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I am planning to build a local ML workstation with the following spec: [https://uk.pcpartpicker.com/list/4XsNDj](https://uk.pcpartpicker.com/list/4XsNDj) including:
* **CPU:** AMD Ryzen 9 9950X (16-core, Zen 5)
* **RAM:** 128 GB DDR5 (2×64 GB)
* **GPU:** NVIDIA RTX 5070 Ti (16 GB VRAM)
The goal is to support the following:
* Use **Python + Numba** to generate training data (e.g. \~500K rows, 10–20 features), mostly compute-bound with a lot of matrix–vector multiplications, loops, and linear algebra (BLAS/NumPy). I usually run these in parallel using ProcessPoolExecutor or ThreadPoolExecutor.
* Train models locally with XGBoost (CPU-heavy) and neural networks using TensorFlow or PyTorch (GPU)
Originally, I was considering waiting for the NVIDIA DGX Spark, but after some digging, I understand that:
* Ryzen (x86-64) likely benefits from many years of software tuning in NumPy, Numba, BLAS, and Python ML libs;
* GRACE (Arm) architecture may not yet have the same level of performance for these compute-heavy workloads.
I would be grateful for any feedback, especially if you have worked on similar projects locally.
* Are there any hardware bottlenecks I should expect?
* Is the 5070 Ti sufficient for such moderate-sized NNs?
* How well does the Ryzen hold up for these intensive CPU-bound preprocessing tasks?
Thanks in advance. | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9DbVhRcE9sZEplTUI5MXRlZWVWWlZIWnZZZjBHTWVIZzh1alFiMWJxbTlKR3BuTnZVVFRscnV5U29id3oyeWRCbVlId2xMcWFSU1hmTWNNTVpFakVHN21kU2c9PQ== | Z0FBQUFBQm9DbVhRcExzeGM0SVJaNGd3SDl2QV9VeExIcU9CQ01SZFhkRDVPbmFESjl3eFNHNUs5Zk9HcTFQTEdzeG1rX09USTF0U2R0ZHhnc2JfVm13RFZGcGtGeDNnS1hmTVMzY25ma1ZEUFU2VlJVZG4tX25oV0ppbThteTNXOTF2eV9ydTF2SFFITnJ5Z2swWkZxajh6bTBLUUFBTmVRZlR5UV9xOHJpNXQzR1hteENrd3RobkVLaW1UT3J0Xzd6b3REdWJfc0FiNmNCdFVRQ3B3V01GSXNuNVVZdmhoQT09 |
When I first wrote about ASTS [4 years ago](https://www.reddit.com/r/wallstreetbets/comments/o0czbg/dd_asts_a_binary_bet_with_deep_space_value/), it was the first DD on the stock to appear on this subreddit. I told you to dismantle your grandparents porch to sell the top of lumber and buy the stock. I was kinda right but also terribly wrong as you can see in my [gain post here](https://www.reddit.com/r/wallstreetbets/comments/1ewg3t9/conviction_or_mental_illness_you_decide_asts/). Now I am older, wiser, richer, and with a hotter wife and better DD. So settle in and learn something. Or don’t, it’s whatever. When you last ignored me there was one key point in the ASTS Investment Thesis:
1) ASTS Wholesale Model gives them access to billions of customers and thereby revenue.
* All Satellite companies (save for SpaceX’s Starlink) have failed because they cannot effectively monetize their service. Technology isn’t a problem, it’s the go-to-market strategy which fails. ASTS has solved this with its wholesale model working with existing telecoms under the FCCs rules for Supplemental Coverage from Space.
* Iridium was one of the most incredible engineering accomplishments in history, everyone who used it loved it. It was the only way calls could be made in NYC on 9/11, the only way to call out of New Orleans in Hurricane Katrina, it’s the first thing every person at the top of Everest reaches for, the list goes on.
* The problem is that Iridium couldn’t sell the service. It was expensive (for the specialized headset and by the minute in its use), people didn’t know it existed (Iridium were engineers not marketers), a market didn’t exist (maritime and remote villages and niche minute by minute sales does not a market make).
* ASTS solves this with its super wholesale model where AT&T, Verizon, Rakuten, Vodaphone, and others do all the marketing, all the sales, all the billing, and upsell their existing customer base for a service they want anyway (more on this later).
* ASTS does not need to find customers. Their agreements with the above give them instant access to 3B paying handsets overnight.
* ASTS does not need to sell the world a new device. Every cell phone just works.
That is the entire story that valued ASTS to its core investors since it started trading as a SPAC. While every single ASTS long term investor lost the love of their wives as the stock cratered to 1.98, the story changed. Five additional pillars have been layered on top of the above original thesis which makes me (and you if you are capable of reading) more bullish. They are as follows:
2) Military Applications Non-Communications Use
* The large array and patented technology have more uses than just communications with cell phones.
* They can be used as an alternative to GPS, for Missile Tracking, for PNT, and more.
* Any piece of military equipment that can accept a small wireless chip can use ASTS.
* The future of war is remote drone operations. They need connection. ASTS does that too.
* ASTS was awarded (through a prime contractor) a United States Space Development Agency (SDA) contract worth $43 million
* This is for 6 satellites for one year and paid out linearly.
* Fairwinds advertisement for the service shows ASTS communicating with existing Military Satellites.
* This award will likely be expanded as more satellites come into service.
* Hybrid Acquisition for proliferated Low-earth Orbit (HALO) program
* ASTS was awarded a starter contract as their own prime.
* The program can cover launch and parts costs on top of service payments.
* End game of this is ASTS use for missile tracking in the “Golden Dome” the Trump administration wants to build out.
3) European Monopoly / Satco Joint Venture with Vodaphone
* ASTS and Vodaphone created a joint venture for all of Europe where they will sell the service to other European Telcos. They will also be offering the service to the European Government much like the company is currently doing in the US.
* Importantly all the data will be sent and received entirely in the EU. All infrastructure will live in the EU. It will be an entirely European Company to be more marketable in Europe.
* All of this has happened as Elon is nuking his rep in Europe with “roman” salutes and threating to withhold Ukraine’s access to Starlink. People are realizing that Elon is not dependable, and they need alternatives. ASTS is that alternative.
4) The company has begun to acquire Ligado Spectrum to create their own data service which does not rely on the leasing of spectrum from AT&T and Verizon.
* This Ligado spectrum has been unusable in the past due to interference with GPS and military spectrum in nearby bands.
* Ligado was using this Satellite Spectrum as Terrestrial with FCC waivers unsuccessfully.
* ASTS brings value to this spectrum through its beam forming which results in no interference.
* Spectrum can be valued on a per mhz per population basis.
* At .40 - .80 /MHz-pop \* 40 MHZ \* 330M people in the United States we can value this spectrum at \~8Billion dollars.
* This is the entire Market Cap of ASTS as it stands today.
* The company is acquiring the exclusive use of this spectrum for far below this cost. (350M + 4.7M penny warrants + 80M / year + small revenue share)
* The value of spectrum based on previous auctions likely discounts the future value of spectrum based on the number of connected devices we will be seeing in the future. There is more upside than the $8B figure represents (see point 5Bi).
* ASTS does its own design and manufacturing and is already designing a new satellite to work with its Ligado spectrum.
* This deal closing will allow ASTS to sell capacity to its partners or offer their own service ala Starlink.
5) AI requires constant connectivity
* [Facebook is spending $10B to put fiber underwater for bigger pipes for their own data](https://techcrunch.com/2024/11/29/meta-plans-to-build-a-10b-subsea-cable-spanning-the-world-sources-say/?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAB9Zn-QxaAgZypcTXZnX7qnT_XW8Gtm4Lo4e7AnQZD3d-HkWV24RLmg0B_RTon33a68Fc4NrzIVFSP-WXsOWjJOjFeE1wLz0KSRP2ZuVXG6ExThE5kmYcSVrb7JhUouBqIV1sWg4g1T-G7jWRobaSH1MIwaH3ANKhUl_xh4xsg7X). That’s all that you need to know about where the biggest companies believe data is going with the introduction of AI. ASTS solves this and blankets the entire earth with data connectivity (albeit with less speed).
* However, building this giant globe spanning fiber still does not solve the issue of connectivity in the outer reaches of the planet. This is just for the easily accessible areas meaning ASTS still provides value in data delivery which may be of use to companies like Facebook.
* Autonomous AI Agents need connection and backup connections to operate. Data delivery in all corners of the world matters to make use of AI.
* Think of every time you have paid $20 for internet on a plane. You need it access to data too, even if you think AI doesn’t (it does).
* Consider the number of connected “things” you have now. Airtags, smart watches, phones, laptops, cars, trucks, fucking killer drones from Palmer Lucky, farm equipment, doorbells, your wife’s WiFi Dildo that actually makes her cum unlike you, your WiFi buttplug, etc. All of this adds value to the ability to reliably deliver internet to all corners of the planet. That is ASTS’ market.
6) Space is strategic
* When I first wrote about the company I thought Elon and Bezos were just playing with the new billionaires toy of rockets. It turns out they were just one step ahead of the game. Space is strategic and having access to your own internet is incredibly valuable given the need for constant connection with AI. They know this and are leveraging their launch capacity to build out their own private internet.
* ASTS benefits from an increase in launch capacity by having these billionaires fight for ASTS billions of dollars in launch costs. ASTS can essentially play king maker. Every dollar which goes to Blue Origin isn’t going to SpaceX and vice versa. ASTS future launch cadence with its \~150 launches represents billions in launch costs. They can make the below fight for the lowest cost to get this future business. Note: ASTS already has agreements for 60 launches into the end of 2026. At 20 satellites the company expects to be at cash flow breakeven.
* Don't bet against the below. The Space Trade will come.
* Elon Musk – Starlink SpaceX
* Jeff Bezos – Blue Origin New Glenn Kupier
* Eric Schmidt – Relativity
* Peter Beck – Rocket Lab
* Abel Avellan - ASTS
Before one of you morons say “waaaaaa but what about starlink?” shut the fuck up and get out of my DD. Thanks. Starlink proper does not speak to cell phones which is why they require end users to have a dish or a mini dish to use their service. Their direct to cell solution with T-Mobile is not purpose built and has failed to deliver simple text messages. Take some time to read reviews of their service. It is complete shit and has no hopes of delivering broadband speed like ASTS without a complete redesign (which is probably difficult given that their lead engineer for D2C just left the company. Not a great look innit?). Alright with that out of the way we can continue. The rest of this writeup I completed for school and is a technical writeup of the company. Enjoy or whatever. There is very little information about the business valuation because I am not smart like that (or in any other way but neither are you). **If you want to know more**, read u/thekookreport ‘s DD [document](https://www.kookreport.com/post/ast-spacemobile-asts-the-mobile-satellite-cellular-network-monopoly-please-find-my-final-comp). ***It is incredible and if you take the time to read it you might have the conviction required to acquire generational wealth. Good luck!*** Anyways here ya go bud:
**Company and Industry Background**
AST SpaceMobile (ASTS) is pioneering direct-to-device satellite connectivity, enabling standard, unmodified smartphones to connect directly to satellites for broadband cellular service. This groundbreaking technology positions ASTS uniquely to deliver global mobile broadband coverage, especially in areas lacking traditional terrestrial infrastructure. Through large, powerful phased-array antennas deployed on satellites in low Earth orbit, ASTS creates "cell towers in space" which provide seamless connectivity without the need for specialized satellite phones or additional equipment like satellite dishes.
Globally, approximately 2.6 billion people lack internet access (World Economic Forum), primarily due to economic barriers in deploying terrestrial networks in remote or sparsely populated regions. ASTS addresses this significant digital divide by allowing these individuals to access broadband services using any existing smartphone.
*According to Groupe Speciale Mobile Association (“GSMA”), as of December 31, 2024, approximately 5.8 billion mobile subscribers are constantly moving in and out of coverage, approximately 3.4 billion people have no cellular broadband coverage and approximately 350.0 million people have no connectivity or mobile cellular coverage*.
There are approximately 6.8 Billion smartphones in the world all of which would be compatible with ASTS service on Day 1 without any modifications required as their service purely mimics existing GSMA service. As global connectivity becomes increasingly essential, particularly with the rapid expansion and integration of artificial intelligence, the value of ASTS grows exponentially.
ASTS strategically targets underserved regions in both developed and developing markets, focusing on areas where conventional terrestrial infrastructure is economically impractical or geographically challenging. The company's approach aligns with the FCC's Supplemental Coverage from Space (SCS) framework (FCC-23-22A1), which outlines the means of providing cell phone coverage from space and necessitates spectrum leasing agreements with established Mobile Network Operators (MNOs). Recognizing this requirement, ASTS has secured strategic investments from industry leaders such as Google, AT&T, Verizon, American Tower, and Vodafone. These investments validate ASTS's technological and business approach, simultaneously offering traditional MNOs a beneficial partnership. Operators like AT&T and Verizon benefit by monetizing their spectrum in otherwise unused regions. This also benefits MNOs and American Tower by effectively hedging their terrestrial tower businesses against the propagation of space-based service and maximizing existing assets and valuable spectrum.
Unlike conventional satellite phone providers or systems such as Starlink and Project Kuiper, which compensate for smaller satellite footprints by relying heavily on extensive ground infrastructure, ASTS's design is distinct. It employs significantly larger satellite antenna arrays, enabling direct communication with regular mobile phones without modifications. The large antennas generate a robust, "loud" signal from space, capable of directly reaching unmodified consumer devices—contrasting sharply with traditional satellite phones, which rely on devices actively searching for faint satellite signals. Additionally, ASTS's larger arrays dramatically reduce the total number of satellites needed for global coverage. For instance, while Project Kuiper plans to deploy 3,236 satellites and Starlink already operates over 8,000 satellites, ASTS aims to achieve global coverage with approximately 168 satellites. This not only optimizes efficiency but also addresses growing concerns about orbital congestion and space debris.
The wholesale go-to-market strategy adopted by ASTS leverages existing customer bases from mobile network operators, providing a significant competitive advantage. Unlike previous satellite endeavors, such as Iridium—which faced challenges not with technology but with market adoption due to high costs and complex marketing—ASTS offers a straightforward, accessible solution that integrates seamlessly with existing mobile ecosystems. The model ensures rapid adoption and scalability, delivering reliable broadband service globally without the barriers encountered by traditional satellite communication providers.
To further enhance customer accessibility and peace of mind, ASTS offers flexible pricing options such as day passes and affordable monthly fees, ensuring users remain consistently connected wherever they travel. This model caters to the growing expectation of constant connectivity, as increasingly more devices—including cars, smartwatches, location trackers, and other IoT gadgets—rely on continuous internet access. Consumers regularly demonstrate willingness to pay for reliable connectivity, just think of every time you have paid or considered paying $24.99 for in-flight Wi-Fi.
*In fact, early findings show nearly two-thirds of subscribers are willing to pay extra \[for satellite connectivity\], with about half open to \~$5/month for off-grid connectivity*
https://preview.redd.it/686tx10740we1.png?width=805&format=png&auto=webp&s=76569830d31ca62109df32d826f844acd3d24de5
**Source(s) of innovation**
When a cell phone initiates a call or sends data, the signal travels through an uplink from the device to the nearest cell tower. At the tower’s base station, this signal is processed and forwarded through a high-capacity connection known as backhaul, typically via fiber-optic cables or microwave links, toward the network core. The network core functions like the network's brain, determining the signal’s destination and routing it accordingly. From the network core, the call or data is directed out through the appropriate aggregation points and backhaul connections toward the recipient’s nearest tower. At this final cell tower, the signal is sent via a downlink directly to the receiving user’s phone, completing the communication.
https://preview.redd.it/p4kc3cr740we1.png?width=493&format=png&auto=webp&s=fe5eb433f21ef132dd8abc60d8216506e65c150b
In contrast, ASTS' approach replaces traditional cell towers and terrestrial backhaul infrastructure with satellites positioned in low Earth orbit. When a phone communicates with AST's BlueBird satellite, the uplink signal travels directly from the user's phone to the satellite itself, acting as a "tower in space." The satellite processes and beams the signal back down to strategically located ground gateways that connect to the terrestrial network core, bypassing the extensive network of ground towers and traditional backhaul. The core network then routes the call or data to the recipient, either via terrestrial towers or via another satellite beam. This approach effectively removes geographic barriers, delivering cellular connectivity even in remote or underserved areas where traditional terrestrial infrastructure is unavailable or economically impractical.
https://preview.redd.it/xwbphlj840we1.png?width=466&format=png&auto=webp&s=d87b8e32dabc983d52690b9cc247a75357722035
Starlink has recently gained significant attention with its high-profile Super Bowl advertisement showcasing their satellite texting offering with T-Mobile, bringing public awareness to direct-to-device (D2D) connectivity (Mobile World Live). However, despite this increased visibility, Starlink faces inherent technological limitations in its beam-forming capabilities. The satellite's antennas generate broad, flashlight-like beams that cover large geographical areas but lack precision. This approach leads to increased interference with neighboring networks and limits Starlink's ability to efficiently reuse spectrum, ultimately restricting network capacity and data throughput for individual users.
Starlink's beam design contrasts sharply with more advanced D2D satellite systems that utilize precise, narrowly-focused beams to minimize interference and maximize spectrum efficiency. Due to Starlink's broader beam coverage, each satellite can serve fewer distinct user groups simultaneously, which reduces overall service quality and speed per user. As a result, while Starlink's high-profile marketing has drawn consumer attention to satellite-based mobile connectivity, its practical applications remain constrained, particularly in densely populated or interference-sensitive areas where efficient beam management and high throughput are critical.
Comparatively, ASTS employs significantly narrower, laser-focused beams enabled by their large phased-array antennas, as detailed in FCC filings (FCC 20200413-00034). ASTS satellites can generate beams as narrow as less than one degree, precisely targeting coverage areas and significantly reducing interference. In contrast, Starlink’s FCC filings (FCC 1091870146061) indicate beam widths that can span tens or hundreds of kilometers, with antenna gains around 38 dBi, resulting in broader coverage but increased interference and reduced spectral efficiency. ASTS's advanced beam-forming capabilities allow for precise, efficient frequency reuse and higher overall throughput per user, providing a notable advantage over Starlink in both performance and spectrum management.
https://preview.redd.it/xgl7egn940we1.png?width=600&format=png&auto=webp&s=b23b49ff581a6570c470fb5666a6006417d6fd50
https://preview.redd.it/cfcf2mka40we1.png?width=541&format=png&auto=webp&s=cedc4388c33eef2189cebc720f5327cdf5091649
The top image taken from FCC Filings represents the antenna pattern for ASTS' system, akin to a laser pointer, with a very sharp, narrow central beam and significantly lower sidelobes. This tight focus ensures the energy is highly concentrated, minimizing interference with other areas and maximizing the signal strength in the intended coverage zone. Conversely, the bottom image illustrates Starlink's broader beam pattern, similar to a flashlight, with a wide central lobe and substantial sidelobes. The broader distribution of energy leads to greater interference and less precise coverage, reducing overall network efficiency and limiting the achievable throughput per user.
ASTS innovation is best shown in their extensive patent portfolio some of which protect this signal creation.
https://preview.redd.it/fzqf4ijb40we1.png?width=919&format=png&auto=webp&s=2112a61c00314bf51eb1de3a0837501f7067bc96
ASTS utilizes significantly larger satellites featuring advanced phased-array antennas that unfold in orbit, allowing them to generate stronger and more precise signals directly to standard mobile phones. The satellite itself employs a straightforward "bent pipe" design, which simply receives signals from phones and redirects them toward ground gateways without complex onboard processing. The sophisticated management of signals is handled by ASTS's proprietary software on the ground, ensuring seamless integration with existing mobile carrier networks and compatibility with current and future mobile technologies (including 6G). We can examine some key patents from the company to gain a better understanding of their technology advantage:
**Mechanical Deployable Structure for LEO:** This patent covers AST’s deployment mechanism for its large flat satellites. The satellite’s antenna array is made of many square/rectangular panels (with solar on one side and antennas on the other) hinged together with spring-loaded connectors. These stored-energy hinges (often called spring tapes) automatically unfold the panels into a contiguous flat array once the satellite is in space, without needing motors or power to do the deployment. In essence, the satellite launches compactly folded up, and when it reaches orbit, it pops open on its own like a spring-loaded blanket. This is a core enabler for ASTS business: it allows them to fit a very large antenna into a small launch volume and reliably deploy it in orbit. The self-deploying design reduces complexity and points of failure (since fewer motors or controls are needed), lowering launch and manufacturing costs. Successfully deploying a massive antenna is critical for AST’s service capability.
https://preview.redd.it/7iewd2jc40we1.png?width=823&format=png&auto=webp&s=6561e0f1bf475df91dddb0b405ce48f860b72ad4
**Integrated Antenna Module with Thermal Management:** This patent describes the flat antenna module that integrates solar cells and radio antennas into one structure and includes built-in cooling features. In simple terms, each panel on ASTS satellite serves as both a power source (via solar cells) and a communication antenna, while also dissipating its own heat. This means the satellite can be made up of many such panels tiled into the huge antenna array above without overheating. This innovation allows ASTS to deploy very large, power-efficient antennas in orbit, enabling stronger signals and broad coverage for mobile users without the weight or complexity of separate cooling systems.
https://preview.redd.it/igtsmgfd40we1.png?width=392&format=png&auto=webp&s=46f9469918898ad963dcaab50aa229f2ce8ffdc1
**Dynamic Time Division Duplex (DTDD) for Satellite Networks:** This patent introduces a smart timing controller that manages uplink and downlink signals so they don’t collide when using time-division duplex (TDD) over satellite. In layman’s terms, because satellites are far away, signals take longer to travel – this system dynamically adjusts when a phone should send vs. receive so that echoes of a transmission don’t interfere with new data. For ASTS, this technology is crucial: it lets standard mobile phones communicate seamlessly with satellites by fine-tuning timing, which improves network reliability and throughput. Without this patent the time between uplink and downlink would result in loss of signal as normal cell signals are not used to the latency experienced in space travel.
**Geolocation of Devices Using Spaceborne Phased Arrays:** This patent outlines a method for pinpointing a phone’s location from space using the satellite’s phased-array antenna. The satellite first uses its multiple beams to get a rough location (which cell or area the device is in), then refines the device’s position by analyzing Doppler shifts and signal travel time. The satellite can not only talk to your phone but also figure out where you are by how your signal frequency changes (due to motion) and delays, similar to how GPS works but using the communication signal itself.
**Direct GSM Communication via Satellite:** This patent covers a solution that allows standard GSM mobile phones (2G phones) to connect directly to a satellite. The system involves a satellite with a coverage area divided into cells and a ground infrastructure that includes a feeder link and tracking antenna to manage the connection. A primary processing device communicates with the active users’ phones, and a secondary processor adjusts timing delays for all the beams/cells. This tricks the GSM phones into thinking the satellite is just another cell tower by handling the long signal delay.
https://preview.redd.it/f8er6l9e40we1.png?width=777&format=png&auto=webp&s=abca83f58c82d29a8223d56ad0a26db503aecf2e
**Network Access Management for Satellite RAN:** This patent describes a method to efficiently handle when a user device first tries to connect to a satellite-based radio network. The idea is to use a single wide beam from the satellite to watch for any phone requesting access across a large area of many cells. Once a phone’s request is detected in a particular cell, the system then lights up that cell with a focused beam (and can broadcast necessary signals to other inactive cells as needed). Essentially, the satellite first yells “anyone out there?” over a broad area, and when a phone waves back, the satellite switches to a more targeted conversation with that phone’s sector. This on-demand beam switching is business-critical for ASTS: it conserves power and spectrum by not constantly servicing empty regions, allowing one satellite to cover many cells efficiently. It means the network can support more users over a wide area with fewer satellites, lowering operational costs and improving user experience by quickly granting access when someone pops up in a normally quiet zone.
