battle for $SOL in the modern duel arena where true strategists will be tested for the patience and ability to not crash out The Game/ Rules: -Our first game on the platform is a connect-4 like game in which the person to connect 4 tiles in a row wins; in the case of a draw - it will be the one with the most amount of consecutive 3 in a row’s Registration: -The platform does not have wallet connection, but rather a SOL deposit address associated to an email and password you sign up with; you can use a fake one just remember the password otherwise you won’t be able to recover it *During the registration you will see a field for Solana Address, this will be your withdrawal address Leaderboard -Once you sign up, in the top right corner dropdown menu you will see a leaderboard with all the people who have registered Win = 5 points Draw/Loss = 2 points -Weekly we will be giving away $bonker rewards to the top ’10’ positions as we’ve done with our raids in the telegram Burn Mechanism: -Each game will have a 2.5% fee 50% towards $bonker burn 50% towards $BONK burn *We are already looking to involve other letsBONK communities in this in a sort of clan wars setting which can alter the burn contributions for new communities for a specific amount of time Ex: Majority of top 10 are from $HOSICO community, so that week we can burn their token if they are the winning clan Next Steps: -Multi-player games to make clan wars even more of a bonding experience for Lets Bonk communities; play side by side with friends -Tg integration which will allow you to add the Bonkerclips bot into your group and summon commands such as (/play Kadense Pengu°❗️❗️❗️ .2 Sol) with PNL cards being forwarded into the group chats for the members to have a laugh (PVP/ dickgrowbot inspired) -Referral links with SOL payouts Support Tickets: If you encounter any issues just go into our telegram below and speak to any mod to get everything sorted, we will have 24/7 support in there Special Thanks to everyone who made this vision a reality, from all of the community members who helped me every night for weeks to improve the platform and have everything that WE wanted to see in this platform I hope everyone could support us in our mission to become one of the greatest cto’s from letsBONK Being one of the longest running cto’s (8 weeks) and releasing utility while trying to involve EVERYONE in the $BONK eco is what this whole PVE vision is about FYI 73,801,795.46 of $bonker has been burned (7.3%) PRIOR to the release of the platform, I will use this number for reference moving forward with our burns $bonker out CmJWm7B9JrqA5145bCqXMzVDbGfdhaJfVCt474Sebonk

Yolo

13,302 views • 1 year ago

openai and anthropic probably have terrible sales reps they're talented, but they've never actually had to sell anything. ben horowitz said it best in a recent conversation: "right now with openai and anthropic, everybody wants to buy ai. they're already predisposed to buy." that's order-taking, not selling. let's zoom in on this distinction. 1) the order-taker problem cloudflare's CEO admitted in 2023 their product was so good that "many of our sales team succeeded largely by just taking orders." deals were like "fish jumping right in the boat." then the economy shifted and they fired 100 salespeople who'd contributed just 4% of new business. when your product sells itself, mediocre reps look like rockstars. they crush quota, win the president's club, and get promoted into leadership. nobody knows they can't actually sell until the fish stop jumping in the boat. 2) why hard sells matter ben won't shut up about ptc, a 90s cad/cam company. the product "wasn't that great." "the windshield wiper didn't work." but that forced discipline. you had to map accounts systematically, lay traps for competitors, and build airtight technical cases. his favorite hire was ryan gabrisco at databricks, who came from a company selling secure ftp as a public company. think about how good you have to be to make quota selling that. when ben hires sales leaders, he looks for people from companies where the product was hard to sell because that's the only way to test if someone can actually sell. 3) what happens when markets turn every hot market eventually cools. i'll give you a few examples. salesforce in 2001. facebook ads in 2012. aws in 2015. the order-takers got exposed every time. modern AI sales reps don't know how to qualify prospects who aren't already sold or how to systematically lock out competitors or how to build pipeline when inbound dries up. ben's story about hiring at Okta: two candidates, one super enthusiastic, the other said "let me talk to your customers first." ben told the ceo: "you want the guy qualifying YOU. that's what good salespeople do." 4) openai scaled their sales team from 10 to 500 people in under two years. anthropic is scaling fast too. but how would anyone know if they're good? you can't test sales ability when customers are lined up begging to buy. when real competition arrives, the kind where enterprises have three viable options and care about pricing, support, and vendor risk, AI companies will discover which GTM leaders can actually sell and which ones were just processing waitlists. 5) how to hire right if you're building a GTM team right now, think like a value investor. resumes don't matter. look for human capital that the market has significantly underpriced. someone who's had to sell a product that didn't sell itself, someone who's built discipline through necessity, not abundance (no order-takers). find the person who sold enterprise software at a company nobody's heard of. find the person who had to fight for every deal because the competitor was already embedded in the account. the person who figured out how to systematically lock out competition even when they were the underdog. those skills matter. for AI companies, the question is whether they can close deals when the market shifts. because when inbound dries up (it always does), you'll discover who can actually sell.

Courtne Marland

250,573 views • 3 months ago

The “everything palette” has been in the back of my mind for years. I feel that, when correctly automated, it demonstrates an important property of a GUI system, which is an internal interface represented structurally (a common substrate by which all higher level interfaces communicate), and several projections of that interface to higher level interfaces (GUIs, CLIs, hotkeys), such that the internal interface is not substantially duplicated in the projections themselves. Thus, small changes in the internal interface representation immediately and automatically reflect in all such projections. All information for a new setting, for example, is simply expressed in one location, and all interfaces which could access that setting immediately can do so. That setting is automatically accessible in the associated right-click menus, the CLI, hotkeys, and the everything palette. This is because those higher level interfaces are truly *projections* of the underlying interface—they are driven using, in effect, type information of the underlying interface, rather than being special cased to the particulars of the interface (and thus needing to be extensively updated any time the internal interface is changed). The need for this in UI programming is usually first encountered with hotkeys. You write some user interface, and now you need to associate hotkeys—an entirely separate (physical) interface—with the same functionality that your software user interface exposes. You can implement this by, in effect, duplicating the internal interface in both a hotkeys path, and a GUI path. But this is far from ideal for obvious reasons. The debugger by nature enforces this design constraint (GUIs and hotkeys), along with many others, and so it pushed me to follow this to its natural conclusion. A debugger needs to offer an IPC CLI interface for the same commands and features that the main program does. Data in the debugger is already projected in a wide variety of ways—breakpoints can show up in a source view, a disassembly view, a memory view, and a breakpoints list view. My work on the RADDBG visualization engine (driven ultimately by the “watch window” interface—at its limit, a general sparse tree viewer/editor) pushed this even further—you want interfaces to be available through a watch tree evaluation language, as well as several GUIs, and the CLI, and hotkeys. I’ve now finally got the internal systems to the point where they are roughly satisfying all these constraints, and this made the “everything palette” a very simple and natural extension to the system.

Ryan Fleury

22,249 views • 1 year ago