**Satellite MIMO Communication System:** This patent describes a technique for using multiple antennas on both the satellite (or satellites) and the user side to create a MIMO (multiple-input multiple-output) link for data. In simple terms, the base station on the ground can send out multiple distinct radio streams through different satellite beams or even different satellites to a device that has several antennas. By doing so, the end user (if capable, like modern phones with multiple antennas) can receive parallel data streams, boosting throughput.
**Seamless Beam Handover Between Satellites:** This patent deals with handing off a user’s connection from one low-Earth-orbit satellite to the next to avoid dropped calls or data sessions. It outlines a system where an area on Earth (cell) that is covered by a setting satellite (one moving out of view) is also in view of a rising satellite. The network uses overlapping beams: one satellite’s beam and then the other’s beam cover the same cell during handover. A processing device orchestrates two communication links and switches the user’s session from the first satellite to the second as the first goes over the horizon.
**Types/Patterns of Innovation**
**Initial Testing**
AST began its journey in 2019 with modest yet creative experiment. Their first satellite, BlueWalker 1 (BW1), placed the components of an everyday cell phone into space as a nanosatellite developed in collaboration with NanoAvionics. Instead of the conventional and costly approach—launching a satellite to communicate with ground-based phones, AST reversed this arrangement. They connected a cell phone in orbit with a specialized ground-based satellite (BlueWalker 2). This unusual yet insightful solution significantly reduced the initial costs of launch deployment, enabling rapid and cost-effective R&D. This approach was innovative both economically and operationally, demonstrating practical, real-world viability of their core concept.
https://preview.redd.it/hkwipmdf40we1.png?width=586&format=png&auto=webp&s=e5c9f53577d14b69f873d75c4a3e98bfd039c361
**Funding and Expansion**
Early on, the company attracted strategic backing from the telecom industry. In 2020, a Series B round of $110 million was led by Vodafone and Japan’s Rakuten, with participation from Samsung, and American Tower signaling broad industry confidence in AST’s direct-to-phone satellite technology. Importantly, during this time these investors did their own due diligence on the business and verified the work up to this point and the business case. Rather than a traditional IPO, ASTS utilized a SPAC merger to go public: in April 2021 it merged with New Providence Acquisition Corp., raising a total of $462 million in gross proceeds including $230 million from a PIPE investment by Vodafone, Rakuten, and American Tower.
**BlueWalker 3 Satellite**
With SPAC funding secured, ASTS increased their R&D spend to launch a fully functional satellite, BlueWalker 3 (BW3), featuring the largest phased-array antenna ever deployed in space (save for the international space station). The satellite was approximately 700 sq ft, roughly the size of a one-bedroom apartment. BW3 employed Field Programmable Gate Arrays (FPGA), enabling in-orbit software upgrades and flexible testing to allow changes not captured with BW1 to be complete after launch. Successful demonstrations of BW3's capability included groundbreaking tests such as the first-ever 5G video call from space to an everyday smartphone in Hawaii, validating their ability to deliver advanced broadband connectivity directly from orbit.
**BlueBird Block 1**
In September 2024, AST took critical steps toward commercialization with the launch of their first commercial satellites BlueBirds 1 through 5 (Space.com). These satellites further tested vital functionalities, including seamless handoffs between satellites, a key requirement for global continuous connectivity. These launches were strategically significant, marking the transition from proof-of-concept to scalable commercial operations. Demonstration video calls were conducted and announced through MNO partners Vodafone, AT&T, and Verizon for testing AST’s technology in real-world networks. These tests were the result of the FCC granting a Special Temporary Authority (STA) to the company. This was particularly significant given its alignment with the broader regulatory landscape under the new FCC commissioner Brendan Carr (Trump Appointed) which shows the regulatory and market acceptance of AST's innovative business model. Further, this removed the Elon Musk sized elephant in the room wherein Starlink was thought to be the only satellite gaining the approval under the new administration.
https://preview.redd.it/eug6ardg40we1.png?width=655&format=png&auto=webp&s=0ae60b0b69faf8b96915df1273f762cef6232861
**Next-Generation ASICs**
AST is also innovating on hardware performance through development of next-generation Application-Specific Integrated Circuits (ASICs). Replacing initial FPGA implementations, these ASIC chips promise a 100x increase in data throughput (as in total data deliverable). This dramatic efficiency improvement increases future satellite capabilities and economic performance, making their network even more attractive for commercial deployment.
**Next-Generation Satellites**
AST’s innovation continues with BlueBird 2 (BB2), a significantly scaled-up satellite design of 2,400 sq ft. Incorporating next-gen ASIC technology, these satellites represent a major leap forward in performance and capability, scheduled to be launched through agreements with Blue Origin, ISRO, and SpaceX. Through increased size and performance from the ASIC, ASTS intends to increase the 30mbps download speed represented by Block 1 to 120 mbps in future iterations of their technology. By the end of 2026, AST aims to have a constellation of approximately 60 satellites in orbit, bolstered by substantial financial backing with over $1 billion in available capital.
**Strategic Spectrum Acquisition**
See above Ligado. At character limit.
**Military and Government Partnerships**
Recognizing strategic opportunities, AST has advanced their military use cases, positioning its technology as a solution for the U.S. Department of Defense and Space Development Agency (SDA). With their satellite constellation able to integrate seamlessly with existing military satellite communication (MILSATCOM) infrastructure AST becomes highly relevant for sensitive government applications such as missile tracking, asset monitoring, and secure communications. A recent $43 million SDA contract further highlights AST’s alignment with national security interests and confirms their technology’s strategic importance.
*As part of the U.S. Space Force, SDA will accelerate delivery of needed space-based capabilities to the joint warfighter to support terrestrial missions through development, fielding, and operation of the Proliferated Warfighter Space Architecture.*
https://preview.redd.it/wo72i4ih40we1.png?width=670&format=png&auto=webp&s=dfcb2d233638254aaa7e9b114c9ffb64251c1bb0
**Definition of “Value-added” for the Firm’s Products/Services**
**Resilience in Disaster Response**
One of the most compelling advantages of a space-based cellular network is its resilience during disasters. When hurricanes, wildfires, earthquakes, or other natural disasters strike, terrestrial infrastructure often fails. Cell towers can be knocked out by storms or burned in wildfires, leaving first responders and affected communities without communication exactly when it’s most needed. ASTS satellite technology adds a crucial layer of redundancy: even if ground towers are down, the network in the sky and a single base station anywhere in the country remains operational. This capability can be life-saving in emergency scenarios.
ASTS has been working closely with AT&T to integrate its system with FirstNet, the dedicated U.S. public safety network for first responders. FirstNet, built by AT&T, provides priority cellular service to police, firefighters, EMTs and other emergency personnel. By extending FirstNet into space, ASTS ensures that first responders stay connected in real time, anywhere. The value added by ASTS in disaster response is clear: persistent coverage when conventional networks fail.
**Cost Efficiency Compared to Subsea Cables**
Building out global internet connectivity has traditionally meant expensive infrastructure projects, such as undersea fiber-optic cables to connect continents. These projects involve enormous capital expenditures and long deployment timelines. ASTS' approach – launching a constellation of low Earth orbit satellites – presents a potentially more flexible and cost-efficient path to worldwide broadband coverage. A rough cost comparison highlights this difference in strategy and scalability. ASTS plans to deploy a complete constellation of 168 satellites to achieve global coverage. Each satellite in AST’s “BlueBird” series is estimated to cost on the order of $20 million to build and launch.
*Brian Graft, Analyst, Deutsche Bank: Anything on the cost per satellite? Has that changed at all? Are you still in that $19,000,000 to $21,000,000 range? Abel Avellan: No. Yes, we’re not changing the guidance on cost per satellite*
https://preview.redd.it/ekodb1pi40we1.png?width=824&format=png&auto=webp&s=03caa476262231e043b928ceacdee51a854d05d0
It’s important to note that satellite broadband isn’t a wholesale replacement for fiber in terms of raw capacity – major cables can carry tremendous data volume at very low latency along their fixed routes, which is vital for the core internet backbone. However, from a business strategy perspective, ASTS' satellites offer a more economical way to extend the “last mile” of connectivity to users who would otherwise require huge investment to reach.
**Enabling Always-On Connectivity for Emerging Technologies**
Beyond simply connecting people, ASTS' continuous global coverage unlocks critical opportunities for emerging technologies that depend on uninterrupted internet access. For AI agents and cloud services, constant connectivity is essential. Autonomous robotics, including self-driving cars, drones, and agricultural robots, similarly benefit from AST’s satellite service, ensuring seamless operation even in remote areas beyond traditional cellular coverage.
**Strategic Independence and the European D2D Initiative**
See Above SatCo JV with Vodaphone. Need to cut word count.
**Wholesale Model**
NomadBets twitter shows the breakdown of subscriber potential with ASTS. This is where revenue will blow out all expectations.
https://preview.redd.it/6lr5z0xo40we1.png?width=1586&format=png&auto=webp&s=6c48c2596ef8e077b391cf1ac8121122604a86d8
ASTS competencies are built around its ability to design, manufacture, and deploy large and powerful satellites optimized for direct-to-device (D2D) connectivity. All of which are critical for maximizing signal strength, bandwidth, and data throughput directly to everyday smartphones. AST's expertise in large arrays is particularly advantageous, as bigger (and thereby heavier) arrays translate directly into stronger signals, increased power generation, and significantly improved data speeds to user devices. ASTS requires just 168 large satellites for global coverage, compared to 3,236 for Amazon's Kuiper and over 8,158 for SpaceX's Starlink, this greatly reduces CAPEX, collision risk, launch risk, and replacement costs for AST. With all this in mind, AST benefits greatly from falling launch costs enabled by leading space-launch providers such as Blue Origin and SpaceX. This is best displayed as a year-over-year pricing trend of launch vehicles on a per-kilogram basis:
https://preview.redd.it/4czj2u8q40we1.png?width=975&format=png&auto=webp&s=6b1dc9937bf0e7f1da432fb69857d50618053670
As launch providers increasingly offer higher-capacity rockets at reduced costs, ASTS uniquely benefits from its strategy of deploying fewer, heavier satellites with large, high-performance antennas rather than numerous smaller satellites. The first successful flight of Blue Origin’s New Glenn rocket notably demonstrated its capability to carry up to eight of AST’s Block 2 satellites simultaneously, providing a clear cost advantage. Likewise, SpaceX’s Falcon 9, recognized globally for its reliability and affordability, can accommodate four Block 2 satellites per launch. Additionally, the progress on SpaceX’s Starship program offers further promise, potentially unlocking even greater launch capacities at lower costs.
AST's operational competencies are further strengthened by its vertical integration.
*Approximately 95% vertically integrated for manufacturing of satellite components and subsystems, for which we own or license the IP and control the manufacturing process*.
By controlling its own production processes and intellectual property, AST not only reduces dependency on external suppliers—mitigating geopolitical and supply-chain risks—but also achieves superior cost efficiencies and quality control. This vertical integration is crucial at a time when the United States is prioritizing domestic capability in strategic industries like space technology, positioning AST favorably to benefit from increasing governmental support and protective policies.
The company's production strategy is robust and ambitious, with AST targeting a monthly production rate of six satellites at its Texas factory. This consistent cadence enables rapid scaling and timely replacement of satellites, ensuring continuous, reliable service for customers. Given rising geopolitical tensions, particularly concerning competition with China in space exploration and technology, AST's fully integrated, U.S.-based manufacturing operation places it strategically to capitalize on potential government partnerships or contracts aimed at strengthening domestic space capabilities.
**Organizational Structure/Culture/Leadership**
This section was about the leadership team of the company. It is just regurgitated from their own website and is not really valuable. Here is all you need to know: the CEO Abel Avellan is a certified bad ass. He has had a successful exit from his first company EMC and used that cash to fund this company. He takes no salary, he doesn’t have a crazy stock based compensation that he extracts with, he is just a good dude who is aligned with the company and its investors. He doesn’t spend his day on twitter trying to impregnate Tiffany Fong. He has not lied about his ability to play Diablo or PoE2. We like Abel. You should too.
Positions Disclosure:
https://preview.redd.it/ra1e5a8v40we1.png?width=1435&format=png&auto=webp&s=9f600912d596eb2619a4a666c7b4b8b2ecfdf22f
| r/wallstreetbets | post | r/wallstreetbets | 2025-04-20 | Z0FBQUFBQm9DbVhRODFYc21mRDNVYTFOUDZqNEdMQ1pEMnNKSHh3N2hjcWF0QWR5SE9VQ0ZlRFF4dW1aV1pkTlp0MHVPQVh0a1BQeHU5OWZGblhHV2xSU25lVkFJek1RVVE9PQ== | Z0FBQUFBQm9DbVhRQy1IQUJiNGVOVWo3QUF5Y25TTmttcGxjZ2NkOGZJdU1yNkZ2WklXd3lHcmJQc3ZHRW5yTU5CQWk2d3RYQTJpMVVaOXpVMENrOXBwTGs3dE5XMDRTVHdRVV9zY1VLb043cTlvLWYzRFdQTjJETjNtVWNsdExjUjBkR0NBNDdYTGExVjgybzdUTG5NTllVWUxtNHRUdGVSUFpDNFVGcVNsemFmREM3UUEzUzBJejAyeTdnOEVDaWZ5eTNGaUs5NzlO |
Hi peeps,
I was thinking really hard about contributing to a open source project (being a beginner and all, yeah) but suddenly it striked me, is it still valuable/relevant?
I mean, yes, contributing by understanding the thing takes you long way but aren't there already people contributing a ton using Agents and other AI tools available without knowing the project properly?
Just want to know if it's worth it to contribute by losing many days of sleep or is it just use the AI, contribute, use it in resume, move on??
Please help me in deciding.
Thanks in advance. | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRclAzbDVsV2thaFJweVZoY081MnEwREtqQ3VqeTh5UDNybE1CMEhrSHlZSVJKSS05LUIzY3dWaHVNMF9waVVlVGpTUlRNREVrSGk5aGFMZVVsZmI3Nmc9PQ== | Z0FBQUFBQm9DbVhRU28ycUp4eGhYVE91TVdHWDhDQ3daUkxhZ0ZqNVVEb3Y1VjlycmVxaTlIZkxHeFVtTm9xMUl0TjZxR0RjYlBtbGFtSjhJZGg3c1N5UDBHc0Zlbl9DSWhISUc1Y1lZR3BaMm95bl9wUWZZY05uUUpOeXBHYmVHRnhvdGR0NVpaOW8xUVQyTWtWbUxmOHF4ZTltMkxfdG9LVktzWFl5dmtuWXpHUFgzeTVCTzNjMUZ2eDJIYXl3aGgtUDJqRUdfbXRx |
Hey everyone!
I wanted to share a side project I've been working on called **openleaf** \- a super minimal browser-based rich text editor.
I needed a quick way to jot notes while browsing without installing apps or logging in. Similar to tools like Notion or Loop, but without any of the setup, sign-ups, downloads or bloat. I also wanted something which makes sharing these notes very easy.
**openleaf** works by just visiting any URL like [`openleaf.xyz/anything-you-want`](http://openleaf.xyz/anything-you-want) and typing. Content saves automatically, and you can return to the same URL later. It supports basic markdown shortcuts and has a command menu for formatting.
This is primarily for my personal use and definitely a hobby project with some bugs. I'll fix issues when I find time and will prioritize certain features if they gain traction or if there's demand to improve specific things.
I just wanted to put a word out for it if anyone else might find it useful. No signups, no downloads - just grab a URL and start typing.
If you want to check it out: [openleaf.xyz/info](https://openleaf.xyz/info)
The project is open-source if anyone's interested.
Let me know what you think. | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRZmk2Rnc5aS1JUTJwVWkzMmpacGFTNi1iS3dGcHFVZTlhOGY2OXRaeDRhcmJBM2llTUFPUWkySHk2NXRWTENYYjBYbVJXZ0QzYVlCWWxwTHhqRE9KOHc9PQ== | Z0FBQUFBQm9DbVhRZXRFQXFOMFlfNjBTUzZwYWVqbXhHYnVmUDNYODFQR2p1c2I3TVJfZW1ld1c4RldBN0J3cWpWS1FBRXlIa1RTVXJBQjBNUDBjSm5OLWkyNUFNNlY3VHU2cjhocjZUazZoaXhKcW14NXZqb1otY1JJVnhXeEJUUW9fMzQ5cUhEaTRqQmZBaF9WRFBlVmwzUk1kdGczalg2dklwbm85VEw1ZXNWUzhTb2FZemVMZ3pqSHQ2OG1odVg2Sm90Szlha29ndXAxcEFocXJqbnVIc1FUMThmUGVWQT09 |
Nvidia hasn't released the white-paper for DC Blackwell yet, and it's possible that they never will.
There are some major differences between the two that I haven't seen being discussed too much and thought would be interesting to share.
Datacenter Blackwell deviates from consumer Blackwell and previous GPU generations in a pretty significant way. It adds a specialized memory store for tensor operations, which is separate from shared memory and traditional register memory. Why is this a big deal? GPUs have become more ASICy, but DC Blackwell is the first architecture that you could probably deem a NPU/TPU (albeit with a very powerful scalar component) instead of "just a GPU".
What are the technical implications of this? In non-DC Blackwell, tensor ops are performed on registers (or optionally on shared memory for Hopper but accumulated in registers). These registers take up a significant amount of space in the register file and probably account for the majority of register pressure for any GPU kernels that contain matmuls. For instance, a 16x16 @ 16x8 matmul with 16-bit inputs requires anywhere between 8-14 registers. How many registers you use determines, in part, how parallel your kernel can be. Flash attention has a roughly 2-4? ratio of tensor registers to non-tensor.
In DC Blackwell, however, tensor ops are performed on tensor memory, which are completely separate; to access the results from a tensor op, you need to copy over the values from tensor memory to register memory. Amongst other benefits, this greatly reduces the number of registers you need to run kernels, increasing parallelism and/or frees up these registers to do other things.
I'm just a software guy so I'm only speculating, but this is probably only the first step in a series of more overarching changes to datacenter GPUs. Currently tensor cores are tied to SMs. It's possible that in the future,
* tensor components may be split out of SMs completely and given a small scalar compute component
* the # of SMs are reduced
* the # of registers and/or the amount of shared memory in SMs is reduced
For those curious, you can tell if a GPU has tensor memory by their compute capability. SM\_100 and SM\_101 do, while SM\_120 doesn't. This means Jetson Thor (SM\_101) does while DGX Spark and RTX PRO Blackwell (SM\_120) don't. I was very excited for DGX spark until I learned this. I'll be getting a jetson thor instead. | r/hardware | post | r/hardware | 2025-04-20 | Z0FBQUFBQm9DbVhRbTNOWWJZWXM0TFAwdmlWVHM2emtIZlhGck1KNjQtOVZQakd6T1lQc1V2OTlsSFRGNGVPMm5hcDBmNUtmOHdRaDJCb1ZiWTkydHp6Tkc2LWRPNTNWd0E9PQ== | Z0FBQUFBQm9DbVhRaTZlUklmNWt6VnVWRnpUVWNRa0FDaHVMU3Joay05QmFFbE9PbURFUWpONGlPcFNPZlQ1Nzg5cXN3ZWwzckN1bndOSnZIOTRmRWhmLU0wVng2d0JsN3dRbWtfQU0zdHRtUjRFUk15MFBiTjNKZk9neC1EY0JfYTZjTHVUYmViUTVHWkNyWm11WWNab3pFVjdiNWtOR1pvZ3g1aVByQTNZc0pxdmZmMFJRTXVpai1QM0xCbFBGRVBRU0lOUTF6VXhTa2NrWWFNdmY3aDkwQnFacFlCSDRuQT09 |
Hi there Crypro bros, in a matter I will officially be one of you, albeit the dumb one of you.
So what is this gold mine Im referring to?
The Story:
Im not great at programming but Im great at forming logic trees, just not programming them myself(hallelujah for being ever so slightly autistic and having the occassional ADD hyper focus episodes)
I dont know much about crypto, or trading in general, but i know you can make good money at it.
What I have learned Im pretty dang good at, is giving prompts to AI...
I think maybe some of you are already putting the pieces together, but ill explain for those who dont understand yet. Exploring AI's capabilities with a curiousity how language models could help me make money using their skills, I got locked in on about 20hours of work with a large language model, and managed to get it to output me a working python script to trade crypto for me, using its knowledge of market and coin indicators my bot is currently in demo mode, using the actual trade logic + real time data from my exchange(kraken) to execute batches of 1 to 3 trades every few minutes. I am currently on my 3rd version of the bot(i started this journey late friday night) and at the moment the bot is simulating the trades using the actual logic and live data, just no real money in the game yet until I am 100% satisfied with the functioning.
That said I wanna share the results of my first tests of this version
Test 1: 10am to 10:18am -simulated starting fund 300euros - results - 693.74 cents 230% profit in 18 minutes
Test 2: 4:29pm to 4:51 pm - simulated starting fund 300 euros - results - 663.23 euros 220% profit in 22minutes.
A few minor tweaks to be implemented before running 3rd test, but the bot is designed to scale with amount of funds available and to reinvest profits.
I hear right now is a bearish market and Im excited to finish fine tuning, go live with my trades for real money, and to see in the future how the results look during a strong bull market.
Will edit and update after next test to let you know how my adventure is playing out, let me know what you think of my results.
Lastly iam not and will not be willing to share this bot, or take money from others, I just wonder how these results stack up against the metrics of human traders and also would love for anyone with experience to share how they approach trading cryptos so i might be able to improve my bots logic and performance. When I have more time Ill share a little more in the comments about my bots trading logic/indicators | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-20 | Z0FBQUFBQm9DbVhRVF9UV2pBTEQzU0VwMDFQU3lYRzhmcVdrRmRwU3VjZmNVSFY2OVQ1SEdITV9ZSlhvYlFEOGYxWk8xUkVoRmg0bVJLTXZ0RzktOGxwanhaRnlaQTVCVmc9PQ== | Z0FBQUFBQm9DbVhRNGo3aWRhNWgzREY5eGNPWkdEYWtVVmFFZHlGZk16dmw0MGJmclF5Z01FMjlXZWMzQzBQZFdCckZDeUwyQ0xhT0FPU2g2Q3I3eWNqdHB4ZGdQUEVWX0pPU1BZY3lmS0Rwa1NRUGU5RGZNeUFHUkFnMHR6aklfREJBbHdtSjVyb0tYT0xmaGRaWUpTVjNXT1VpTmZGSTFUb2xVVXFoM09SUkd4Zk5jbExVOTRPVkZiOVgteEMyQmNJVzFtTHVsWEdlb25xa3pZTUxLV25VOWlKVV84dFIzUT09 |
I stumbled across GNNs in some courses in my masters but we only scratched on the surface. I've always found them interesting and have now decided to take a closer look. Can you recommend some good literature to start with? I also need to brush up on my graph knowledge, so would also appreciate if you have some suggestions. My knowledge about neural networks is pretty good though. I guess the original papers are hard to grasp without having learned from other sources before. Any recommendations are welcome, also videos on youtube or other resources. Thanks! | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9DbVhRWEJFeFlzZllfZmVmaFNQd1ZLT2o5aXJ0SEx0emljZGRiVnZGcm5xN21NUjRqa213eHBKdlA3MzVtX213TENUM2xMYmtHRUZqU242VzZnNzUwNmxfZ2QyTlV2N1NlenloVXpjczZDRjNSZkE9 | Z0FBQUFBQm9DbVhRUkpYMDRnX2hJcnNhV211WjFuaFNRcGxqX3V2N2szcFdORzV5dnk3ODlmQTFQaVpqa2JYRjFzUkcxektWUGw5czJ0cWNqQW5nVXZUUkJMQ2tQRXNTSzBHUGl3QlFkTGJUMEppU0FmTlVEVWZyZC1vamRwRUtYbG94Z29WYUlWdzdiUDMtSld4dTIzZUJFZ3ZWVFRQVk1ORU9tWnEzejUyMU8tem1jNDNsZEc2Q1BtNEthS0hCZTJLaWVfRl9TVHgw |
IEEPA does not ever use the word tariff in its text. And there is no previous legal precedent deciding whether Potus may impose tariffs based on an "emergency."
Trade deficits have existed for decades, and the US has flourished, as the most successful economy on Earth.
There is a real chance a judge will rule these tariffs Unconstitutional, as only Congress possesses the authority to impose tariffs.
So don't sell the bottom. We may moon sooner than you think. | r/wallstreetbets | post | r/wallstreetbets | 2025-04-20 | Z0FBQUFBQm9DbVhRNUZiQzdIXzV0VTZxZ3ZEODJoWU43MnN1enRTaWNRUnpRcnVkbjBKSi1Ld1V5ZWx4MFg2RTdPTVdGenc5bjNEdWhNLWN2N2o0ZEdMejJGNGtKTURPaDZ2VTZFeGh1N2dJOHJQTFN6bXNIUDg9 | Z0FBQUFBQm9DbVhRbDVhRDRwTFh3aFBaY0pjOXdOQ3V4dnpjTDhzOHBxeFNJSzIwMXZIM0hobmM3U25IM0R0cmo2Z0tRZ0xTeFBaTUpLME9UUGFQb0k2UEJPNndTX3Z5VXdQbERGZnU5Ukgyb283VmJBeUwyLVo0VEF2QlFReXE5SEtwV2hMU3VNU3dqeUtQaTE5eHU0dTJkQUQ0Z2RPSVN5d1NDaFNBMmJyczlWcTVWZV9lTlRuR05tOUVIcG1PdFBlRGZfamdzUEZNUnllOGQ2VkFIbVJSU2xRTG5DZlUwdz09 |
I’m thinking 220p 4/30. Thoughts?
Edit: Looks like general consensus is stay away from TSLA or Elon make it go Brrrrr (then drop?)
Conclusion: Puts it is. | r/wallstreetbets | post | r/wallstreetbets | 2025-04-20 | Z0FBQUFBQm9DbVhRVUFuQjNFZ01BWEpVSF9RVlJWUEdyVVZ4cmpiR3RRWGdsaXZPa3gwUDVla2lHY2tkalFCMU1jWnk2c1FNS2ktSXVYY2hyaWZpTXVscFo1VzBETktLZXc9PQ== | Z0FBQUFBQm9DbVhRbE9zY2pwNmgwalpPMnVic0FYNUk3V3NMV05HOGJQQVhRcTFzaWRZazNCZTVweVplZ3g0VV9Tc3hwUG53N01UeWN5eF9mYnlIY2xfUXVteXVCcWZ6elFzZUtnVWNvVFhSTkptWVlldjVJZ0pRWVFtLW9hNVltTE9DWk5ET3p4eDhGR1d3MDJyZHJtaU9wVHh1N3VDeEQwMjY0MEtXRTRta2xGYkJvdk8wakNKV0Y1eEc4MGFtb3F1V041NG5aWERh |
Personally I have been seeing some developments of AI for niche areas like ones relating to medicine. I feel like if done properly, this can be helpful for people who can't afford to visit a doctor. Of course, it's still important to be careful with what AI can advise especially to very specific or complicated situations, but these can potentially be a big help to those who need it. | r/artificial | post | r/artificial | 2025-04-20 | Z0FBQUFBQm9DbVhRZVU2Q2lWallKaGotTTAxZmYzVGItcjJ3TFByV2tFdnR1TW43T0tkYjhhN3pmSFJpYkVUaC10SUZ6OExDa2gxVWNDQ3hEMV9pLUhUTGhnU0NyLVhmaEE9PQ== | Z0FBQUFBQm9DbVhRanR2NU9kcE95V3RlakstSmlEckZsRmxkR3dXSTF6UXdBVnAzUEUzSkpFOWJiWTFBVG5KX2VYeGhqNnlZQXhrNjhOU0UxUllGdW5hUHFNVjhfUjlBaWxFNUlUTkpSWVB6MjVSVUtnLVpUclk0TkowODdUUTlQQVNYNGVjUzlpb3ZncWV3a2dsOWZ1cFNGeEcwM2ZoWklJWlgtZklxQ1JMd2V2R0tlOEJwLUQyU1p2WWRURFg5bGV6Ri1CeFcyamExUGl6WWttS0FCaFhmRDR3OHY3em1HZz09 |
Arguably, we have not crossed the rubicon of a Constitutional crisis as the Trump administration is making up excuses for adhering to administered law by the courts, but not openly defying the law. He has not officially by words and action just declared he will ignore the law.
However, he has more brazenly lied about the law, than ever before, for example "I won the SCOTUS case against deportation 9-0" when he actually lost the case. Or making up lies about evidence that doesn't exist supporting his MS-13 claims for the man in question in El Salvador.
Does the law even matter, if the leader of the free world just makes up a narrative of his choosing regarding the law, and his followers and right wing media follows what he says, not what the law says. If he can just tell his supporters (and the country) he's obeying the law when he simply ignores it, then what? Where does this ultimately end up?
https://www.thedailybeast.com/internet-sleuths-slam-trump-for-photoshopping-ms-13-tat-on-deported-dads-hand/
https://www.rollingstone.com/politics/politics-features/trump-mocking-supreme-court-1235317269/
https://www.bbc.com/news/articles/c62gnzzeg34o | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-20 | Z0FBQUFBQm9DbVhRVDBIZjBhWkp0dlp5MmMzNV9NT2I1TmRQUUtCdWhvazdiQWw2TXBGeWdPeTFJNDhGRlgyNkdOWXhzTXM2SXhXTDg5dzF4OHFhSDJ4aDhvNjd5ck4zY1E9PQ== | Z0FBQUFBQm9DbVhRRmhueS1Tckd2UFVZQnRDWW0xMGo5ckpVR1lDd1Bwc0dtX1pkUWlDbGxLVVNyd0hKYzYybi1XNHJhdjJsVFh0aW9pX1hjcUZaUjVXMzRaZmJtckRyQVp0U0otNXY5ajdhdjQybGRQOFkxOThySi04aDNuYkZoeE5KOTdxaEo3dnE4MFlDVmNwTENRdnhNaWhERnFZZi1DY1ZLVHhVVVhCSUxmZ240dl8teTB4NGtMMmZpYmZTYWI4b0tjMzh5QmVPYnY2UG1mRDlxRUhxcE9SWHZsUS1RUT09 |
Because we believe in freedom of speech?!? | r/trump | post | r/trump | 2025-04-20 | Z0FBQUFBQm9DbVhRenBTcGNMYnRsWnVUYm9ta1pTTTdZYXBhYlAxZlZGY0pDbFh6d1dzV1M1SjlESFZzMlN5ZVgxVVRxOTB3TlFPVWN6ZkRXNE50amVPcDRoSFdnVjVYUWxmbFozNHFFLXJReXlvREd0cDRqdkE9 | Z0FBQUFBQm9DbVhRRzBOYUM0dUJubkxJcGVnVG1FUlAxTDltaFUzNDBLTFM5R0lYX3ZxSUE3MGZIWnlBYU9FRHBOWW9SNHg5MHZOT0gyaTNQVTQ0SnRNZDZUdmVaa2F2SmJyLVBPYm05a3lRcE1YaE9PLW5uT1R3UF8yQndqQ3RRSUFUdnNCVWwyQTZtX0JETWJOX0Z1T2V2STRfdFc0M1BoOG4ycklha3hpbThabWxQcGFGV3ljUkh4VG9acXBZeVFpbWdZUUZ1ZDczcWtGTUcxVm5ScWV2bE12X3BGOHd4UT09 |
Working on a project where I plan to use CloudFlare Images for user image upload, hosting and processing.
Bizarrely CloudFlare Images does not support .heic image uploads which is obviously a major pain point for iPhone users as images in their camera rolls will be .heic in most instances.
One solution is to use client side processing and make use of the heic2any library.
This approach will only be needed for iPhones and they feature powerful CPUs so I don't have to worry about edge cases of Android users on $99 phones with Mediatek chips having to utilise client side conversion.
This project is for a non-profit where the compute budget is limited and I want to get as much image upload and processing off the VPS.
Any thoughts or comments on this approach would be appreciated, particularly if anyone has done something similar and has experience of it to share. | r/webdev | post | r/webdev | 2025-04-20 | Z0FBQUFBQm9DbVhRVG9UeVZtdFpEV05ZbUQ0c05DWHU3OTVXS2xacDBMN2FpNW1uSVJ2RW04LVFNdUZ5Ukk5MG5HUzRIYWdpa21SaGZsZTlWcFA2cTBrZkhzTlk4QVl4MXc9PQ== | Z0FBQUFBQm9DbVhRanhXYUhUNEYwNXBTeHl4OGRBMlZ6WTF4RS1QNFFQdjBITmZxSkZiQkFCSkVTZHBQeHIyalNmSHNXSUJSLUNZZjdTaG9xU01rNVljVENLbk5feFo3S0o2djZYcVcwTnRjWGJ3WmlJZUZjOWdVWXpMOGdlVmlrLUhMdVZhRlZpT2dFNUZTR2p4RnZsclRDRVgyMWdhM01FdnFrU3lVR1ExemduLXRQdHp0QTc4X09Ydm4tblVzeHNMd2hXLXd5Mkxm |
Today I ran my very first line of Python code:
print("Hello World!")
It feels great to see that output on screen. it’s the first step on a journey toward building more complex scripts, automations, and eventually AI models.
I still don't know what I have to do but for now, I have to learn Python! 😅 | r/learnprogramming | post | r/learnprogramming | 2025-04-20 | Z0FBQUFBQm9DbVhRdUFMZFEweVhQRVE3YWduYkQ2N0xkTk14LUp0SEpIZ0ZKTGh6UWZmcHk4TW1wZjRpMjdVSXlYNnd1U051RUlHMWJjTGRBZG9OYmdfUkJKWTI2TnA2OXc9PQ== | Z0FBQUFBQm9DbVhRenFhLWJSRS1nRzlDZE1kNm0wZ2h1SFN2cUdUbEkzNUxqU2FHRGU1WEFJZmhFalk1UTFYeTZxYkgtVGJVQ29iaFlXV1ZUdXNPVHJiMGY2SThZckN1eWtGaWR1akhFTFVBdEwtWGp2dEZNakhiZU9MamdzUVpIZF9OeFNvc254anNqcllPVWtoeEp1cGw2Qmdib1dxUks0YzRhZ1hENG1TMGp5WTgySUZpQUZ6Sjk0ZXJFSDJPWnVBak5GWmItVE1GLTFWUXltbUxHaXNiNE1nMC1SNk9MQT09 |
r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRcXBRaFBaYlJLRnU4dEVSeF9hSTNiUXQtUV9jVG9wOFhZOHRVU3o0Q2NZSlU2dDd2X3NUMUR2a1hSb19xQzJpbFltOTNNTUJ4eV85Z3hOcGpqMmF5aEduWk0zWnFYM0Z3YXdhaF9hejVzQ009 | Z0FBQUFBQm9DbVhRQmJZUHB5ZEZnNmEybXBrRlZlbU5qVzFXTTZVcXZkTlh4X0h0c3FIenRUOVpTcml0UmpCMVl6am1iaUpDdHhOM1RIYXZvY2VkR1RnNHZRcVFqcGFibDE0aFNxWmg3RWh3b0xGOVlrRjdyVzZrcFRlYjNrQWIyNW9kMXAxWG9qbDUtUzJwRnZkRjhRM2RFb1dNVl9EaG1nWG5BaWtVM2w4c2pLOGZwcU5HNDQ2MS1ITlpVN0RFVXltNk1BRkNZTTlS |
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Hey all, I made a 'fun' tool in the AI space that let's you speak to different personalities like Sam Altman - however, the direction I intend to take it is much more experimental and why I shared it in this group - I will be trying novel experiments with the personalities to see how they interact.
There's no sign up or 'blocker' so if anyone wants to give it a try you can see it here: [talkto.lol](http://talkto.lol) \- there's a feature called 'show me' which lets you send a picture to the person that you are speaking to and it generates a response after studying it - very interesting in my experience so far - worth trying if you haven't explored AI visual image recognition.
Comments and feedback welcome. | r/artificial | post | r/artificial | 2025-04-20 | Z0FBQUFBQm9DbVhRSWpQVUlVSF9mM2hIY3A5X2lCSF9NaHMzSTlHU0JUTVVVY25GME1Vc2xidVptRVZva3BsdWZNOTJjMVF0Y3BlNmZHb3JUTS14cFFGSk9jbWFOTTZHbXVOTWd2RzFPT2pUZmt2VGVwY0d5OFE9 | Z0FBQUFBQm9DbVhReUJybUJBSFkxNFRUNGIxQzZORlVsYzFkcHF2WngtUHZJM2hiWUx5Zi1HRVlNYU04VzlaQ2pLdnN6Q3BqZk9Wb2NrMkVjdjhfOU5XajlnaWxDNW1aUmd5RFF0dUY2WW9SMFEzRFlmR0xSeDJCU2lNU2NST3p1OERPVnV6YmNuckVEak5LZ0x2OUd6bFR2RF9nQTR1SFdNcWhVSmI1UUlEX2o3eHFpOTNydkxHMGhJV2p2QU5vZE1tU0dSMlJDQ3N1MXVQbXNyM19Gd0VFY3NxMnRCWHdWUT09 |
Hits right post, crossbar, left post, then crossbar again before bouncing the wrong side.
Should get extra points for pulling off such a trick shot surely? | r/rugbyunion | post | r/rugbyunion | 2025-04-20 | Z0FBQUFBQm9DbVhRVkI4Y3J4Ymo2RG9abl9pNERGdk5fdEprQUZvY2Uxd3NoSmlDT2pqbEhUZTVNX191ZnRrcFU4TDRuUHhjY0VNTGI2TXBsSnZfZlZDWU1uOUVGem03R3c9PQ== | Z0FBQUFBQm9DbVhRTko5Ym8zX3lzZ0t3b20tV2U5c2xCYUZSWVd3VzdWLXJ0UzFJbTRYaFNieVFhbTl6cjZSY3NWSUR1WldtMFFMMlJmdXR3VUw5dHRKYk5WZzdoRkNRYzd0b0xnUmEyNTJ5SVVRUHFxWWMyOHZLOFlTLXJZc01CdnZ0TXJNVUNBOGhZOVF3SFZLVy1iMU00RTFKUHd2b0ctV1d6UVhuQjJfRm9VcHZ0WVE3YXVjMk1oQzBuM01TTV96elJZR1lLZ1VxMWtaSWo1X3YxUWVUbTc5bXVsRFZ0dz09 |
There is [Badgers.cash](https://badgers.cash) which is a contract that allows locking any amount of coins for fungible CashTokens.
BADGERS tokens are currently [trading for about 69 sats a piece](https://app.cauldron.quest/swap/242f6ecedb404c743477e35b09733a56cacae34f3109d5cee1cbc1d5630affd7), which works out to (divide by 20) an effective rate of return when swapped for sats to about 3.4% APY.
There is also [Future BCH](https://futurebitcoin.cash) which lets users take coupons for time locking Bitcoin Cash as fungible tokens until some block in the future. That rate changes all the time, it's currently around 3.1% APY.
It's possible do something like stake Badgers paired with Bitcoin Cash as a liquidity provider on Cauldron, but obviously you'd have to keep a good fraction of the value as a fungible token that might go down relative to BCH, which could lose money.
It's sometimes possible to collect some prebate for hedging on BCH Bull, but you'd be impairing your coins in a swap where you could get less coins out if the price of BCH increased.
With Badgers & FBCH, users should always get all their coins back, plus either a coupon or a token as a reward. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9DbVhRTVhEa1NxWUhlNEZGUUFGQkZXYkRhcHo3clFPUUpZNjYyUzBQM3FrSFJTU081RzhJU00zTWpTMzZHQlFNSUdHVDhTd25yMXd2TTZLdEh0OGR3MzRKMWc9PQ== | Z0FBQUFBQm9DbVhRdTRwcGNsWlpXZjVKeHZVaDlncW00MXk1YkpCLUtwT3R4blJjNDUzZWltSWpBYUx3LThsQm9DOXJUcEdmU2Z0aWx4dzU4WEktSTJKeEVXdmFKVW1hSVZKVVMtbzF5NENqVUVqcTNsUTBCdllFbXFOb2liZThLYVlZbzBTX3VjQ2QwOGpqTER0UWI4dml4SEotT1BKNi1PMlVrSy1RZTFlV1kzNmU4Mm5RNEU4PQ== |
Larger firms want in house, but it doesn’t make sense with the trajectory of development unless they’re fine having outdated capabilities. | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRQl9iUlktYUlkYWo2OVN1emF0U2lwNTJnM3lOOC1Ub3pMVklNS181V0FiU3dNWExsZXF2YU5LSGxhTzNBS1dNUTlnTFNFVHA5Uk9yN1dsR3FyTzVIZFE9PQ== | Z0FBQUFBQm9DbVhRWkQ0dVVvYmRIQk9XaEczWlFSeGZ2NTlFT0VSTUhwMlJMZXpzUUhYLTlzRzhJRG9DRlR0SVFHQjlESEstTGdoTHVzXzQzR0xKMm9EVmpsNVRGRUpMUzByemFwaVZmSGdvMTVGcDA4QmdEeVV4bV8zZGxLX1pVSndYLV9DRkZUU0pGeXpRX2tOUk9nZDVrS2VMa0luYUttazU1Q05Xb21pdzNMUDRQekpFNFNnPQ== |
The point of a capstone is to do your own research and create something, no? Maybe share what you've already looked at in terms of papers or repos and describe what you're stuck at before asking others for help. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRQ3Vkb2hobDZNSEkzamhiZWQ3dEJreldCRUNvYnlhakVXQkV2anVvb09BRlo0Tl9pcExPZEtfSkFlZHRfZG9LWW5zaVJkQXI4SWZqZTU4bXpWOVFHbWc9PQ== | Z0FBQUFBQm9DbVhRd3huSXpZYWw5Q3BMaGJJdUxNTXYzWWxHdmk2MmdraGVRYWpmbmVnMjNZNzlKdHBtTXVLNGkwclF0UTkzT3d6RzEyMHdBRlVJMTlyZFhVRERkb0tLaHlJYllzNlFtcjBNWjQ3NHVwV3ozTUFyTW9jYTY2cjE4OW0tM2JQUEpHUm9zczJfN0JZU3N0dWppNjRyUWUtWVh3elVTVjNwUHZ4S0JfWlNTZ2pFUm1XTHRQYlJlaGZFRFludWlKV0tTRVZoN1dOTjgwblZxbm9nNkI4WW4tdHdlQT09 |
Hey all, I have been working as a data scientist for 4 years now. I have exposure to various ML algorithms(including the math behind it) and have got my hands dirty with LLM wrappers as well (might not be significant as it's just a wrapper). I was planning on building an ai agent as a personal project using some real world data. I am aware of a few free api resources which I am planning on taking as an input. I intent to take real time data to ensure that I can focus on the part where agent doesn't ignore/hallucinate any new data points. I have a basic idea of what I want to do but I need some assistance in understanding how to do it. Are there any tutorials which I can use for building a base and build upon the same or are there any other tecb stack that I need to focus on prior this or any other suggestion that might seem relevant to this case. Thank you all in advance! | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9DbVhRdU1wVTFEVmtSNVhMaHVndWlKRXRvOGg1YUJBdzRrRzNtbjFCSW85M0pqTDctZklfSlQyUkcwUnZvT3JBZ1VFa2tWandlZm1ienVCMDFXM1JXdmxUU3c9PQ== | Z0FBQUFBQm9DbVhRRlFaUjlwUUV6NDVHdllCcEtLUW9pc0Z4Q1B4MFU3SW9xbjIybHFXbWkxcF9vc3psOUp3dnRCWUJUeHRsVV9uWDc4OGVVbWIxc3ZMX2trZFo4RzYtdkNfUXNvQ29LSjkyZXBkOGV3Yy11ekVUYVgzM042VVRDRUZJczRGekZkR0gtUDFidjF5THBMdnZnS2VXRjlvcHVrTWZUZzY5SjNyODZvWFl1ejlJVTIzczNMcGN4R2tybmtLa3JpTzZkcE96eHk0d3lrbDNwa0ZmNnJwdWJLX0ludz09 |
[Source](https://www.maximumtruth.org/p/skyrocketing-ai-intelligence-chatgpts) | r/artificial | post | r/artificial | 2025-04-20 | Z0FBQUFBQm9DbVhRY2RDWTRfZ2dYMnBWMFdpVTk2MGRrRDhELThEbG1SYlNqSmQ3VVV4UThyVUF6anBlRGlfc0EycDBjOW12dDVtUHd4U25zelBtV3dVdENkT01KWmlyM2c9PQ== | Z0FBQUFBQm9DbVhRTENPNWFnbzV2djRtOHZ1MG9GMUtZT1FvYnAwYUNScFlwcXJGSzdrdzVSdzRKc0hOc2I1VFNsbU43UWxnZzZZeGRmakFWc1BPZ3dKdEg1aFgzLV92MkVuNDJJbFRoZG1sY3lLS09LYXU1Tk5sU3dWN25SUjdCUERaTnBfbjRvc1FEcndmSGJzMWxoVTVsNlMyS0VwLWVtb2doOUx0aGMwWkpHd1lqZXNWakFoU25Cek1YQjZCbGNFVjVsdnRQX2lzVXpUMEtKUE82VXNMbmxoM1ZxRTFMZz09 |
My experience has been that firms won’t touch local hosting with a barge pole because they then have to take responsibility for it. | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRVzhiaFl6QlVodUxQM1liOVZvTUJlMmhybkZMdUMwM3NqTDZFU203amRvbjNseGg5NnV6LU5qT1VDRWhkY2hfRzFOVnAzQnBwNHNZak1OSUFEeHJSaVE9PQ== | Z0FBQUFBQm9DbVhRejdXOGtRSXZYOTRWZm11cERiY3loQzUxUWpQaW1KSURQdUJDZ1c2dHN2T1dCRW50RHRtdEx1Q1RFR0lXMHZkWml5WHpyZFB3STlNSjdhVXdNaFNfU2ZsZ2drY3hUQzY3NmdnZnJmOFZ4bGhQS25yZnR0OVVOY3ZNMWt0cTJRUUZ6d3Y1cWRYekJvQklMbTczbS1UMUYyaENQUnlIVDgyVHNQcXRIaHNtTWxVPQ== |
I always see the ranking in Sofa Score, but since there isn't any info about this topic, I was wondering if there is indeed a system of promotion and demotion or if it works somewhat like NFL. | r/rugbyunion | post | r/rugbyunion | 2025-04-20 | Z0FBQUFBQm9DbVhRNjM0b0pucnJvblBIek5MQ1RfRzVmbkxrZkI5c1M5TVV3Mi00WmNORW9pNjM1SnpOdndRQWZvaEFMYnVheEFzaHR6ZlpfVWJadlRoeWZJOHdJa3VSMnc9PQ== | Z0FBQUFBQm9DbVhRUExydkNDOENfdVNGUW1WbVN3YWcydlV0ZUFpUE5sY3BqQkVmS2JaMUNMd3hIZ25ETV9LckEweFE2SXpGNjlRb1hXWWxFQzUwYWdOOVMzYkZSeF9vUWJfVFpZaE53TjI4YjFtdy16eGVRREVpNDNKZlJzLUJhOHlwSW5FN0NJOXBRZU81UmUzbjVaMmVSemw5Y1NMcjFGWl85Vk01alZNUi1Hb2stU3FTdkNUNkRwVzV1R0I0WkNWQ1ZjR2xnWjNBWE1ZdEh3YkZyanpCNmtTdndOTzhLUT09 |
A new tax proposal could apply to profits made from selling crypto for fiat or spending it on goods and services. The tax could generate between €2.5M and €25M annually. The Ministry of Finance is seeking public feedback on the proposal.
Source: https://www.coindesk.com/policy/2025/04/19/slovenia-moves-to-tax-crypto-profits-at-25 | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-20 | Z0FBQUFBQm9DbVhRNE9sYl9WdXc4Tkp3NXJjT3g5Tk82QUxCSlpOQzdWVFBnRGZhMTQ3N1N0UjFCanREdU55QlJuNWwtNkpYVDI5OFU2dlQzUERmU2FKOXVKVXpDR0F0cFE9PQ== | Z0FBQUFBQm9DbVhRRlViNGxUdk84U3FaM0VTRk9RS1pxYktkSzNXZEY3RU1neTZBc2FlNlhXdExYTFFaS1p4a2c2XzBzMWJyZU1mYm00YnlUdno3T0V1Qy1aeHBlQ21YTXJhZ0VFVkVMQTlpMjFncUZiSzRvaG1pM1hnTWFUNVRjdUVGMlpYT05DY3hTUl9wSi00SWtmU2NNVkRGb2JPQTRHcndNdmptMFFhbEVXUFA1azkwUW1kbHhVT1hVVkczTXN1cERwTXRSenpLalgybENtaU5vOW9qTGRfTEl4Y3R5UT09 |
Sorry for poor quality. Russel Okung promoting BTC on F1 broadcast | r/bitcoin | post | r/Bitcoin | 2025-04-20 | Z0FBQUFBQm9DbVhRYmNGaHFqbml5aFpxUS1EMWVTMXhQWFJfQUdLZHN6NjVtUTRIeVVoUWUtY1hJOUY0bWVDZnVYblRTOXNiOGNHYy1zMUlWZEhkaHg4U29LaktfU0JNRlE9PQ== | Z0FBQUFBQm9DbVhRR0NsVTJDTV91S0ZONzZwM2dZN3Z5clZ4WnJrcm5NbS1DTFVVMHVrTGcxWHFCNDlQMmtQaWt0S1FKeUlQRFUxQlJ2MThISzFLX1Z3Nmt4Z0FkUVN5VW15a1JsNDBXR1BXRGplR2RWN3FkUzNrN1lXOXRkNU1QVUY1WFUxRkVJc3ZWUmMwMEZiQ1haUWhIMkk2VXAxYndENVV3TGd6dTdDcE9WS1JDNHFRQU5VPQ== |
I used to do mainframe, Scrum Master, Systems Analysis work before co-founding a startup that I exited. I’ve applied to hundreds of places and have not got a single interview. I have a Security+ certification from 2013 as well as an expired Scrum Master certification, but I still have plenty of experience with systems analysis/IT.
Is it even worth trying to go for certifications? Should I downplay the fact that I started multiple companies? Should I just put that I was a (role I’m applying for) instead of CEO/Founder?
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRTHhLazhkUmlWejAzYkFrNS1adHB0eXhyejJpQkE0VTVKd1FacnNTUV9SWWVvXzZydWFHTFBzUTM2TF9RNktkZVBud25RT2dINHhCWHppdGlPemFtRlZYODlnaVV6ZUVEVXZSWV9TU1V5eFU9 | Z0FBQUFBQm9DbVhRM21hcUVOX3NGNzc0ZGIyNDcyZW4xWGt5VUtub1U0NkY0czBxeVA2c0lXRTZhcGlIWk1zRlBsSnQ0TUZFY0NjUmhhSFRaamVZQk9ORzY0bHIwcTJ6V2RZVHRDZUJCb3BUa3Z0RUswN1Q3N2FVRlozcjhmT2k5cy1FLW1CQ3BSRkxLR1Y1TUpLZXVpY0Q1NlhLMDZmSnA5TlBsNm55WHRkSVU1TmdBY2hFa2M1MjliZXZUYzIwcG1wSDhDQzB4bUpHbV9yeno5VTFEWGdQcFBrOUJ4Rmt6dz09 |
I would like to start this off by saying that I am still horrendously bad at web dev. I came from a low-level game dev area.
I started my web development journey in January because I wanted to make a place where I could show off all my projects and games. I followed the first tutorial I found and used "npm create vite@latest". I was happily developing my website for a long time after this. Creating little projects, experimenting. At this point, I was also watching a lot of Theo - T3.gg. I learned about Next.js, SPA, and SSG.
At this point, I did not realize that my SPA app was a ticking time bomb. I started to get into backend development, and loved it. After creating way too many pages and little projects, I realized that my app was taking around a second to load. I just thought it was because my connection was bad.
Now we get to the past week. I started diving deep into SSR, and I wanted to try it out on my website. I realized that I had an SPA, and that SSR was not possible. I then started putting all the pieces together about why my website was so slow to load.
Now I am here, unsure of what to do. I don't want to rewrite my entire app in Next. I have also looked into Astro, but I am unsure if it will fix the underlying problem.
What should I do? Give up and just accept the slow load times? Try Astro? Port my app to Next while it's still feasible? I don't know.
I am probably misunderstanding something, LOL.
Thank you in advance.
Edit: Sorry, I forgot to mention that I used React.
Edit: I am seeing a lot of viable solutions here, now I want to know what the best long-term one is. | r/webdev | post | r/webdev | 2025-04-20 | Z0FBQUFBQm9DbVhRNDhnaFZ5Y0wxUzYwT1VJeTd2OW9KXzBTZkVJNFVIZ0w5Q21kcVEtdmpsLV8yQ3EzZXVpUDh3bnFwOFdCZnRQeFVHQVg2WVdHNl9iNEltVW5welhySzVJTEVfMXBIcXFidm1kcWNwa1VkZUE9 | Z0FBQUFBQm9DbVhRTEdkLXN0eTFnZW1tUklGYXVTVUI0V0NLblRuUjVISHNrWmljcWhrdENRWlV1UU9Mcm1WNGZXeTlGTmEzd18yRU9YYkYzdmJOYURmcXVEcGJXcG9uQ2w0bk5HSk90cVJVbXdfdXVicDh0ZDBvdDNBdGhZakRBdWd6c3RLa1kybVRiV0t1RVVmdjBLVTNQZE1pdDR2SlVJQ2lXOUhlaTFfQWdGdGlWOTFpbnp5eUkzWlNsc2swelp6Z29idDk5eVpjYjBIbkdZQXdSc2UwVVQybHQtRVZaUT09 |
Was called a liar for commenting the above in response to a comic claiming Trump was going to deport the home grown criminals and it was referring to American citizens who were born here.
Am I a liar?
| r/trump | post | r/trump | 2025-04-20 | Z0FBQUFBQm9DbVhRdjVWdW5VNmdqckZHQ1lueHpQNWJtZ3JfOU9zd293NGdGdUN2OGNsekFlbHBfX1pad09NQm5EaVlJREZfRDBnNHdlZ2tOM1I4QXFzZkJ3TkhZU0dSMEE9PQ== | Z0FBQUFBQm9DbVhRUzRfVWMwX1ZUV1dNUV9URGluXy1QNElGcmFGbVB1Y0RPQ2lYdG1wX01ESTl6Q1lfRVNIWngzSkFKYW5QS2VXTnBUOGRLdkRsOEtuWDRxbEhYR0FJcG96MjFCNEVGZFo1X2o0OXBlOVRsaE91SWxYb2hJeGpQLWZyUW5URktKVHdHWThKX2NYX0FHU2diRGk1ZVdtVERvZVRpVzQ2bkxwTnJzbzNvTXBQaTdsN3FkZnBacTE5N1JmV2E0a2VTNFRD |
Sorry if this sort of question has been seems and/or answered a bunch of times, but I really hope I can get some honest opinion.
At the moment I work as a support manager for a dental practice, I enjoy the people that i work with and overtime I have learned to be a good support manager. But I feel like I’m at a dead end when it comes to earning more. I mean sure, I could go into becoming a practice manager and so forth but I don’t like the person that I’m becoming or will become.
For about a year or so I have been going back and forth with the idea of becoming a full stack developer or a front web developer. I have a few concerns about that though:
1. Is it over saturated and too competitive for newcomers?
2. Which leads to this questions, is it too late get into this change of career for someone in their 30s?
3. Would learning online through free course hold any value? I saw earlier on here that it was recommended to have a portfolio with 6 projects and to work on my CV
4. Not trying to insinuate sexism, but is it a difficult to get into as a woman?
5. Would I be more likely to work as a freelancer or be full time with a company?
I know that there is a slight salary different between where I am in my current job to a beginner developer, but I’d be willing to risk it for what I feel like it would be a better change as I know there is improvement later on.
Sorry for the long winded question but any input and suggestion I highly recommend and appreciate. Thank you for your time. | r/webdev | post | r/webdev | 2025-04-20 | Z0FBQUFBQm9DbVhRMHVybWt1NVY3T1NzdlpNM1MxRGItaE5PV3JEOTZGT21VRFdPQ2d1WXluQm5UX2tOOWJKbFBxcXpUcjRodkRuS2c1cVBkTzZQTi02bUNFRnV6MnlMdkE9PQ== | Z0FBQUFBQm9DbVhRdDU5Z3NaYTR4Zjk1YWEzOW5vaTJadEpnZkFHWUlONGNFb0ctUnJlZ1NOcUEyV2tVYTVqLXdPT0hvX3U3dEtzZG5qRm41WjFxNFh5NU9BbWpjSlYwYXJveTdqalFlRmJPRF94c0hVUVUzMlphRjNmRzFhZ1BWemtmTFd3OHFCeU5HelN3Nkh4VUY2NFNpU3dGdHRfdTlPYXBJWmJIZkdSelRYcTNOM3ZkUWFCZWFNaUtyZ2o4X0laeWVGaXRNRnlN |
If so, at what level of privacy is it a good/bad idea? (from highest privacy to lowest)
\* anonymous (no problem ofc)
\* pseudo-anonymous ie reddit
\* publicly tied but tucked somewhat out of the way ie a github account or personal website that is linked/referenced in one of the ways below
\* very public eg on your instagram, linkedin, resume, business etc
To anyone who has an address listed on their profile or business etc (any privacy level), have you had any weird interactions or anything else happen? Good and bad experiences allowed. | r/monero | post | r/Monero | 2025-04-20 | Z0FBQUFBQm9DbVhRLUJxclpoWHJaQzBsWHQyWHhQZWd3Z0pKa2N5SDZmNXNOaDMyN2lIM1hsbFhDSkpIdHNqUHE0bW1vT3lyRDNJQ1NGdnRvSU9CNHBQNXJOVE5hN3JZbzIxNUtOM2ZYbkpVaTUtREdramFWRkE9 | Z0FBQUFBQm9DbVhRczk1X1ZuejdNR29NOUxFVGhybmVZemVvN0NLejg2U0d4ZmtoaV96U2xMZmpKMzNWZXo3clFYbk9KRGpqMGFZUzlfdDdzQWY3b1FaMVVTMEJvekpPWWh0RjNHWjdnNTJLc2U0OW03dmV2bEZINGkySFA0UnNRdXpLRHgtUkpiTlhLS2tZbkc4ODQzMFo5eVktanAwckZtWEVmR2k3dXhFeG5ZVHRLQWVFelVJZXFqMld4a3hlSjRsZGxDc2p5Y0E1 |
The head of the local assembly in Małopolska, a province in southern Poland, has announced that the region will not participate in government plans to establish EU-funded integration centres for immigrants.
The decision comes amid growing controversy around the centres, 49 of which are meant to be established around Poland and some of which are already operating, including in Małopolska. Concerns about them have been stirred up in particular by the national-conservative Law and Justice (PiS), Poland’s main opposition party.
However, critics accuse PiS of misrepresenting the purpose of the centres, which are intended to help existing immigrants, not to bring in (or house) new ones. They also note that the idea for the centres arose and was first implemented when PiS itself was in power.
“Małopolska will not participate in the call organised by the interior ministry as part of the implementation of integration centres for foreigners,” declared Łukasz Smółka, a PiS politician who is the head of the provincial assembly in Małopolska, this week.
His decision was supported by PiS’s national spokesman, Rafał Bochenek, who said that he “does not see the need to create such centres” and declared that “the idea suggested by \[interior minister Tomasz\] Siemoniak \[to establish them\] will not be implemented”.
Smółka also received support from the far-right Confederation (Konfereracja), another opposition party, one of whose representatives, Jędrzej Dziadosz, told broadcaster TVP that “Poles are afraid” the integration centres are “a kind of prelude…to the EU relocating illegal immigrants to Poland”.
However, the deputy mayor of Kraków, Stanisław Kracik, who hails from Poland’s main ruling party, the centrist Civic Platform (PO), emphasises that the centres are intended to help existing migrants who are in Poland legally.
Such centres “should be established where there is the need” for them, he told TVP. Immigrants “need to have these language services or other \[services\] where they live”.
The deputy governor of Małpolska, Ryszard Śmiałek, who hails from The Left (Lewica), another member of the national ruling coalition, also argues that the centres are necessary and says that, by rejecting them, the province will lose funds intended to help with the integration of migrants.
EU-funded integration centres have, in fact, already been established in Małopolska, including one in the provincial capital, Kraków, as well as in Nowy Sącz, Tarnów and Oświęcim, a spokeswoman for the provincial labour office told local news outlet *Gazeta Krakowska.*
The newspaper visited the facility in Kraków, which it reports provides Polish language courses, vocational training, intercultural assistance and psychological support for immigrants legally residing in the province.
The centre does not provide any housing for migrants, and is certainly not a “camp for illegal immigrants”, as some critics have tried to claim, notes the newspaper. (Poland does have centres for housing asylum seekers, which have also [recently caused controversy](https://notesfrompoland.com/2025/04/03/authorities-deny-opposition-claims-of-threatening-behaviour-by-asylum-seekers-housed-in-polish-village/), but those are completely separate.)
Last October, the European Commission [announced](https://notesfrompoland.com/2024/10/11/poland-to-create-49-foreigner-integration-centres-to-serve-growing-number-of-migrants/) that Poland would establish 49 new “integration centres for foreigners” across the country to “provide standardised services to newly arrived migrants and serve as platforms for cooperation between local authorities, the government and NGOs”.
The EU-funded facilities will offer, among other things, courses in the Polish language and in adaptation, information and advisory points, psychological care, and various forms of legal assistance, including to prevent domestic violence and human trafficking.
Although last year’s developments came under the current government, a coalition ranging from left to centre-right which took office in December 2023, the idea for the integration centres was [developed and piloted](https://www.gov.pl/web/rodzina/pomoc-spoleczna-dla-cudzoziemcow-na-jakie-wsparcie-w-polsce-moga-liczyc) under the former PiS government, which ruled from 2015 to 2023.
During PiS’s time in power, Poland experienced [immigration at levels unprecedented in the country’s history](https://notesfrompoland.com/2024/10/17/a-stormy-start-to-a-much-needed-debate-on-migration-in-poland-opinion/) and among the highest in the EU. For the last seven years running, it has [issued more first residence permits to immigrants](https://notesfrompoland.com/2022/08/11/poland-issues-eus-most-residence-permits-to-immigrants-for-fifth-year-running/) from outside the EU than has any other member state.
The majority of those who have arrived are from Ukraine, with large numbers from other former Soviet states such as Belarus and Georgia. But there are also growing numbers of migrants from outside Europe, including India, Colombia and Uzbekistan.
During the current campaign for next month’s presidential elections, immigration has become a central issue. The current government has introduced a [tough new immigration strategy](https://notesfrompoland.com/2024/12/18/polish-government-approves-tough-new-migration-and-asylum-rules-to-take-back-control-of-borders/), including [suspending the right to claim asylum](https://notesfrompoland.com/2025/03/27/poland-suspends-right-to-asylum-at-belarus-border/) in certain cases. It accuses PiS of allowing uncontrolled immigration when it was in power.
However, PiS claims that it is the current ruling coalition, led by Donald Tusk, that is soft on the issue. It accuses the government in particular of allowing other EU countries, especially Germany, to [send illegal immigrants to Poland](https://notesfrompoland.com/2025/03/24/hundreds-protest-on-border-against-german-migrant-deportations-to-poland/) (although such transfers also took place when PiS was in power).
That political atmosphere has resulted in a backlash against the planned integration centres in various parts of Poland. In Suwałki, a city of 70,000 people in northeast Poland, local residents have launched a petition against a planned centre and the city council passed a resolution opposing it.
Last week, PiS deputy leader and former Prime Minister Mateusz Morawiecki visited Suwałki to declare that “we do not want illegal Muslim migrants who change the culture, national identity and violate the safety of our cities and streets”.
Meanwhile, in Żyrardów, a town of 40,000 in central Poland, local Confederation politicians this week submitted a motion calling for public consultations to be held on the establishment of an integration centre, declaring that “we do not want culturally alien immigrants in our city”.
On Thursday, in Częstochowa, a large city in southern Poland, PiS councillors submitted a resolution calling on the mayor to “use all available legal methods to prevent the establishment of the Foreigners’ Integration Centre in Częstochowa or any centres for immigrants illegally crossing the border”. | r/neoliberal | post | r/neoliberal | 2025-04-20 | Z0FBQUFBQm9DbVhRcnROekg2RU1WSk1GajhuNEYyVlJrRWh5VVF1TjZJM08tanlZOTc2cUEyaHp4ME1KckZHZEdYNkVpdXVnTjBUSVZDR0VaYm5mMmVPNlc4V0QtMF9mMkE9PQ== | Z0FBQUFBQm9DbVhRdU9TdW9yVE1aRjl6OUFadXl2UUZNOHpPUHdEUnV6ZjlMSDBTUXlqVHRqRGY0OVBVZ0RXRC0xcWpkeWxRNnE2TVlxVWktZ3FFaVAteFVQdWNJaTN1YWlwNkdRNzBuVTZaeW5hS1VkV3ZmV3E2alNBVXVwY3QtZENDQV94amtaajRaMmRZM2o5ZmxyM0NUalloaTY4TzdXOVllM2s3SERyUDU1SmJDVUUwczNUT19lcE1yZU5qOW55WW5IaVRLRjhDaTgtWDVlSlV2OHhuVzY0dUVvY2hWQT09 |
I’m currently deploying a PHP project on DigitalOcean App Platform and using PHPMailer to send emails via smtp.gmail.com on port 587 (TLS). I wanted to ask if anyone here has experience with this setup:
Does DigitalOcean App Platform’s networking/firewall configuration allow outbound SMTP connections on port 587?
Or does it block these requests by default for security reasons?
I’ve seen some hosting providers restrict outbound SMTP ports to prevent spam abuse, so I’d appreciate any confirmation or suggestions on how to properly configure this if it’s allowed.
Thank you in advance. | r/devops | post | r/devops | 2025-04-20 | Z0FBQUFBQm9DbVhRUVZkQnpCTEk5bDhEUno0Uk9rUHd3eEdsNXVwdkJfclZOVjFNX0tyT1B4VGRoYzlMRkdZeUNZWFVxajhqc29nbDdvU29ZZE55czNKeEVZaHQ3YXZJM3c9PQ== | Z0FBQUFBQm9DbVhRQXc2dEIyaDdxaE5iRWQ5WHk4NHlVUGtKMmMzbFFqbVJMZEhFXzFrbnE2NDByRi0xd2xsT25LcVdRWGUwUEZ6aENsbU0tems4YUZzbk1BdTQxNEp5TXdDSDJkYmM1bGhjdzZSdVVnMkh6cl85WjljWm82cDcyZ2dvb3RJS3ZvcElHVDF6RWplSDFpOGNpdzU1Q01BNjVCVHpqS1dQeDZxQnZZT20wc2o5NWw0PQ== |
Hey folks,
I consider to build my own small finance tool for my businesses and private expenses. I know its a crowded market but I want to keep my data private won't trust indie projects by bank account creds.
My problem is that we have complex financial structures and I'm to lazy to maintain excel sheets to get an overview. Several properties, owned companies and employments. For each, we need to plan for exceptional expenses, track budgets or even check if invoices get paid.
Since my wife will use it as well, an iOS app would be to consider.
I thought about the following:
* **Multi-domain support**
* Track finances across *personal life*, *self-employment*, *rental property*, etc.
* **Bank transaction import**
* FinTS API support (covers all my bank accounts)
* optional csv import if required
* **Simple tagging & categorization** → Categorize spending (groceries, rent, tax, etc.) per domain
* **Account tracking**
* Real account balances linked to domains
* **Reserves planner**
* Plan and monitor funds for tax, vacations, maintenance, safety buffers...
* Example: "new bathroom savings", goal 15k, due xx-xx-xxxx
* **Monthly overview**
* Answer: What came in? What went out? Are we on track?
* **CLI interface, minimalist (web, ios) UI**
* Local-first, privacy-respecting, usable by two people
* **Shared understanding**
* Designed to support couples or business partners learning to manage money together
Ideas for later:
* Rule-based auto-categorization
* Forecasts & cashflow planning
* Exports / Prometheus API
* Invoice integration for freelancers
What do you think? Anyone interested in using or participating? | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRTWZRSTlCTEw1X05oYW1jU0FiZ1EyTmd4RnhiX1AwSGJaYnJhd0U3d29SeUxLUWlmMjBLT3cyRmxmME0xdnE3bTlQalRkdVc3T2t4eTlKbS03bVkzS0E9PQ== | Z0FBQUFBQm9DbVhRaW9kMHVLYzJXMURxTWM5ZHREZ0FnaVhOMTRhVUVqYmFTSTUza19VaEZoOWlSdEFRcjFEbmpremNVQ2RxdkZzVUVySWp5ZkxobFIwTEFwSUM2QnAteFAzZ2Z5M2JScllGRVJ6SzV4dzExNVoxSXV6bG0xenJVQm5xYlhvYmJNbzlNaWpVSzJOU0ZfcU1LQ3d5S0hZNmJBckhvTF9kWXgyb2swS0lSZVlyblRod3FuSl9OTjBXTkFRR2tNWUE3QnVxdVcxdXVUeTJlVFhLWlBjcWJBZVZLQT09 |
Need to get a NextJS app online, which is best to pay for:
Cant go cloudflare pages because no nodejs runtime support and I need nodejs runtime for some prisma stuff on the server & some other apis not available in edge runtime
Vercel (cant go free cuz org)
Rawdog AWS
[sst.dev](http://sst.dev)
Some other option ??
| r/devops | post | r/devops | 2025-04-20 | Z0FBQUFBQm9DbVhRUDlJdE5VYWk3SFQ5THRyWk9HcDYzcWo5Q3FfM3NOS2JCTWlZLU5nMzI2eFo3NGZDNVBsb1pVQWdOVjNmR1oyR0ljbDd3ay1GV25xZjlEMWJXcUV1U3c9PQ== | Z0FBQUFBQm9DbVhRTGljTGhOVndLbHVlNFE3Rnd5aFBwcUFRbi1DZkxZc3h0SXFCa3pNZnVBWTJGQ19qUDhrWnRuVW5UNmdEdnljckFOZDFYUnEtSGpoUUFtSEdLbUkwQ2dialdnTUxHU2pBVzVDWk9VeDlJOWIxQlkwRHlfekRkbHcwMmpVSldqZ2R2bkp5Q0QtelZXX2VXOGU3SDBvUUN6SC1Xbk5YbnQzek0zTWQ2VzdqbVhzNDFSblBlcjR4YVVsLWtDZDduV0pp |
I just saw the bump in TAO. What’s the latest news causing the move up? | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRa1MxRzhmLUM5RnVkSFdnM1BrMVJhSkZMYV82ZU8waURMSWZQeF9MSm9JRTBMLVFoRkpfWkRvV0lhbGp0NmlJcUR3eUVGQzJ1dEhzVUNXRlphWEJZOHc9PQ== | Z0FBQUFBQm9DbVhRdEtVMHVBcHkwYWpReE1wZGZLMkVfTVJvWHVSdUZ6T3N6a3JHbktmTzljcTBLOXMyUnI5MllCbFBPRFZneUp6M3lnTFJ3YXhCd0ljQUhFM0xPNmJ4LVRqc3I1M2NkLWtlLTF6T3h3eUttajdaUV9fS2hwZ24zUzlEdGkxMERSLU5jdDlhdzRmTTNJWF9HN1NjUnlhVEw1N3Rvek0xb253Q3pKTmNNXzlFUUxzWG5hbFJxVHJkanlTVlpzcHJlS1ZVRXVoMGJwSDdBOHlwbHJFUXZXZVZqZz09 |
I mean is was at over $740 a coin no too long before the crypto crash a few months back ….it only has 8 million coins in circulation…its still way down from where it should be ….expect it to keep moving up | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRVngwczhCODJPSEdNLWNlSnVabW1BQVRacmd4cUhqVGtBWFpSaGR3ZjRkTFA1dE1ha2dVbTdNMkNRUEltZHkwZkhDMXg1cHBxM1Bmd3p2X3d0bTZJeVhGYjU2Umc2cUd2ZF9fcmZ3Zmp3U009 | Z0FBQUFBQm9DbVhRXzZFVFg3MjFJT1dFaUhpb21JTDFPb3RmN0NQNUxTcXlxN05WRmNWWS01SWpTRWMzRHVxczU3Q25yQUhjTU9mWVFBMUdBdHNpQ2EtalRwd0Y0eHJmYTdja2x5Rjd4eUtWQW9pRnVJbTZkQjE0aTllSzJ2WGhoUkp2QXcyNGw1QWdXMVh5UkhkQnVLcWZYTFpKa0tVbWdOU2VWXzJJc3hTbmxDT3MxdktmUllnTWNPMnNINGtFVjdNS0RpUWpCVk81d0Q2QTA2LTN0MjR6NmY1ZGluUGhVUT09 |
Source: [https://x.com/rovercrc/status/1913954808228200949](https://x.com/rovercrc/status/1913954808228200949) | r/cryptocurrency | post | r/CryptoCurrency | 2025-04-20 | Z0FBQUFBQm9DbVhRYlEzdzhIQkxuS2VnM1hCbHBzSWo0Vjl2ako0N2V2NkpTdnhfM294eGNkRGhHdUg2YlloaU1iMXN0ZXF6Mno2QkNhSHlHTFZLTUN0VjJiVWJTeDRHUkE9PQ== | Z0FBQUFBQm9DbVhRcUxVOXZpUVNxQ1dJMGtraU9qQlVRRld4TW1KTW5SUW81QkpuZE1Jcm5TZ0tUREE3LWlIMXJvRjFJQjBYOUxzZlhDYkFLYWtBM2FQNmp6QmlRelRmTGtlNmRKVm9qZTFDQVV1UDAzQllTdDhzRV8xcWFoVzFQRjJtcl9mSzJzR1BUdk9CdE9wUk0tS2dBMXJ5MTJOdTctRVlsSWs3enFlbjVWVHFUbDItdWRoUG45Si1YTmg2VnRVX1lhYUo2VFdOWHNuUXBtM2poWG4wcjl6bHpJa1F4QT09 |
Hello guys i hope y'all doing well i have a question regarding DevOps i want to be a devops engineer but I don't know exactly where to start i work as a noc Engineer most of my works is monitoring servers and enterprise applications and network devices i want to hope on DevOps from your experience where someone can start thank you in advance | r/devops | post | r/devops | 2025-04-20 | Z0FBQUFBQm9DbVhRXzdzLXBBQWg2M0gwbEtCVS1kQjBqZGZhRDNVRWZLWXF6akNPLTVzMnZxTzdOX2VZV0Z4bEd4amJFanVmT1NJOVJWVHRGbGctcmxHRE9EOW9XeDNmakE9PQ== | Z0FBQUFBQm9DbVhRb3NHcERLQUNKQU00cTM1OXJZRHlKRUYwdUdFUDRJMy1YOUJDeldJa0RGX1pZaG5ZRXNyaGVKNmd4ZDVfcWdvUFRRT3ZOb2xDYkY2NzhRMkVvMnJNclNKc0h0U1dtQ0R0bS1hOGhWTmxqcEhWZTE2YmFTYW8yVVEya2UwTnowMHhoWnl2M1lQV2o4ODhtZy1wenBNbmlmQnlLLW5vS3pEeHU5emtHQjNVejdrPQ== |
See snap breaking server functionality, desktop functionality and more, I stopped using Ubuntu in a server capacity when snaps started breaking packages and was the preffered or default way of installing key packages that I need on my servers. Whereas in Arch things are working pretty damn well, that I am using it in a server capacity and it hasnt dissapointed me yet, it has dissapointed me in late 2010s when I was using custom AURs or patches to support some things, but it feels like Arch has come very very far nowadays whereas Ubuntu seems to have gotten worse slowly.
EDIT: To clarify the title a bit cant change it now, but for some of you that have issues with reading comprehension + I did write the post quickly, Arch did improve we can all agree on this, how it improved is subjection to discussion as a lot of people saw it become a meme (pewdiepie is trying to install it or something.)
I have used Arch and Ubuntu around the same time in 2015, and no Arch back than didnt become a meme like its now, but over the same time period Arch Linux has improved tremendously with things like Steam Deck or Valve support or the mantainers doing a good job handling upstream packages. But Ubuntu has taken such a nose dive its crazy. People are struggling with Ubuntu especially newcomers to Linux from some of the comments I have seen on here. | r/linux | post | r/linux | 2025-04-20 | Z0FBQUFBQm9DbVhRVDFlSjJNd1VSZk95ZkhiWldoVm10VS00YUYwZlN3TTBPT0duZ0I2Nkw2cHlIdnN6Qk1ISnliSmVFYlhsbHc1NE1GWFQ4cjdOWm5VUGRNNVJLRHJnX0E9PQ== | Z0FBQUFBQm9DbVhRSnp6STVxQklpT0dVS2lYbHQzSGlHTk1QOEhpOEZRSmJyNFBFd05ONzZsN1lHSnFYR2ZfRGVZT0hIaVRtTHJWVEdXanJzajA5YkxWdlg5TWFnRTVMWnQtMVM0ZlBGai1WUVg5bTRqdlF4N0xXdng5YXZFWDhNRC1uZmFhTFJaV0lTaDhKVHhyaEY5NTFXRmRGRGNrbFRaMWNBVU4yNWFXcDcxcmNSZW9zZkhqN25oRURMQ0diQy1JZnZnOGpXZm1sMmRMX3V3TTM5TzlMOFZUNm5HZ3RKQT09 |
I sent you a DM. | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRSHkxREY2RmNVbEl3SnZpajc2Y2pja1c2YUdtcFFDWmhXTjV6aDRyUi1NVEZvd0Z4anZEZUxlZ0pFVUk2enRrTWkybV9oMWlwazQ4VENabzhDVEV5cFE9PQ== | Z0FBQUFBQm9DbVhRQVVjaXBtX1oyWW5pMlVrbHRibGdMUGswamhuSVp5Y0dIT0t0MG43Zk56YkVXMGI4SGxuV3lGMG1jS2ZOUjNaWW5IYWZVN2NJMUlMTkdPZnhPTWRCalpfRkRrTXhGTlZxY3kyeE9xaUx1WG1oQ3Eycjg2aENOU1hTSDBtTHE0UWhGcjQ5a2p0Si1MTG93d2xOaUIyelMwOVQ2cFRXV2hlOFVNSmtJRWF3Q0IyRW1UVlFhXzRrSG84QVJEYzJlTHJOX0hfY3dpUVhHalRKMUZ6enpGSmhPQT09 |
A TBP win for Bath next week at home to Newcastle confirms top spot. | r/rugbyunion | post | r/rugbyunion | 2025-04-20 | Z0FBQUFBQm9DbVhRV0FZYkt4UnMtdDAwajN2dE1DdXhxcXNTVHp6XzF1eUxZX1UzaExwb3l6ejZxblhWVVI0VVZ2ckdzRVJWS3BjR21mWnpYNUdYRnlweGQ3bFUydjdtUlE9PQ== | Z0FBQUFBQm9DbVhRTmZ6QWp1dFhqcEFHMzlwYnFQOEtDVFpZMDBzYnhRRkdIcHNKVXN1R3E4UXEyanpETTh0allCcF9iN3pXLWdWekVzX21xVERwN0xLamcwY0tERmtIbUt2ZVR0RENaS2VxaDhBSlV6SmJBTEJmei1zcXhKcXU4NVhuQXg0RlpjOEFKd2M3eGx2cExael91aFZWMlRpdVJHX01PNGpRQ1UwSW9TbE1lam9ETVdSUURoUlF0VjdxWVRYcG91ODFsMmtM |
I'm trying to setup a system to allow users to use the wifi for x amount of time. I tried tinkering with TpLink(omada) but the voucher generation does not support hourly limitations.What setup/hardware can you recommend?
Perhaps a dumb question, but is there an alternative to captive portals? | r/networking | post | r/networking | 2025-04-20 | Z0FBQUFBQm9DbVhRbFdtTXVzTkRHa05RamMybnlHYUdScTJXM09QYWxaVkVTNFV6b19LZkc2OXBiVi1oZm5jalNsRXVpTk04bU4xUFprTWdvcU9hRHcwV1FRbWtiQ1hqakE9PQ== | Z0FBQUFBQm9DbVhRLWdESEM0NF9RelM2R3VYUFZoRGxuOTNZM1NqSzlodDl1UXZ0Q0gyRlA1T2xDYzdSQTV5TDdfT082Nm1taUdDaG1Ha2ktdFg2U2ZyV2V6d3pPbWxwdksxdjNtYjY4T2x0d19DaWhHUGpsci1VZnRwVTc4SkJKdWh4R0dHekQ4VGtsb0NpbTZQWkp2b2hMRzBWclBsZ0I1X2UxQUZRVkx4b2pybzlnRUNMMHhFPQ== |
I’ll try not to make this a long post, but I am pleading with all the newbies, don’t make mistakes you’ll regret.
When you’re in the chase for memecoins, you don’t realize, but it’s mentally destroying you. You’re wasting your time and stressing yourselves out to find the right coin. This is literally gambling behavior.
I was caught in this trap a few months ago.
No, there aren’t any 100x memecoins you can find organically. The only way to do this is by **(very unethically)** convincing a celebrity to scam their fans for your profit.
I personally know people who work in the quantitative trading industry. There are millions of dollars spent on custom technology and proprietary communication networks to profit off of a minuscule movement in price throughout global markets. **These are the people you are competing against. You can’t win**
Find a crypto you believe in, buy and hold some of it, and keep it long term. Your mental health will thank you. | r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRaWNSbmFuZTZrUFAycnM1MW5rcnVvd0tETVFTRjZScTIteGktV0ZqM21GbjNEaHE5Q0dtN0tmckZ5RHF5b3ZMT0tXVFpEZE1TSUlCTFNJMG9YMm43RUE9PQ== | Z0FBQUFBQm9DbVhRVkUtR21BM09faGlndW1zZWRwUWU1NjJ6R2l4YjJWelpUcEFnbXVkS2loS1pmVDlNMmZaaUtSUTk2aVgxa3VSaUNWbzFwa1VTNWFEVVRLUXlqR2NEbVBhcl9jUk93LUJhOTlxdkJzRVFYbHZUclNzaFM4Si1zR0dfRm5kcDJPWjNlQWd2ekp3YmlfSEtBZ1JncDF4UkJqWkFxU3ZDSDIwcEFlLXlIXzAtWWNCbFFuSVhmR2QxYjd0UmVkWl9pOWFVWmtLanBiUEFKVXFNTmZIeTNzZWU2UT09 |
Hiiiiiii, everyone! I'm a freelance machine learning engineer and data analyst.
Before I post this, I must say that while I'm looking for answers to two specific questions,
the main purpose of this post is not to ask for help on how to solve some specific problem — rather,
I'm looking to start a discussion about something of great significance in Python; it is something which,
besides being applicable to Python, is also applicable to programming in general.
I use Python for most of my tasks, and C for computation-intensive tasks that aren't
amenable to being done in NumPy or other libraries that support vectorization. I have
worked on lots of small scripts and several "mid-sized" projects (projects bigger than
a single 1000-line script but smaller than a 50-file codebase). Being a great admirer
of the functional programming paradigm (FPP), I like my code being modularized. I like
blocks of code — that, from a semantic perspective, belong to a single group — being
in their separate functions. I believe this is also a view shared by other admirers of FPP.
My personal programming convention emphasizes a very strict function-designing paradigm.
It requires designing functions that function like deterministic mathematical functions;
it requires that the inputs to the functions only be of fixed type(s); for instance, if
the function requires an argument to be a regular list, it must only be a regular list —
not a NumPy array, tuple, or anything has that has the properties of a list. (If I ask
for a duck, I only want a duck, not a goose, swan, heron, or stork.) We know that Python,
being a dynamically-typed language, type-hinting is not enforced. This means that unlike
statically-typed languages like C or Fortran, type-hinting does not prevent invalid inputs
from "entering into a function and corrupting it, thereby disrupting the intended flow of the program".
This can obviously be prevented by conducting a manual type-check inside the function before
the main function code, and raising an error in case anything invalid is received. I initially
assumed that conducting type-checks for all arguments would be computationally-expensive,
but upon benchmarking the performance of a function with manual type-checking enabled against
the one with manual type-checking disabled, I observed that the difference wasn't significant.
One may not need to perform manual type-checking if they use linters. However, I want my code
to be self-contained — while I do see the benefit of third-party tools like linters — I
want it to strictly adhere to FPP and my personal paradigm without relying on any third-party
tools as much as possible. Besides, if I were to be developing a library that I expect other
people to use, I cannot assume them to be using linters. Given this, here's my first question:
**Question 1. Assuming that I do not use linters, should I have manual type-checking enabled?**
Ensuring that function arguments are only of specific types is only one aspect of a strict FPP —
it must also be ensured that an argument is only from a set of allowed values. Given the extremely
modular nature of this paradigm and the fact that there's a lot of function composition, it becomes
computationally-expensive to add value checks to all functions. Here, I run into a dilemna:
*I want all functions to be self-contained so that any function, when invoked independently, will
produce an output from a pre-determined set of values — its range — given that it is supplied its inputs
from a pre-determined set of values — its domain; in case an input is not from that domain, it will
raise an error with an informative error message. Essentially, a function either receives an input
from its domain and produces an output from its range, or receives an incorrect/invalid input and
produces an error accordingly. This prevents any errors from trickling down further into other functions,
thereby making debugging extremely efficient and feasible by allowing the developer to locate and rectify
any bug efficiently. However, given the modular nature of my code, there will frequently be functions nested
several levels — I reckon 10 on average. This means that all value-checks
of those functions will be executed, making the overall code slightly or extremely inefficient depending
on the nature of value checking.*
While `assert` statements help mitigate this problem to some extent, they don't completely eliminate it.
I do not follow the EAFP principle, but I do use `try/except` blocks wherever appropriate. So far, I
have been using the following two approaches to ensure that I follow FPP and my personal paradigm,
while not compromising the execution speed:
1. Defining *clone functions* for all functions that are expected to be used inside other functions:
The definition and description of a clone function is given as follows:
Definition:
A clone function, defined in relation to some function `f`, is a function with the same internal logic as `f`, with the only exception that it does not perform error-checking before executing the main function code.
Description and details:
A clone function is only intended to be used inside other functions by my program. Parameters of a clone function will be type-hinted. It will have the same docstring as the original function, with an additional heading at the very beginning with the text "Clone Function". The convention used to name them is to prepend the original function's name "clone_". For instance, the clone function of a function `format_log_message` would be named `clone_format_log_message`.
Example:
```
# Original function
def format_log_message(log_message: str):
if type(log_message) != str:
raise TypeError(f"The argument `log_message` must be of type `str`; received of type {type(log_message).__name__}.")
elif len(log_message) == 0:
raise ValueError("Empty log received — this function does not accept an empty log.")
# [Code to format and return the log message.]
# Clone function of `format_log_message`
def format_log_message(log_message: str):
# [Code to format and return the log message.]
```
2. Using switch-able error-checking:
This approach involves changing the value of a global Boolean variable to enable and disable error-checking as desired. Consider the following example:
```
CHECK_ERRORS = False
def sum(X):
total = 0
if CHECK_ERRORS:
for i in range(len(X)):
emt = X[i]
if type(emt) != int or type(emt) != float:
raise Exception(f"The {i}-th element in the given array is not a valid number.")
total += emt
else:
for emt in X:
total += emt
```
Here, you can enable and disable error-checking by changing the value of `CHECK_ERRORS`. At each level, the only overhead incurred is checking the value of the Boolean variable `CHECK_ERRORS`, which is negligible. I stopped using this approach a while ago, but it is something I had to mention.
While the first approach works just fine, I'm not sure if it’s the most optimal and/or elegant one out there. My second question is:
**Question 2. What is the best approach to ensure that my functions strictly conform to FPP while maintaining the most optimal trade-off between efficiency and readability?**
Any well-written and informative response will greatly benefit me. I'm always open to any constructive criticism regarding anything mentioned in this post. Any help done in good faith will be appreciated. Looking forward to reading your answers! :)
| r/softwareengineering | post | r/SoftwareEngineering | 2025-04-20 | Z0FBQUFBQm9DbVhRTHJFUWtqQ21RbVFSbDZjcUxBUE9DS3JWY2k3M1B4MkZ2OElkdUc4UHRnR2taYXBDUUp2QUFpVTA4Rnl5S0xlNWhRS2VZTnJYWjZ0b0QtWjN5eUtta2c9PQ== | Z0FBQUFBQm9DbVhRTWNFUHpPTG52a1JSNTZUcnhCNW9Rb1J4SnBOTGNTcDZaZFpvSWg0NVJFR1dwdVU3YjUwQm4zYnlTOEYwVTJRX3lfTUx4WE5uSXlId1lsRFgxVHMzVmFyM25uRzNBMlprQ1AwWXJ4WVhYR3U1Z05jLVF6QVlITzZyS1huYjRycWljSVU5aldBUG90X1dsdFVxeXNaMWw1dGpmMzdDN3RKbDlBR01oTDRxNk0yeHpUX3pxSUlIQ3NqUGtpLVNaa1YtR0xLR3JWSG92WkxuLWY2WTdLWFlJdW9yMF9vYldIbmJGUVB2cnZPTFN4WT0= |
Hey everyone,
I've built a privacy focused macOS app which makes use of a locally running neural network (YuNet), to notify you if other people are looking at your screen. YuNet runs fully on-device with no data leaving your computer.
The app utilises a 230kb facial detection model, which takes images from your webcam and checks for any faces entering the viewing field of your webcam. If the number of faces exceeds the threshold an alert will be shown.
Built with Python + PyQt, the YuNet code comes from OpenCV. Currently it's a macOS app only, however I will be widening access to windows devices soon.
Link + Source code: [https://www.eyesoff.app](https://www.eyesoff.app)
YuNet paper: [https://link.springer.com/article/10.1007/s11633-023-1423-y](https://link.springer.com/article/10.1007/s11633-023-1423-y)
I also created a blog post discussing the development process: [https://ym2132.github.io/building\_EyesOff](https://ym2132.github.io/building_EyesOff)
I'd love your feedback on the app, I look forward to reading your comments on thoughts and future directions you'd like to see! | r/deeplearning | post | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRWW54WG0wR01pb1pyeU80X2MzTUJpTTc4clNKR0xYUzdkdE90NWlvZnlfMTRwZWhPVTUxR3VrLXAtdlkyWS1iNDkxM2RQcHBheVRJM0pXX3RBZlhSYkhWd0FlYVM2TndTNzhfMzQ2dmRTZVE9 | Z0FBQUFBQm9DbVhRei1qX09hQlZmVmJqYU5VSnVnbXdwTE0wTnZUeFZ5TjNsS1VwNDc0Rms4RnlQZzFVajRXNWlyZGdlRExlMUIxOXRpbHVwbFQ2WDFIX0dTRlBmVFZLQ3BYTkFuOUQ4OXFGWlJ0dXR5RVNySmJnaW9LWUx2WDJidkVOYzUtdkxXSmNlLXJtd2w1WXZVMF9abDhvSWxuSUQ4LU13TmNmbWhlLU1fa0ZFdTJwVl9kUHJEbWpldXowSGpjVFJCNE0zaFc5cXBrOW9vcEd3elBhbXpOTEV1Y1NpQT09 |
Plenty of time to accumulate…$300 for TAO going to sound very cheap 4 years from now… | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRQVUtNTZidUYzS1o5dE9yM0xfbFlFZHNIVUQyUnVPNjZ1SFhlUjR1SHFQRmtkUkRDWURENnp6aG1XLTBjX0VrZm5JZTc1NU9mOGlaNXVQaXpHZXNwWFU2ZjQ4djEtd3FVY29Nay1tTTFUeFE9 | Z0FBQUFBQm9DbVhRZ21ORHF2Y3Z3SmNPSTd4bmo2YTQ0d0xySl9xV1k0UjBSejJpUmR0aElVN29NLTY5Y0MwRGZxaTZsbUFWWkNnVGxNR1NoemZkMFpFNE1HMURIMXR6VVJUQVlnYU9zemdaTHlUUFh6Qk1Wb282QWpUamI3d1p0VFF4LXd3WFVyQVNUMUlJZngxcFd6MEstVlg3eXkzZE5Xd19JWF94QmRrb25xRGFzN2tBQkQxeWF4akZmOFRxLU84WUJLcy1IaDQyYUNCbU44dEtGTEpVYl81bGF5T0pMUT09 |
not looking for memes like “don’t do it” ... i mean legit stuff you didn’t expect.
was it how long it takes to feel confident? how lonely it can be?
interested in the real answers that don’t show up in bootcamp ads. | r/learnprogramming | post | r/learnprogramming | 2025-04-20 | Z0FBQUFBQm9DbVhRMGVhS3hJb0VzeGNVamdQS3NVVmRmRWFJZHBZa0twVkhCWUFOUmY0Y29JZ29uSXQ1Y2hXRFVlZ1VrUG94NDVrS2dwUGxCRi0zV05tZFB4N3puRGYzRnc9PQ== | Z0FBQUFBQm9DbVhRR1FLX1gxaFg2ZUdkMXdXeFlzSW4ya2dZcGQyeTlKRS1SckU4ZUkzdXB5REIzOHZuN1U4ZmVMYXdoOEl2TGZTajhxZ1FLR3pucE9henlDSnlQWDZJOFpyVXRDOG5BbDUxTXMwYk4xMUozcTNkUTUyMGtGMkxhQVRIaklwek1KRVd2NGkwUTFQMklwMTBxb21JWUgzbV9JYVFHejhUY2N3SlVTcEFyWm9zMXVZWWVfVWRhNEtxUGVxUVA0cFRnbEt6bFFPWGd1M1d6eFpOZGMyN1hkOWJrQT09 |
Pretty cool! But this doesn't really detect when someone is looking right, it just detects another face. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRRmQwb3JCM2wwZjJrc3hHSHhmdkI1S1M5aUczYlBUUWNjYUhxc3k4M2NjTnFnWUdNdkliVGR5TkpXR29neGpucDdlckZFcUVKd0plWDF6cDZrWXlTa1E9PQ== | Z0FBQUFBQm9DbVhRc2luVUV3bGRtRlNpbi02WGtQZW5WZTVETUQ4akV1dTdhYmRvVHJldkRBZ1pfaGs4ZDVkcldKbGdtNlpySm5FWUoydHRZVzJ0QndBLXdYcG9EUU03elUtM3o4RFdveTV6SXQzOUxGV2JiZ3dvcHI4S0tVWERpMVo1c3hkMWtfVjJJM3RMSkRGc2JZdWpwNy1UZkptVlhfTjBVZ3EwcHdxSmtjZUJ4aHB3YnBMV25RbWw3ZE94YWNmYk5fOGJZMERXYmU4Q21ES1dCQXZ1YjUzSE1udENEQT09 |
https://pbs.twimg.com/media/Go83lzhbsAEo1bU?format=jpg&name=large
[source](https://www.vlsisymposium.org/wp-content/uploads/EN09_Technical-Tip-Sheet-VLSI-2025_EN_fin.pdf) | r/hardware | post | r/hardware | 2025-04-20 | Z0FBQUFBQm9DbVhReExGVWlmNzUzM1p5SXlUektweEdIV0dWVDlZQUs1ZzdMRjJWWElua2pMZXQ5c3BxMXJ0TEl2cXlCbHk0c0JXM2cwODFqU2ZrWUtIUUhVU1ZLek9zWHc9PQ== | Z0FBQUFBQm9DbVhRS1BGWWZ6SklQU0hZYUZOcWtLV2VkVmdSNlgxZUdtLXNTVGVOclhwV0VLTUYxczNqczdnNks1TzdVNTVVSjZVOFYwcnJFRVJ2VjUzQVNMWDRkQ3Z0TTBUa2xlX0FMLWdfNi1DYV84LW9rSmpYeDNhWWxWc3Y3THBDRUVhMVpoZGxNeDdlaFkyM3l3TmVid05QSUtRYk11NlBlc0ExV3Z6S1FkNlVRNGl5R3lrVnk0REhzbS1ZcUgwSGx6V1ozVFpT |
TIA | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRSndaejJ6U1R2bkU0cEVwQjIwa1g3cUVDcWNXbGRaTkJMcVlDM2U2ZFczUVFvVUVDdXN4dkZHMzhIY2N3YU1NeGpsTnVTdGVTd1Z2T0JMcjJHWmN2VkE9PQ== | Z0FBQUFBQm9DbVhRSHo0a0VhUUZ3aVlhNWNNQ09YYXdiRFdWemVoWEp1NnFSVEFSNzcyUV9iWWRmbDNrZ2EtaDBOY29qR280UHhSVkdhaFAwQXo2MzVva0UwY1JkbnlDZkxXOENIbnBOd3A2a0JRaWhZM0liZm9jOU1wWlF5U05IaW1RR3dtYnliMzRCY2VYakViaWp5dzZVMDRoeEpBQl9RZm5HLW1uYmJWOTZ2MnBxRWZDSFozZFZmamhBM3RJeXJmd3gwRHNrOHo4UDdJZXBHbV9WUE5jZll4eEswR3VJUT09 |
Thanks! Yeah for now it's just faces, however I am going to look into implement a gaze detection model in the app soon. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRVXNSQ29scjNnVXF3c0pzalU2T2RtSmdoUUdSQ3FCUEVIOUpfYnppY2duZ3phRnVTX3VzaEhHSFQwTDRUZ2k4akIxSm1aVmJQZEZCNHh2cmQxenBxdTJZcHBBRV9meEdCV3Q5dHh6aTFwWTg9 | Z0FBQUFBQm9DbVhRYmlYWEptOFl4czBvX3dQcFFWM1lLMm0xVDhiTjRnZUgwNEFuV3Rvck42c3E0MXh5R0hnTjluWkNWZFh5WDEtQjdvUUtoWXR5MzMwUFF1UEc1RW1tTTNjY2lDX1BoN1BCMXhwNzN3MzNLTFIyalhFYjJiSjQ5TkwyNUtzbUxkUFZVOW9WNmg1VmNpVFNwUXNEbHVtRktKMXFUaktTNU41a3hrVzZFcGdjb2txQ0J1UXNXU2lZdTRfUW5pOW1jWURXcEUwclZBNFNqYUpYRk1TUEdCNjlIZz09 |
Bot has problems with Sunday matches, so a user created match thread is necessary.
21:15 Toulouse time (utc+2). Because some formula 1 or something else happening at the same time.
Winner of the home-away two matches aggregate gets to name a certain pastry for a year or so. | r/rugbyunion | post | r/rugbyunion | 2025-04-20 | Z0FBQUFBQm9DbVhROGl1TDNEYlRzRWduVjV6VWZlUGlkQnBJbUxKRHZZdUVuQmxNcjhpV3A5NXU1ampWc2Q4T3Rha0lvQkgxUllqam1VMVNVU2MxWGtsS2EzQzU4RUM2UlE9PQ== | Z0FBQUFBQm9DbVhRTWdheHdwcWV4dTlUMEt2YWlkLUZvZEdLbk1MOVpIcTFLR0JlZXE5UnB1Q2E1clM1RC1vMGVnQ0tSSmRUN0xzazk2WnRkODZqa0Vxb0JEUzk5MFQ5eXgwem8xQzRpcS14U3djdERvMFhaN1RPTmlKMzVwOHdJUU9ORFRuRGgtazJGQkFQelcwTURTU1p2YWxZOUw5SkNmeVQyMUFPVmctN0dnVFF5dDBQVFNnNURpRWdVYlJWYlotVkh1Q0E4R0oxVjBKRGR6c3Rrc295cm5rWDItRmJ0Zz09 |
I have seen companies using these services as they require sophisticated web scrapers and require some cost to operate. Also since these websites are scraped by a lot of bots, they are very slow to respond.
What data points are you looking for and what’s the model you’re building for ? | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRTnR0ME9TVzVEZ3dJZ29KNDkxM0gwelhQZWtUeDhZMHVzUWJ5eTdMbElOWHNoNllrSV82QVJHV2cybHd3bUZ6RUZVajlHbmVSSmVIM3ZjX1pMVTM0dEE9PQ== | Z0FBQUFBQm9DbVhRdGxPbVBHT0VOOWZpR2JsRkhybmdhVllZOVVrZi04ZFNXRGl5TVRBVGQ4TW5pTEVfYUZjWDlNMDl6RDVmcVNCZ2UxQkV2R1NoTjg4Ny1mZFAyVTg4clhTeEVUTUhYakFsN0ZoZUtESFUyUGRlOVRLN0gyZzFDV1IzZzh0ZEhYRXYzbE5kcnZsaVFqbS1hSTZHa3NfeHZfMnM1ODY1VDR5azVNcUEyYWhGdlZxVS1XM2JDSDRDYjd4SmZ6YUFsNEV1 |
https://app.cauldron.quest/tokens
https://docs.riftenlabs.com | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9DbVhReXdFdTkzdm4tNmItZFctNDI0QnpzQ01RMVBFcmM0ZE5qY0lXV0JoQnpGM3hWdjNpTTVnVFNaX2VIX25CT3VaUEREQ1hmRWFMSmZXZkEwanEyellhcVE9PQ== | Z0FBQUFBQm9DbVhRWVJndnRObTZoYml4bS12THhKSmpjOFZTWGRyd19pNG14b1c2ZHczQnFiakQ5SzNlbUNScGNNaC1iSVpRaHlNQW5jU1FjOTQxbDdmOHZJTW9JejNFd0duU0sxTktUMk1seTgzaWRKNUFwZGczaEZiVjJsdXRwWlgtZ3FMVkFoOTVnRkM3VkI4XzdpWHk1NG44dFdBaUZaeV8xUWh4TlR6dnNMdVlmSmpRSl9VPQ== |
This was a question thrown in my first "good interview" where i did feel i had a chance of being hired. Granted, i was a bit nervous, i do feel like that was part of why i wasn't hired. Got a job since
The question was among the lines of "How do you react when you notice a deadline for a project or a task will surely not be met?"
I was taken a bit aback because it's not like i plan to fail. If i set a deadline, i'm sure i can finish the task within the time-period
We dabbled a bit and i can't honestly recall my answer. What i do recall was that he asked me to answer again because the answer wasn't so clear (yeah i started daydreaming)
Now that i'm calmer and had a job, i think what i should've said was:
1. I don't expect it to happen since when i set a deadline, i am sure of what i have to do and how long it'll take
2. But if things do get out of hand, i will inform you first-thing
3. I will see what i can do to simplify the task, remove or divide features so i can deliver it incrementally
4. We will see if we can postpone with no damage to the project
I know i just risked answering my own question, but what do y'all think? | r/webdev | post | r/webdev | 2025-04-20 | Z0FBQUFBQm9DbVhRdmw1N2NTR1BGRVpwUFBfY21Hb1lYaWZqRVVTNkNUYVdOcEVFUGE3WmhEdFFrZUMxczhrSW42dW5IMzNwd1BBa2hJU1VEb0tEc25HUHNTZVNXdEtjRGc9PQ== | Z0FBQUFBQm9DbVhRV2xsc2RYQ3N6b0RveXdUN19xM3l6cm9Td1FzVi01Zm5UWlZWSDdDZ0RydDNyWW80UUR2QXYxWjBJdWUxZlZLQkNjRHJPcm5pcTlrNFN6VzMzYmYyUUxIQVUxdmYzOEduVWpNdUpyQmczbUdRUDkyRHRPM2ZmVG9hZm02OENvYktQbzNKRVZjVWJmSzFWUjBuQ1doZXlnWHhybXhpZG42aHNFRUlsZjFRclFWM0JkTEJaTUhXN0VmcVRSRnM1MVQ5S1RGNElOUXU4WHR4bk40WnNUbHJBUT09 |
I would like to encrypt some database fields, but I also need to be able to filter on their values. ChatGPT is recommending that I also store a hash of the values in a separate field and search off of that, but if I do that, can I still claim that the field in encrypted?
Also, I believe it's possible that two different values could hash to the same hash value, so this seems like a less than perfect solution.
Update:
I should have put more info in the original question. I want to encrypt user info, including an email address, but I don't want to allow multiple accounts with the same email address, so I need to be able to verify that an account with the same email address doesn't already exist.
The plan would be to have two fields, one with the encrypted version of the email address that I can decrypt when needed, and the other to have the hash. When a user tries to create a new account, I do a hash of the address that they entered and check to see that I have no other accounts with that same hash value.
I have a couple of other scenarios as well, such as storing the political party of the user where I would want to search for all users of the same party, but I think all involve storing both an encrypted value that I can later decrypt and a hash that I can use for searching.
I think this algorithm will allow me to do what I want, but I also want to ensure users that this data is encrypted and that hackers, or other entities, won't be able to retrieve this information even if the database itself is hacked, but my concern is that storing the hashes in the database will invalidate that. Maybe it wouldn't be an issue with email addresses since, as many have pointed out, you can't figure out the original string from a hash, but for political parties, or other data with a finite set of values, it might not be too hard to figure out what each hash values represents. | r/webdev | post | r/webdev | 2025-04-20 | Z0FBQUFBQm9DbVhRcFJyQVJzWGtsMVlWMVdiZjdSUW5hZUNET3BGWklUQnNwMEU2OUVPcXR0akpKVTI3Rm1YOVMxWVpMZjRzb2tLOWJ6dHYtbTdVWUcybHpMZ0VEUGhRdXc9PQ== | Z0FBQUFBQm9DbVhRSnZPWVpfNmlDOEtrN3p0dXFZdzh6WjFoZE9xaW9STk9Jd2l3ZUhaR003T2h2RGtaYXFxMDdEdkVOTVhwMGFQTWlzOE9HdmNSNG53RVlqM2Z0TTBhT0s3T3Azb2wwSTIwM3k5bnQ5T0pCUUxKOWh1bW42SVQtUDlMYVY0QnRkYlJwbDBlSFpnRk9CMVEtd3drSHYtc2NrZkVPTFVBb0xyWGxYN2xqRVBFOEszLW9XQXR5eDZ5X3dvNXRVNjlDZUZ3 |
got the data . done | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRN1RjNmlVVE1YNU9fVWNDMnQ4SHU1cmxMZTNicE16ZC1KQXJ4WjEyaHhaSFpENGs4YWd0T3dnZWJTNGlHazlGNExNY1VHTWdzcW9ZZEhJdWJUcU1hRW5HVWdzejhRRFZEY3cwcWVwNThkSFU9 | Z0FBQUFBQm9DbVhRQS1HRGQ5X2ROcUZuYmp4cS00amdodVVkOUd4aW4xRGM0TDI4bUQ0TWtuaEFkNXJJVUVXLUZvVUhlNVJnQURVQzJhLXJENHptMncwZnczS1pDaVoyVHRTTXQ1RFFadmV2bXl0c21Zd19mTjhLLV90ME5oaG5DNFNTWG9ld1RrZFEwRlJfVHN0YjIxMGxsRUlsd09nR2JsSzFZemhpR1J6ZnpaOGNpZWY0eHM5TVBRMUFFMHFoNVRWeTgxMGdNWE5R |
Just wanted to share a little command-line tool I whipped up called `cnav`. It's a super simple way to get a quick, readable overview of recent Git commits in a repo.
Sometimes I just want a fast way to see what's been happening without diving into the full Git log, and `cnav` tries to do just that.
If you're curious, you can check it out (and maybe even star the repo if you find it useful! 😉): [https://github.com/ngduc/cnav](https://github.com/ngduc/cnav)
It's still pretty basic, but I'm hoping it might be helpful to others too. Let me know what you think!
| r/webdev | post | r/webdev | 2025-04-20 | Z0FBQUFBQm9DbVhRdEZCblduQVY3YWZyVkJxbzJYSUJRZEhESDBNRlNiM3BQUzdHMFZIRXlOcWdwbG9LSV82cjA3ZTNBenl2RmNGdnNESTBLb1ZzdkpsVjJLaDBGOVhPd0E9PQ== | Z0FBQUFBQm9DbVhRRkowdl93V3lDUlZXb2d3U0ltS3JvdjBOa2E0bkVMSjk4cXVpdnNRT1VNaUpxb0k2OXdQYzBBVHZ2bHZreDVuUEJSdUd5SzlhakFVbzNVY2EzNkpPQ0ZUa25IOEh6OXR5VnFyc1VFLS1CX054YThScGNsRVlST0F4YkZkaUFVamVLMGtPMjdLWlpXTklOTXk2ZXhEaFJGbGNtcGFuSThFNGU4VmpLUC00YWRlSXFVS0M0LTBtTkEyd19IRldVQ2JU |
I have tried making money on both solana meme coins and even online gambling. After hundreds of trades, I haven't even made 2x on a coin but on gambling I have made multiple 10x. The stories you see about meme coin millionaires. They are very rare. The Meme coin space is filled with scams. It's gambling with lowest win rate. | r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRM0gyelRtclZrazVheVBycE5IMjM3SmdXb05aNGJFU2FxVC1zUVdiVU5HbjZ6YW5pYTJ3SmdrQTAtTjhQX0pnUTNERFhEVXVid0NGMkNyeXJ2aERaQmc9PQ== | Z0FBQUFBQm9DbVhRQ2VybW9PMm5jUW5JNFROVURCWlFfd1lUUVMtWEEzVFdacGktN2c2aEZQYXMwQ2VIMzBiNGNUUWpPTWU1OXh5U1pmUXI0Q3hxWmw1S0l4MVFCQUc5VFp2NUFnM1lXMklaT3lZQXNhR01hM1Z3eFppU2o3cURycEJNWjItOGE4UEhyaTdNdmV0dlNHcDBKOC1uOFByRWlicjRKWFRkWTRnZVFsUmxPVWJ0dWFyZ25wUTlrdVpzUGo4VDQxSmZUUVNFM2NKaUlFSzRxQ3VUYkVNbjFLeUJCQT09 |
So I just wrapped up my first official week on the job. Honestly, I didn’t do a whole lot since I still don’t have full access to most of the applications yet.
Here’s a quick breakdown of what I did:
1. Imaged some of computers
2. Did a bit of work in Active Directory
3. Troubleshooted some light network connectivity issues
4. Helped set up a printer
It actually feels a little too easy. I’ve had a lot of downtime and it might pick up soon though. The L3 tech is going on vacation in a week or two, so I’ll be on my own and have to learn a lot real quick. Gotta be ready to handle things solo.
Any tips on how I can stay proactive and learn more while I’m on the job? I don’t want to just sit around. I really want to grow in this field and get better. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRYW16NmxzZUFpX2JxT3FyZ1ZFQ3o0aDJTOEhjX1ppNlU3WVpvYUV5WTJjUFVQcG01dXhlLUJELXZnRy1yRXdzWGt5Q2ktaE9ueGxXZXNWVy1vTy1PTFE9PQ== | Z0FBQUFBQm9DbVhRblBYdlJqU0tEMFhZQm1vQm1vUDI2a2c0cjVCbHRDMS1WdE5wenppZkZUSlV0ZDFyV3Ztc28zQWlIb0FIQnQtd1dzeXJnRldmQ01TTjAtdnpTWmxwMUd2RkdGbnV1bG1uM1BBLXotekNUNGVwQ2RrM2xvaEJ2dk1XWUFpREpuY1F1aTZSbFRBRVlLZTBjX0FlN1p4OTJ2TzRiQ05YNFAxSEpYWkJXRzRIVm1Vd3NUUTVjWFNkYlJ0c2lwa3ViTVZzQ2t3ejlELWYyTW5PbDR2cDlobGpqQT09 |
Seems to me this would have applications for better planning of building/city evacuations during emergencies. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRM0dMaHk4S29EUE4yMmR2VUtwVEhfVjhsRXBMT21FOW5Ca1dpMjRIRC1nYlZaeC14NE1LdWhKSFNzZ0ZPTTVsYkJrVGdENzNzcTNTMnlqaWdlLXJ4Ync9PQ== | Z0FBQUFBQm9DbVhRWmFCQ2NJcmt6Z2lTS1hGX3BTRG8xUjF3TjlxeTdnbXRKbWJTSWdrYm94bzhyTHA4X1hPMVlCUXJ0R0Ytc3B1c2RjYTRKUGtkc2hDU0R4QXN6Vko0cnB0ak1fNk1ETHpkZVNGdzl4aHJBb1REblBWaXJIdXFyQzZ0dXFoRDdUbk5ncVhkM05FSk5qRTgxZkdMMGsyLXA3UU5GWnJ3bmFxcUtzV3lJYUlIY1ZremFyUkVPcDY3UHJhajVOSGwwRGM3MGJOdGkwaUlGVGk0V2NCSXE0d0RsUT09 |
I thought it would be common sense to have some kind of protection beyond the firewall that comes with distros. People said macs couldn't get viruses until they did. yet in my short time using mint so far I couldn't see any antiviruses in the software manager store. So what gives, should I go download something from a website instead? I don't feel entirely safe browsing without something that can detect if a random popup on a site might be malicious. | r/linux | post | r/linux | 2025-04-20 | Z0FBQUFBQm9DbVhRUkZkV3d5QXlMTTJ2TllGSWFxakIwUUkxN09qNTFxMHJPeGdQdU1kVnRVUjVveVg2MTBzNFdZZU5peWlMMDBhMzBvc09sSkcxS0E0RkVrWDhlNXhxR3FqN0pZT3dSQ3JVR0tFNWhOdk9kcFk9 | Z0FBQUFBQm9DbVhRSW1zV2lXS3JjTlhuSUVNR2tLdVh4Vm5Lb0xLaFZlNEN6c2Z4Z0J1RlFTeFFlMGtYUnE3dTE0SjdUWlJWbmNkNzY3Uk9sYjdMYjRZRDJCaFNSem53UE8xOC05WkR6YTJKclIxQ3RLaHQxUXpxRUdzektieWhDZUVqWDJvSWJIb2VTM2pHLTdoRkNRVHA4RlRxeXd4VG5GU0pxbFA4S3FXZ3BjMEQwSFhKZmdQbGd5dlhQNkZDVHVSVWlqUWhGd2JV |
I have experience in legal tech and worked on working with AI tools. Would love to connect with you | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhReHRXaGxCZVNXOUd2eGp6ellaSFR0cjMycjRKZG5ncm9EOG4zVEU5NXE4Ynd2YXBlaEtFUHYzeG1DbVZZSGp1UnZ1Q21NTzdMWGdVeFZIQW1RTXh0VFE9PQ== | Z0FBQUFBQm9DbVhRS2ZvMXlCelBxeE5JYmMxRWVFX0ZHMzhaWTZNTjVBYWRkVjRQb3hLN3VOd0NRVjVJMi1hSG9Tb2haODRZZXItRXpRVkVrZFd5TDdmWHBpSllEWF9SbDNwOGtjTG1ZWlFJdDNpQUZVNzdKZXU1bDF4LThsMGZTbWtOQkNvT1pRRU94ZW91VW9EcVYxbFpodnUwcFN6eTlHTzk2bUVqSHB0Q2R4c3NkYUw2ZV9mdjFkS1BkTU1WamVmYmFpbmFhd3RCZ2VJb3ZBb0NxZlhDdlZaQV9mR3FEUT09 |
I know little to nothing about meme coins and even less about Solana tbh, but I'm tired of my friends talking about how easy it is, and the final nail in the coffin was seeing a 12-year-old kid on YouTube rugging a bunch of people who are probably all grown men/young adults and walking away with 20K this doesn't seem hard to do at all. | r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRS05DRDNSZWNZSnhXZlNwakhKSlBoMWozLW9qeWNYSnRQZUFqX0JXbGNtVFdieE1FaGloNjhVbEgweHlfbGhVU2RlZmltdmVKR0Y0WjM2aGlkcTRxWjFsQWZ6U3ZwcjJkWExwYVVNVFdlemc9 | Z0FBQUFBQm9DbVhRa0xzeVJIMDZGbVJPbGYwY0xPX3dNbXRMZlFhZ0F1YmpfcUxXUGFHbDduUGx2ZmVkNnRMYkpSSUk3dkNGUUJlS3Q3SGYwOWJnTTRVNzZBSGpQNFZOeFdlV0tZUVFiREVzSmw0cHdVWW91Vi1JVVRFTDZQNzJDbkZ5RDk5c0EwZWlBbzREcUl0NmR6MDV5QkxDR2pWd0VScExyMkZuLVRGV0RSSV84ajFBSExNZjFQZWhxcEREb3FITkN1RkhfdnRS |
Yep ….we will wish we bought in more now in 4 years | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRRG1nRUYzeFc5MHJaaDk1R0RWemtHeVlyaUpwRVhXUUxxWVppTm9NTTFqTmxkZVI0QXQ0M1QxVkpjMjMxaE1SeDdNaGdVUnRlTW15bVpOUEdGY0NlTjFaYVh1OFAtTlhXRTd4SUg2UnlpdGM9 | Z0FBQUFBQm9DbVhRbWRQSlUxY0FyaU43aTY3aVBpRVdib2xIdkhaUVFUZUdHUDZLeFVNd3NCbHloOE8zSjFRTlV2Q21ObnVZa25wOFZSXzhneGVwcktpXy1FMG9SWmRaeDgwSjR6Slp6a0wzcUtXRUE0ZU9FVkx4U0hVX0NjbGVvc0RPZ1ZoOUdKZjVkeTYyWXYxSGx5YWN0MlpEUkFlQjlQbmNZaFg0RHBRcC04ZG5zS0I0eUE3UHlXV1hIMUVjV2NmdW1LWXdGUEZHbDlNbmZTNjFZRHQ2X3IwelI3LXc5UT09 |
Recently unemployed, trying to break into IT. I've been reading around that these pc/phone repair jobs aren't meant to be anything longer than short-term, and the job experience can be iffy when applicable to help desk or direct support type jobs (which is the ultimate goal) since warranties are a thing in the corporate world.
I recently received an offer from an ITAM org for 15/hour to repair and re-image various devices in a warehouse. Very underwhelming pay but I realize I have to start somewhere. My previous work experience is in SaaS sales so all I'm working with right now is A+/Net+/home lab/unrelated degree.
Question to the subreddit is how much weight do you think this PC repair experience will have for eventually landing a help desk role? How long should I stay there? 3 months? 6? Or is it not good experience? I also have another offer for a sales job with significantly better pay but I can't imagine they'd have anything internal IT related I could pivot to (it's remote).
I'm relatively financially stable as my last job allowed me to expand my savings and I live fairly frugally but 15/hour is brutal in todays world. Commute is not ideal as well (about 50 min). | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRT3dUaWR2X3hmdzZtTHpvbWhlOXkzMG4tNE0xV01qVjFmdDAyN1VmaGkzU3VJWDJXMjVHNHN3OFZ4VHo2V1BJOHM4cEdxMV9lSEt2Yl9weWpjUHBfdndFc0x0S3ZFZlg2WWtmQjRncGxFUVU9 | Z0FBQUFBQm9DbVhRcW9XWURWY0lVQ2xQOWZEQTkyQXZ1R2JPcG9FQmNkZ0hpcFJCbVFxZ1Faam93TFdJM2VIZUtNVDI5dzlLMzhuZnFyOXJvd09MRVkxVGFBTXdCeHdtNlNfdW5BQWpVc2FFUVU4b1prSXR4UGlNb2NmT0xTcUxLOHVESUZkbXhlT0xJbWRyc09xbTlYTjZCLWtLWWJpakppZmwzUld2clNSUFJOaGlwWVA5TEp6QVJSQmNCbTB5MWNPMTlnMnByX1g1 |
Social Stockfish is an AI that predicts 7 moves in any conversation, helping you **craft the perfect response** based on your goals, whether you’re asking someone out, closing a deal, or navigating a tricky chat.
Here’s the cool part: it uses two Gemini 2.5 models (one plays you, the other plays your convo partner) to simulate 2187 possible dialogue paths, then runs a Monte Carlo simulation to pick the best next line.
It’s like having a **chess engine** (inspired by Stockfish, hence the name) but **for texting**!
The AI even **integrates directly into WhatsApp** for real-time use.
I pulled this off by juggling multiple Google accounts to run parallel API calls, keeping it cost-free and fast. From dating to business, this thing sounds like a game-changer for anyone who’s ever choked on words.
What do you guys think: do you use an AI like this to level up your convos?
P.S. I’ll be **open-sourcing the code soon** and this is **non-commercial**. Just sharing the tech for fun! | r/artificial | post | r/artificial | 2025-04-20 | Z0FBQUFBQm9DbVhRZmdNWTY0amtyM0puOVU5QTBDRVJ1dERiR2NaRGdTQ1FiM0toZFFIOElhSzJBSkozOWdEbTNOdmVVd2p1UDZoc1hLUm9xUnhiWFhDdmhTX3FyeXJidGJvMTByZzNjMGl0VThJLWEtNk5jOUE9 | Z0FBQUFBQm9DbVhRZmF5MXgyZGE4a28ycHdTQWVEdGhRbG5LUVRhU3l1TkRNdzFwcFhHanBXd2dFQjRVZG5YdE5MWFEtOXNYQWJHNFRhWlRydGhIZHVpSkhxaWloS0Q0MEl5bFdUNDBiYjljQkZZbldQNGVyNVV1cTF5Wm1xNzRuWFFKV25jenYyd2pkR2IyNTZnN3RfWmZJZW81RFV3MWpuTFFLUjI1Q3NJS3BxYTh3NW1WYzFlYWwxZjF0dXdTbFhfSDJFOE5GQzZYYmtRR0xrS1RESFhGNUZkNGdKVFNYZz09 |
This is mostly a semi-rant since I decided to stop trying to get a job, but I hope that others will not repeat the mistakes I made. For context, I have 2 years of work experience, meaning I'm a junior dev:
## Don't learn many languages
"Jack of all trades" only applies at the mid-senior level. In junior->mid level, you should pick one language and framework and stick with it! Even if you want to do full-stack (React + Backend) you should pick a focus between the two.
It's rare for a company to want a split 50/50 between them, and the ones biased towards front-end will also favor UI/UX work (figma designs, etc.)
## Build many projects
Build, build, build. Don't be like me stuck in a perpetual cycle of tutorial hell, where you value finishing guided tutorials more than actually working on your own projects. Yes, those projects can (with a lot of luck) still get you an interview, but the interviewers will figure out if you really built your own stuff and researched beyond the surface or not.
## Don't use AI (too early)
LLM editors are great to generate boilerplate, but until you get the hang of it and really, REALLY intentionally understand what the boilerplate is doing (and why it's needed) type everything by memory, and fallback to a reference (docs, Google) when you really struggle to recall something.
People will hate this one, because they'll tell you "memorization is not the point" and it's not. The goal is to understand the intention behind everything. Learn the language and framework of your choice more than what every junior Joe and Gary know. It's ultra-competitive right now. Do you really want to blow your chances and lose it all because you went "meh, I'll let cursor tell me which services and repositories to make, with the basic expected CRUD interfaces".
A good rule of thumb is to do that after you know 80%+ of what Cursor is about to generate.
## Keyword Match everything
Once upon a time, people treated the keywords in the job opening as wish lists, and told you to "apply anyways". In this job market, companies can get whatever they want to get. While it's impossible to cover every base, it's important to consider which languages, frameworks and cloud services are popular along your choice, for your local job market.
That's it. Back to cleaning toilets for me. | r/learnprogramming | post | r/learnprogramming | 2025-04-20 | Z0FBQUFBQm9DbVhRTXRWeUw3enF0LUl0dG1DeV9mNE9ncDVjNVRuMmphcDVyWXFtTUdaeUwwVkxWeHBTOWxPNDFSd25OeGhxNF9tNTZGZjVLXzFCZkhSdXdBNzFFd3M1bEhqS0FPaHdPc18zV3JWREthN0k5ZjQ9 | Z0FBQUFBQm9DbVhRT0dxenJydF9hbmhiTjllQjFhd0NBRFpRS2M5M3RzMUVSbFhvblB0SHJJdzZqMmh3VkJrQ0hKOEhNN2VhZ1l3d3VRRnFFdjdyYUVTc3Z0R2NtaXp5Y0VFRTZpc0dXWGRJV1FWUEhHQ2pfWmxuSG8yMTA5ZWtTc0xIbGJXNzdLTm51UldHRUFFS0hPdUJ1UGxic1VwZjhFS3dCTXFHQUFGa2Izak9oYnRCcmJybTQxRERuNEJQTk5iNmJGZnVielM2NjNZbVQ1d0RyVGh4RWt0MXFkOGhZdz09 |
Hey all,
I hope we finally see the bottom and the market will rise. It will be important that things finally calm down around new tariffs and all the sh..
What are your thoughts? Will it go down more or can we finally see a real run? | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-20 | Z0FBQUFBQm9DbVhROEFLUzNXLWhBdUtJUkVPeDk1VG1BcVhTYUZtMlhMU3h4TUNlY2NvMENNN29LVGNEQVZlR1M5NnRJbzlvdWh3MkhncXdvWW95QUNvdE8zRXpWbDhLWmc9PQ== | Z0FBQUFBQm9DbVhRa2ZvQTVnXzI1YnBqel94NU9fNUE2aWRfSGpoSHJaYXBYUzdxczN3NmViT25HTmtTNXpuVFZkTFVadTVxeGJkQW1nblJiZmRTNHowTU1VNjViLVlaZzhuYzdxMUdRLUtJSkNvRUc5OU9FT2NyM2xQRWJ3MU5wZWt5c1hMU3E5N2g5aF90RDdzYUVKSHBTNXpNaDJvaEJ5RWNpeWN5R2k2ODRSLW81SlgtOU5VPQ== |
Hi everyone,
I'm currently working on my computer vision object detection project and facing a major challenge with evaluation metrics. I'm using the Detectron2 framework to train Faster R-CNN and RetinaNet models, but I'm struggling to compute precision, recall, and [email protected] for each individual class/category.
By default, FasterRCNN in Detectron2 provides overall evaluation metrics for the model. However, I need detailed metrics like precision, recall, [email protected] for each class/category. These metrics are available in YOLO by default, and I am looking to achieve the same with Detectron2.
Can anyone guide me on how to generate these metrics or point me in the right direction?
Thanks for reading! | r/deeplearning | post | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRQko2ZlczS08wLVVubDFnV2R0bFRxUFU5eHZ4dVpZT0tkaFRJZklTbXd1VGIzM3huekllU2d5VUdUdHBXMVYwaEJxNHh1eENlVGdSNXhnVkRLWGZNcnc9PQ== | Z0FBQUFBQm9DbVhRNXY1TU9zSkhRUWFaUGxaN0RhRmVPUFpka3F2Nlp0dnlZeFpzQnZxQ3FQYXpjWlg1QXFzR3JpN2FwWDVoSUhZdU9nRzlIWEtpUXhNT1JCOHdXUDFYS0ZMZjZtTGJjN3RZTTg3SnNBTUR0dENXTVNlNXBJT0JRdnpKbUNoM0NWZFk3ZGZBT1dZTlFtTkZSMlpJejRiZmxrd0drRUUtYTNkRVRtOVNpalBLVFlUQzVPR2p0TjN3MDFHeDAwdnVTLThqb2pqMUs4c19DVmhnQnRkeW9mRm9NUT09 |
Currently, reasoning models like Deepseek R1 use outcome-based reinforcement learning, which means it is rewarded 1 if their answer is correct and 0 if it's wrong. We could very easily extend this to 1 for correct, 0 if the model says it doesn't know, and -1 if it's wrong. Wouldn't this solve hallucinations at least for closed problems? | r/artificial | post | r/artificial | 2025-04-20 | Z0FBQUFBQm9DbVhRSDhoUFVwNy1zZHVib2V1Y2dCZUtGLXZTcjlQR2RaRU9HcE5BSWs1TVlnTmJGaGI2MUNUVTFXR0EtY2psb0RWTTl2T2RnRS1KVG9QSWtWcEtjeTRRV0pJYVRidGJkUGxId2x0bXhIX09Qcnc9 | Z0FBQUFBQm9DbVhRa2RaN3hjcFByWHF4NTJXX2VUS25XaVdrWi0tX1BvRWRjZnk5ZVI0cHAzeXRDTkQ4VEdNSUN6d2JNUUVxYW5WTjdwRlJDLVRzRER6akw1b0Fya1dGcDhPT2YtNkI5bnQxTzFxNmE4ZUdXNTFZdGh0LUtjbERJREI1QVZ4aGx0ZlRJRlJZd2x5S0lyUlFuV1hBUmlwNnN3a3VYbmE0ZVJUZ3FUOGs3UGRYY09waTJkek9kUkxLT09hazRyLUJRWU43dU10QU82eldOcnZRRjAwdHV1R19WZz09 |
Offhand I’m not sure but I’ll respond again if I can find the time to check — one thing that may be useful to you, right now, however, is that I know for a fact that when training the RPN only the evaluator outputs purely mAR rather than mAP. I would start by looking at the evaluator functions via the github token search. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhReEFqUjBUZktwRlBBSEVQZEw0NWZWMW15WXlJY09nWTZCSjAzZ2lpbDdldjQtQVppUG9HbUM4aF9vek1XUVZMSlZzR2tVekl1dmc2VkdKM29mdG9VMWc9PQ== | Z0FBQUFBQm9DbVhRd1dhNEZjaUJZNDZ0SURoMWJZOEh2dDBLcU5PelM4emQ0MkJDNHVubnYtekZyM3lSenM4NG1ub0RXSjBtM3RRbXoyOVRXY1pnbTJrV3Z1Q0t5WDM4NGpaUU9OYWZxWTFGYkxtb1dpWE9zSDFvQUVRaUNrYVBQdldGUXdLdm9pX08yTjF3cWswRVE2MnhzQk9WcnJxMF94Y0RUMTRRVG5neEtRV01uNmE2djRTS2o0c3d0VnBGVUEtckpLQ3dCVGdmUmdLVVMwSV90dURPSUMyS19WaU14S2lCZko3eHFJSHk3bUVycXU0ZWlvST0= |
May be difficult with things like lazy eyes etc. But cool idea | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRTkZ3cV9POUZUenNuMm9GcWhnU0w4QkU2TmJ2ME9LQVh0LWdyWDZLRl93TG1XaW0tZENEb0I2Vl91US1ESG9fQnJPUWZ0MGxTQTFMT1RFelFTRk0wSWZ4RHRMa2lpSUk0U1p4UjgwMDd1NWc9 | Z0FBQUFBQm9DbVhRVk10Sl9SQ0dEbU0yN1dPRTdOQU1nbzN5XzVJYWNza0x4aXVZeUVMLVVrd0ZmNWJMOWhqZDJ4ZHVpM3dOUC16THY3UGlhYkUwbF9oM2VmRTdHVDZndzMwYTZnSENRcXFmMGpoV3JMdnM3SjZPNDgyRjFWdWcxS3ZIal9TN2ItbDJmM1c0NDVMUHZfZXpIVkJMOWExUEtvM09oUnpyV3poY3dmYjd2eWltM2x4dklXX24zY2VXN3BXSnVsYldzRk9FM1pYU2lHSVZEbHNvenVSVjFtQTBKZz09 |
I’ve been accumulating as quickly as possible since Summer 2024. I’ve swapped about 4 ETH for TAO thusfar, and been investing more fiat as soon as I earn it. 1 ETH was worth 7.3 TAO a week ago, then 6 TAO a few days ago, now 5 TAO… | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRX29BdGh6eGxnaktQaElOdjZORWNBZkNpRUN0cy0tNl9mdVRjSy1WcFlLcm1QcDNCQ0pMNzBtNUp1bHZiSDhKdGpRMjJkYU9nV1Fud2k5Vk9xdXgwRkNmbzdkaDRWLXkwZnd3T3lsV1Nqc1E9 | Z0FBQUFBQm9DbVhRYlN6eWlBaGJxYjRxdFNwbjBCTUN1MkxsTXc5em1RZkUwLWJITnFuUFhMMEZJd2pYYUQtcVZ0TWxOazdzMjhvM09ZNTdJd2ZxamZqY1lTTlZTeDZObWxib1BqZ3VNUmx0U3JHbVN6TlBVTXJCYnI4eGtKME1aS3NiZ21va2p6TkF5WWFVRENobGFvSTVHTEQycmxLR0l6TTdDS1F4aXBKTWk4THpTRnJTZDE2UVdQVmRsLXQ2YmJDRzNrMXZJTF8yRlVmVHNzY25JNHpkVGx3cUlOREwwZz09 |
Yep it’s crazy ! I think we will be over $400 in the next few weeks man ! TAO is extremely undervalued! How many coins are you up to now ? Obviously you see I have a little over 15 now | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRbVJEQWpmaUhlaVpHN3FnMWZJeGVROGphcDlMcUVKS3ZQOEJlaWRneVA0VWFNWEhibnJSUTlrLVdzN1Y0eTdyVkRuOFNpSkd3X0pRTHYxd2t5dWZkU3RBdmpEdUNGQ2dDZ3UwenBRX2pqdmM9 | Z0FBQUFBQm9DbVhRcDJMR2FxekpkcFVVdm9qLVZTT1F2ZVVJV0J4ZDR5emN2VWROTU5VS2RKX2Zzbk1WUFdNVkZvcTNSWmJVVHYtWkFmbzNvcFVtSHV3SXlmbU5laTVOWGFtN2p5VUg4QzNILWlrVWd1emRpZmhkWTV5WGtMWk0yZUFsMGJfRnNDSTFZZW1wSkJoSFJxaExGVzN4XzJuaEM0dkxsVnFVQkFCckttMEc1SzBCRktBdzQ0NlA5YmFYd1B2VXBlSGNZUUdBT0YwYjdibTZyV1VGQklsdTdVMm5EZz09 |
My original goal was 21 TAO, I remember back when 21 BTC was still possible to accumulate…don’t want to miss what I believe could be a similar opportunity here… | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRWjdGZ3hULTc2QzQ4UThyN0w3NjctSEJIaDg4cUt6ZmM2NHZlTWF4SGluLXFOcnNmdDMwZzM0Yi1ndWd4UkhLMlhUTDRfMlZUWXVqal9oVEdLRUtpX01iclFId1ZuYzBBTHpjRkc0bVVvT0E9 | Z0FBQUFBQm9DbVhRc2pSM3Q2ZElpNUxlc2dJSUgxQXZGZUJUbHVsNFdmZjc0azVXM0dVNDFGVnppMEs2Rm0yckVxbzRIeVlZVDFHMDZENDliOExiU0padnRLOXFrRDRYOXJuMkdTTTR2dVFqdkNUYkdxYkk1dno4cHhTQThqaGdLcDRGRFRpcHlpa3lYelQxR0QwcGpXN1hObWdHZDk5SS1vcWhsT3NhMjV4YXN4MkRwaDhpZzlaN1hGcjU3WGJsMW5lcjZCLXNHMklfSWZjdi1HakpvMUFqUmtUQmNEM1pPdz09 |
How many of you have come across this thought " my life is actually different now because of this tech".
I found myself talking to a chatbot (not a real therapist, but still helpful) when I needed to vent.
My fridge is usually a random assortment of ingredients. I’ve started using LLMs to suggest recipes based on what I have. The results range from “wow” to “never again,” but it’s made cooking way more fun. | r/artificial | post | r/artificial | 2025-04-20 | Z0FBQUFBQm9DbVhRZ3p3QnRGTHlpTmdGZFlqNHUxZE1hRjNSNGhvaUZ0QWdpMFpic25aTjI1VXU4OFRldWxTS3YyWTZOR2RKM0w4VzZpSUUxc3pIUENuQ3ZNcG9tSTFYeVE9PQ== | Z0FBQUFBQm9DbVhRN3kzc2lLYXNGTWhLbGY4WTFpLXlxcEpTbktrdU5aczZrVGFjN1JTcFpIMl9MTlFYWjgyT0d6NjRDaF9LWHYwa1JBNFl5OEt0ZnNhbUlOQWJvYWlKMnlJMEJ2MHB2NTRfTkJraXBkWTRQTmxPRDVIbHBsTlA1VElwTGR6OC14bnduYXVqN1hiZXVHbklTWEpoVFo4VEpLdFdPcFlyN3dPbmdpdF93cjhBMkM2aVdGa1M3ajFtNVp3WUk0Uk5pU2xodkJHcHZad3hFeldVMnlYcUpXMl9iZz09 |
What are your opinions of subnets value coming into the summer? Do we see the prices retract toward 1.0 TAO, or do we see 1.5 -2 + and higher?
[View Poll](https://www.reddit.com/poll/1k3uvf8) | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRWkdPVnA0aDlONHNFNzk5bkdVUXo3cmlfY1lJeGYwNi1HNzNHdXA1VFpLRmpORk11alBvdzFHaGdjcWdpV05XcWdfLWFPRXVDWHFOZV9tY1g5NnMwVWc9PQ== | Z0FBQUFBQm9DbVhRMGJRR2ZZeTVIaTA2TVQzUTY2ODdqclBBY3BtMmlTLTBYTUNGaGdlaTZlYlFNV2VSUnhORlZvZ3lCQndmTVVuQVhVQzhTYk04S2ZqelVySTQ5WDBWRWZKTGhFRWxTUFJocUVnWlRmQ0hNVzJJcnNPVTlRVkkyZFViekZyZkFoYjFFNm9GUGtHWDNXdG9Pc216YTVJTWExSVJPMGU0cmw1MW5FRkozYkZOVWFqNVdJUHRIVUlGRFpqRnRVWVpPNzFV |
Wow, nice work! I was a little too hesitant to go into dTAO right away, but it sure has paid off for those brave enough! | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRWGU1OGdoSXBfMjdTTWFONDU0QmMtUXVWZlRrU0RKZ0wzOG5XSm9jMGV4LWliZTluWE5yd3J5SUJmbVVySnU4NGxUNWVzUjhYRFZQeExVdklXVmE5aG1vd2JyS0dqM3ZjdDFyWmwxbHBVd1k9 | Z0FBQUFBQm9DbVhRN0FVMnZSR0ttOHhVcEZCN0FqNWlzQm4zWlNKTEhpbFMzbF9Hb20zU1EzUWxqc19VQUpReEJYdzlpY3Utc3JuRThSZ0FDWXlWLWFpREl1emlXVm5CNnNoOFdJUHJQdkNDblIzdV9yTTJ3VjF0a0J5NWgwUFlVN2NFYk5LbkNRUVpSSkxvTVBUejJLRC1kcmFfcU5IYVJNbHh2Nkg3dUc2ZEZncnVtUnpOd1QyODhSTUVpcHhoanpBYjhVNkJEc2xwZEZIWS1iak03aC15ODFLLW03SWNCQT09 |
1
I am unclear how an LSTM layer would interface with a fully connected layer and what this would look like visually as per the puthon code below. I am trying to understand and visualize this code. I'm confused how an LSTM layer works with a fully connected layer. For example does each LSTM cell in an LSTM layer have an output that goes into each neuron of a fully connected layer? Or does only the final output of the last LSTM cell in the LSTM layer have an output that goes into each neuron in the fully connected layer? Is it like the diagram #1 where the final outout of all the LSTM cells goes into each neuron in the dense layer? OR is it like diagram #2 where the output of each LSTM cell not only goes to the next LSTM time step cell, but goes to each neuron in the dense layer? I just want to know what the code below looks like scematically. If the code below doesn't look like either image please describe what the diagram should look like:
lstm4 = LSTM(3, activation='relu')(lstm3)
DEN = Dense(4)(lstm4)
https://preview.redd.it/cfo7220wn1we1.png?width=1075&format=png&auto=webp&s=154cae5af11b03a1fd941c3927af69840956fe68
| r/deeplearning | post | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRWnFPMlBTaHFMS2JnREJnMzFaMjhYZHc0YWtUdUZUS3RZSU8tRXI4RUFfS3ZUejdDa2hRMUxpR1QycE5CZ28zMTRocXp6TEdUOHNETG1SelpjRFJCMmc9PQ== | Z0FBQUFBQm9DbVhRdzZHc2ZJdTV0cENQbkdmQjUyako5NVhvMU5TWVFDYWtMbDc1SzlMaUtUZkxoeExCQXgxVDVnWkFmZWNyd3BUX1VsR1VNU1J5VVhXSzRhXzBqS1lmXzVxMVFlc2E3OWRTdjZGRVZUZms5Q2JaampJNzNyM0huUF9iZHNGYTFlSVRMNDJVZzRDNTEzM2UxX3ZMRUg2Q21kUFhXN3VYUnNnVEFZbFN4TWxjSk9RNlY3MGhhUXE0Y3dHbU1lNFd0QXJzOWNRUXQ0TS1uc0FuYk1TQ2xUSmxOUT09 |
I think 21 is a great goal for anyone, especially if planning on holding long term, as it is 1/1,000,000th of the max supply of TAO. | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRSldsT0NzS2tqNlpDeDgwdmh0WU5oNmxJSDRvZ0cxbDl4eEhuY0RkRzN4ak5ISjFrOXAyMGNxSHNvYm9XOEFhVGpvZzhmSHBVNy1QanRrMVY4REFBenhSVnBIY0gwMzZiM01uY2hJR3BubEU9 | Z0FBQUFBQm9DbVhROWVZQmhydk1LWGxlZDBrQ0FsdVNKTWNNWkUyZDZwV1BOb3l5THlqTU9ybkhUUDk3LVBydFRXUGpCbGFtMGtLME9DVFB4aFhoS3lyU1ZFNVJQY01YQl9GN0NHV1c5a0hrck5JeHVxNjk5TzZkNmJnWXNEQ053Mm5uRk0zNUw0bVdIY0NTUTZsdFFmOXdVV2RPXzJrSVIzTEYtd3B1alh5V1RBYUtncXhDeHJaWGhPWFVSUXctMWRDT0MxejZrRjNvRGFTUnp1aU5zTmJRSktNLTA0dmdqQT09 |
So true ! I will continue to DCA as we go ….. | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRMHBsM2hzZWhadWNOSXJNbkJJRkxsOU5rYzFYRWRuSksxaWdscmZDMTAwU3I5RTdoZ2xnUGFHTWpmM21aajVmLWFveDktSEc0WHJUME9BaGNGQmFaejU4Q01qVHBTWVp0OGhhUGpKWERKbFE9 | Z0FBQUFBQm9DbVhRdnpjZGMwOG92NUItMVlLdFJtdWMyOExhMEw3WS05STdYYmwyNVNmeXNybEptb1ZDR0hjQmszb1YxLXl0bGZyTWNDcGhTbkRxMExYa2ZuQ0Y4Ul9kTmZReXNnenlvTnZrVWprcnRpS0xBQXBuWnJZd0NyV1JScTRvZ2J0NkczaldVejA1YUhpNHB5R2YzckVONEpDV0ZCNVVfdlVNaDRNa1RwdFJFd0RvNC1VXzZVcUlCblNaVnExV2pYWDFSajdGNm9kOExnVlpLN3B1Y3RDcDg5dUdCZz09 |
This post contains content not supported on old Reddit. [Click here to view the full post](https://sh.reddit.com/r/wallstreetbets/comments/1k3v2bq) | r/wallstreetbets | post | r/wallstreetbets | 2025-04-20 | Z0FBQUFBQm9DbVhReDE5NmlFSm1Ja0dNVThmbjQtZHh4VGdKOFk5VDJzdDJxdzRWNm0yU25uUmZsdFZtZXJNRFJpVFROWElTYkRmUmpZeG9JVkdqYnc5NjFwaVdLclQtdlE9PQ== | Z0FBQUFBQm9DbVhRZTNrT0JqXzlKZ0VfUk5ZSjR3RXJUMTZ5eWp4VWlnR0dsTnoxVWEwSnkxUnRFVEtwSlhZLXNtT2FOQjE5ZTVYYmo2X2dLdDRGUkNOWENHQ01WeVZKSWpEd0g2RlhrWTR4STZDb09tbGRJdmx0bHBtMEg5MzVncm5yMzJKQ1BYMHloUFZMR1h2SUpNV0JFSXB6RU5meGVEWFRPanRpNkUyMXo4aVhaZFE1NUNVU09OZVBJV2lKOEFvSXlWR0RITk9nOWVtZ2wxejlaN1BkS0syWTBXUHJmUT09 |
Yeah so true man …. | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRRi1sdHRqS2toWmhLM1k4T3JIYzMtUGZkZFlYZlEtNHAyUFh6ZGoxTlhMaXBhTm4yMnR3UldzcFZlWDNEWlh4cDlUV2tpWEV1M2JrZmRaRU1kMlJIN0N2SUZLU3dfOEo5b21kdTFrQzkyenM9 | Z0FBQUFBQm9DbVhRVV9SN1JDOGdFU2RTX3hud1A5UnhJX2tockpBSXgyOXJDTXlNN0NOWkR5bXdmSUQ1RWV4LW9lSFNLQWRZUGQ3UzM0U080Z2tHVkFYcTJQZUlBbDVDSVR6OVpLdnlrckp0WkJjckR5WmQ1Z25vRnFkM2p6U1VKYVpFZU5FTUtiU0V3OXRNR0t4cXBDQlVXZ1pvajRVVkhmZzJwcnFLdl9jREItQ2h0dXpkSUpWTW9lRHdBcTY3RlJGakdCQ3JSM1JhTkpGR2RGWWgwX21jQ0QyV3ZSbGEtZz09 |
I wanted to post all 6 of them but wopo only accepts posts with one picture.
I've got 4 tomatoes and 2 peppers. I don't know what this little guy is but supposedly he's spicy. I'll know in a couple months. | r/worldpolitics | post | r/worldpolitics | 2025-04-20 | Z0FBQUFBQm9DbVhRc2dKV25CbEdtZHY1c25qN2VzMnNjX0gyeHZLS1dpYVZtWVVTSmctZXlNOWg4N2hQRUJCRjZ3ajVOVVVIOVFmVmRwamh1TWxVSjBOR3E5MTlMdjZOTkVDOUVVRkhzQTdqM3hseS1ycnZzUmM9 | Z0FBQUFBQm9DbVhRcldBMEJHaXhxWXVVbXFEZDE4clZtaVRFZEZyZUFGZTNXVnc4QWlpUkZTNnM4d0ZZNzZkTlJIX2JQZG9RZm5xcmplSEtGTTBfWnhKZ01TSXNiakhEU1JjR0I4QVloMklXRHl1dExxYVlreUxLUWVtZmx3TkdKVzgtQ1YzbzFhTmdRaF9VcTQ4cEdERVM0OEJLVFh4WW9CU2VJLXFoQWFUOWxWYlVwOVZ0cndJPQ== |
dm me | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRTlFiMHA4RmJXOVlOaHlkc1VOQzdMS2JWTEFsVmduRzRrOThZVHkzM0k5SHRwUnlrTnc2UHZwN0lYQzZvREh6dndwZERyRHNTU0kyWWJobXRjX01NV29oaUdlZEVKVkQ4eWVWTFIxR3ZZdlk9 | Z0FBQUFBQm9DbVhRMVpoRkhBSkJRaDZkNGt6VjNaQ3cxbHBERzdiYXZ3Q0c2akRfempIejk3SU0ybTMyNmozTTZDS1otV1puN0x1aGRiOUY5UzN4cFBEQVR1eEU2aWJQeS1BM1lBbmJ1NDFESzJURGVtVmF1N3Z3bmtMVWxhdnZmSVhELWZyNTMybHpVd3A0anFXU0YzM2JWX1NFZEc1ZlVaN2ZxdGZvZ0lzTDY0dDU3QUNha0NpaTVBZHc5Szl5eXFCTFc5dXJ6QkY4 |
I am student, and I had to create open-source Laravel app similar to Doodle, which is tool for searching best time for meetings. I am currently looking for volunteers to give me some structured feedback through online form. If you are interested, please let me know.
App is available here: [https://meetvote.online](https://meetvote.online)
And public repository here: [https://github.com/Karur0su2024/MeetVote](https://github.com/Karur0su2024/MeetVote) | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRV1FpenBsdFdhZ0EwRGs1eVVQQjlpcV94dHM4aEl4WENTRjNxVWp6ZUxKZnV4ZlN5SDZIMlktS3Q1d015MWh4MkN2aUdTbmIxRFlxTVZHQTltQnZLZGc9PQ== | Z0FBQUFBQm9DbVhRZ1JwUkNJVDJVUm5jdVVsXzFfOWJzZVRvRWxZRW1vbE90SGM3NzVnbGRtRi01NGJlSjQ3MHR2OTl0VXl2c0daTHlKWVFSQk5fTV94ZUNyc0psM09fcHdjRVczQ0ZNa205VFpZamJoV05YQmpqbVp6bF9yN1p6T3Q1LUlPZ3lqTW5UTTZtbnJORlo5QlhHUHlocjlLdG55UXdCY1JUTk1oSEFMQzJzamhNN3ZXMDRleG56c3FuNjEyWWZ6akxUQ1Y0Vl9VSUlNNzVvVXBucFVGOHlqU0QxUT09 |
hey guys i made a window manager called sxwm!
its a really, really, really easily configurable tiling windowmanager like dwm or i3wm.
its also really fast and uses 0.2m of memory!
i hope this can let people experience tiling wm's without any fear.
why i made this:
i turned 16 meaning i can have an internship and for a job you need a portfolio. I have nothing so when i found this 2 year old scrap project i thought this was perfect!
i also dont like how time consuming patching dwm is and how the quality of the patches vary a **lot** so this project includes all the necessary features of a window manager and makes configuring it easy even though its from a C header.
i hope you likemy project and if you make any good improvements please make sure to make a pull request so i can incorporate it to the main branch | r/linux | post | r/linux | 2025-04-20 | Z0FBQUFBQm9DbVhRd0YtcnI2Z2hTZDRoYVh2amRGOHl0YnY1MnJET21Jdml3eU4tZVZsVERSaEJCelV4RGlUTGRYWlp3U1VlaUhBVF9mOUdiMWpNRnRaam1EaDRYekFCekcyNF9GWHRYdE5iOTViTHV1bDZ3THc9 | Z0FBQUFBQm9DbVhRMmhXamQzVVZGWkxSMm0yUmpiV1RFLVR1ZzI4d1JYRFk3ODJCZUlNNXJJWk9XR181aU5HdnVvMHdWVVRtc2FsVmh0M1ExUTc2WWZLT2J2ZHJJTE5JRlFUanhOVFhqRFBfbTJKRnItYjFVSkVlay03cXRfMFNuTEl0cWdzRXVBeDVlZktGM2VYVkkwcDYwNUttMko4NGJha1o3a1ZzM09QandaRV93WWl3ejJWNzdPZlN4SVQwZElmNnNDcHRZMTdi |
I like it. How fun is that now? Great fun. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhROUVSdVdHbThscFNnaDNraU5rSEJTNkhweFV0SVZod1VNX0lobVUtQmhmSlNKY0lEVUxjYjNxWTZQZTdyUVl1SEtkWWdSQnZCakVIYXB3dWFRcnphS1E9PQ== | Z0FBQUFBQm9DbVhRRUlUbk9WYmhibnhuRVBrYmR0N3NIMzJxdzRkTF8yOXJJUEdnVHV5LXFIWjM0azk0SnN4clJBejEwQnhUQ1VOZTQxT0VadnNRdEZKWW1WOTNjV1FUc0Q5NWxkSUItcy0ybWFsR3loMk51aWRNd0s1YTd6UGhrU3E0UXNsZEE3NXliSHI1RnAzekQtZkgxNElia3A4YWgtYTVUcnNZNGZBVjV0bFRRbFVNWmJjNldpcXJGUEZlMGRJZDFLOS1NYmM5S1hNV0dmdkk5Z3FOUVpLSXNmVkRLdz09 |
Dears, anyone has purchased and operated the newly Cisco C1300-24XS switches.
im looking for insights about the device as im planning to use 2 switches that will be stacked using the front-panel stacking in "kind of" a DMZ. so would appreciate to know the thoughts on it since it has a very good switch capacity and forwarding rate.
Also to anyone who has purchased and used it already, by any chance does the 20x 10G SFP+ downlinks support connecting GLC-TE/GLC-SX-MMD.
Another thing i noticed, the switch (regardless of how many switches in the stack) only supports up to 8 Ports ?
Im sure a lot of you would recommend anything other than Cisco, but unfortunately im tied with decision with a very low budget. | r/networking | post | r/networking | 2025-04-20 | Z0FBQUFBQm9DbVhRMFhtYWVXRHkzUlc1MzU1dkRXaGpuYjF1NFlWRHNMaVFGTmZreWRiQmhRVk9hdlVaRnlBaGlaZUhFeHhoMlN6YlR3eUFOTTJJYVFpOGxYbW9zN1B6NlE9PQ== | Z0FBQUFBQm9DbVhRUW5qSlR1dDZlNV93eXNEMzRuQm1nc0s4YlFBVmhlNnppc1VUSTJONS11a1FSa0g0N2hrcXhWdEJRdGFHXzlMUndrc1lTX1FCSUhnNHl3RkVUTllGVWNtODExMllFclhhX0JPMFdLMVNIZXI3a2lWWDluanZtZEpoOExkbjZzelU4LUNrNHZnN2VIbE84UDJKWHF4Y3ZSSmRSSW5YMVliam9tZWxYTElfcFRnPQ== |
Hello, i feel like im fairly informed on American domestic politics etc. I enjoy reading this sub a lot. I know a little about china but not enough to fully understand them as a threat to USA or why they are seen as bad. I know they are largely authoritarian, and remember reading about the concentration camp type situation with the muslim ethnicity there. I guess i was just wondering if anyone had any good resources (youtube videos, articles books etc) that discuss China as a world power and how / why they are a threat to America / liberalism. Thank you | r/neoliberal | post | r/neoliberal | 2025-04-20 | Z0FBQUFBQm9DbVhRZmlqLVZQR3Znc1prTmpwSHpHYnVnU3YzM1k3YkNhczR3SUFNQ0hMeTduRUw1eW4wTVRrbk9QZHh6LUNBUU9pZDd5YzB5YmJXRnAwZEJmZUJuTlFKd0E9PQ== | Z0FBQUFBQm9DbVhRZjZiQmxHaW1ZT1l2ZkVzbXlYSkVQME9JZnEzVW5LaU5obDl3RXJzT0l4dDY0SVBLVzJ1T25sZmxzcjM1OVNRTHdSVDBNWUFmVG1RTjhkeUg1S0J6d01FV3RvNnRHNkJ6NlRxMHZiWm56elpZOFREZDc0S3kyV1YzS0FlcG9LdGNqenhpbkVqdU84eHpDNDEtUjZlUHlnLVN3amFmRXN2emNVMGZyQ2lrbjJwUUZlM0tIaVFsZjhLdU5LLU9ETk9KbEcxUzl0MjB4WnVFcGttT1dTLVlqZz09 |
I have a 14 year old who wants to learn how to code and program. He’s not a big book reader and learns better with a hands on approach. Can anyone recommend some websites or programs he can use to start with preferably free or low cost to start with. | r/learnprogramming | post | r/learnprogramming | 2025-04-20 | Z0FBQUFBQm9DbVhRbFJ2SXpmN2N6VzJVWk5fMnVHU2pkY1RzYkJNNHUyYmNkNGNzdVp0UjFselBMSGw3azBuSGNLUEdnb2ppZmJBUjNQZF9JM0o1XzdfTXpQVTRBZGtKQ1l6OXpNZ2xWVEJPZmE2U01rOHNQUkU9 | Z0FBQUFBQm9DbVhRMk1WeFBhQklTa3hsUEZFb19mSjZLaXF0Z3c1WmxNaEdDd2U5bF9LYVYxVXNmQTBlbGRwci1nZmctc1o2Ym5pWFJPdnp0Y2pHU2c5QjZVT0EzUjdVeFVrZ0ZvNHpqMHRRRUpQWEtnOTZWcTU4NmZOUUVZeWd3VzAtUk04REtzamVOZkw4d0lPMHFzc1F4a3RDY2pIaTRYbE1QYnVrYjJ4R0lGaE53eEZGXzNFSHUtaC1MbXd1R3NuYjVLUW42T0FE |
While the subject title says "Legal Trends Report - Clio (2024)", but the actual link shows a report from March 2023? | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRUXhJMjBCellYQmF3dHNsMHZMS05ZaWZmbzFPMHJ5MmNkdkI2VU5ELW9WOEdCdkFEbGp4ZlY0c19nVkFndG91bE1zVGFTZHJqdW1EX3VFYUFXSGZFWXg4OG9HS2ZqclFjMm83SElfYnl5ODg9 | Z0FBQUFBQm9DbVhRVi1fMDhteXQwalloVXNyVjBrcGI1UXBqanlOX2txZzUtNVI0dkJxNS1YNUZQRFBpc0h1LWx5ZWRTSjY3U0JLVTExZEFrSUhlcjAyUjlMQVA2enhpSFBJS3o3NmdvQ2R6ejdGcnJlZGxvcFhmZ2I2TExDY3hOTGtrY0dBbkFxemVNWWgxSURIMzhlb1N4ZVNUeTR3aDhUV1hvd0NCSVhpZVBTbHNYSTF1LVhObjV3dVZpUU40YlRWR2w0NXpkMzZk |
Hi fellow ML Redditors,
I'd like to believe the new wave of embodied agent and safe RL research will contribute to automating cooking, at least to some extent. I've found a company called Moley Robotics doing this, but there's limited information on what it can do. And it doesn't seem scalable to an average user *yet*.
So I'd like to know if you feel this is worth solving, if so to what extent, and whether you know of other organizations trying to solve this. | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9DbVhRaTRZb0MwV0U2Y3hrdjVzNXJfUjhScGU1azlDdVdhal9CX2RqVEw4YjRCbkRsRGtzcndkZlhPaXcxMnZUeG4xZWtzVllzbjdMeHdyRHljOFI0OVJQZ1E9PQ== | Z0FBQUFBQm9DbVhRdjlnY2x2dzBRcVZCTjZzbTB6bk0zWThIQnl6bFNuVU5aSGV1b19YVGdYUjRqVG1PQTN6REtXRFdlM2NNOWZWVkVreHJaOFZ2YkFnbFhWc0RDaHpkVHF1bEY4czRraHlITG9WeGgtLTZabUhWVnB3M1NaU3RFVDIyNnRYMjd4RThycFRBU1AxQWt0TnZ5cjczUXVaZzRfQjEzajVVendfaEN6eXRDcW5FeUFuaWp6Y3M5Yk0xU2JqUUV5S1h3dDd6S2JDb3BOcnBtazlhYXVVTUpJbnhMdz09 |
Hey folks, I have 10+ years exp in sys admin and devops. Started recently live sessions in zoom with few of interested (~10) folks and uploading recorded session to YouTube.
Recently covered intro to devops and Linux 101 basics. Networking, git, CICD, docker, cloud, monitoring, K8s and so on. And live debug sessions and RCA for famous outages incident notes. Planning to go for 6 months to 1 year in path. Once settled , planning to make proper video content and latest devops(tech) updates n so on.
Looking for suggestions if I am going in right path.Feedback is welcome.
https://youtube.com/@devopsdattu
| r/devops | post | r/devops | 2025-04-20 | Z0FBQUFBQm9DbVhRZkxzY3BtQm01TkRoOWhLQ3ZXZXgzUVFkS3RTcjNaX3ZOZDM5RHVsQkdBQl9zWENwNm9iVFZ0X3JlSG51NkNVN1EzX0ctbjJhLWVnS2JfV0VzRTNNUEE9PQ== | Z0FBQUFBQm9DbVhReXBTa0ZpRHFxVzhwSzRTdzBlUDRJVFI1eU9DOVVfMWNLN2R2M0pyck45Vm1WZzBzcFl5YmxlQjUyWWZvNVM4MVJ5a0xkRUJtVlotSkxnRnFwOFlOX0U0ckJ1NDVPcGM1ZDRUOUxDUjdBWkNfd3ZFLTltNndkdFN1RllLRmU1alI5dmh5dWp2bHpNZlFiZlFpcU1ib0pZY0kxM3o0emI5TVFLRUNRTXJpU1ZuOUR6enRtak56TjdOa3ZvUVJMVS1p |
I have my bachelors and combined 10 years experience in IT call center tech support and a little bit of physical IT work in schools. A+ and Network+ but that was over 10 years ago so they might not count anymore being so long ago. I really didn't like the 100% call center all the time after all those years and there weren't openings for what I wanted without requiring edging into it with around 6 months of night shift so I left and got a non IT job for several years. Night shift wasn't possible to work for me with everything else I do outside of work. The call center job ended up, at the end, being $60K per year which was really nice but I had to get out of full time call center.
Now I have found a very local place for an entry level IT job that sounds like it will be a really nice fit. Lower pay but more pay than what I do now which is non IT work blue collar job. I need higher pay to pay for my life outside of work with the quickly rising costs from the political situation. I like being able to help people and am more interested in that than managing back end systems the whole time.
I never got CCNA or CCNP which I studied in college and is what my degree was geared toward. I lost interest in that specific type of career. I built highly advanced OSPF multi area networks in Cisco Packet tracer years back really maxing out the capacity of the system. They would generate routing tables too big to even display on the computer screen. I don't even remember how to do the commands for EIGRP and OSPF to do things anymore but might pick it up if I had to. I more just want a role of helping people and physically going to places to help them not just call center. I cannot sit in front of a computer for 100% of my job shift, I must be moving around doing things at least part of the day.
At one point I was thinking about going to school to be an electrician but it looks like it would take a long while so had my eyes open until something came up entry level IT support that was close and sounded great. Now I have an interview coming up that I'm pretty happy about. It's not a tech company and a very small IT team as opposed to my previous IT job with a call center having about 100 level 1 reps taking calls for company IT support issues. I had the best documentation of anyone on the team, really good attention to detail but bad long handle times however they never fired me for it though I was always worried about it. My callers always liked me and could tell I really wanted to get their stuff sorted out without caring about call times. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRVDVJai0yYXlPazB5ODRIbTRKUExZbnZpeFhEVlNfOVFJaGxfenBlSXdnMFh3SkJRRUFNRjh0TjVacmt0bTNYZ1BMdndkVWVlcW4zUjRiQTZSbzFIV1E9PQ== | Z0FBQUFBQm9DbVhRTWtsUTVjSXZUZVVqcGhCU1dBNUd0ZWpYbXRsWFdUZHplMEpQTE5HbjE2X0phWEpLeEZ6Y296X3pKQ1RPQ0xWYTNIX2w5a3JsQWhGZGZUa3lyQUxTUmxDbmxRX1BFSm00S0Z1N3plSXNqQm05clBRVElIMkc5Mklmdy1SZmhVakpWNjJlbFhNeTJDX2hrMTRpeHdmY0xkZlJQcWxHdVBrT3YyNzNDYnpEVDk5WlYweFh1bURRNXZyTnNjQmpZNE0tVzNPaHFieHVsYktQWng5M3QyQmJ3Zz09 |
So a year or two ago I was mostly fearing AI taking our jobs and that itself made me pessimistic, especially since i thought becoming a developer would be an in-demand job for at least decades.
Now this overly pessimistic mentality has somewhat changed.
For a couple of years I've been in a job doing a vast spectrum of things - from basic tech-support work to full-stack cloud development and low-code / no-code projects. Lately I've been involved in developing some AI-powered solutions, which seems very cool. The more I've been in the field the more i notice how much there is still a ton to do. That itself has made me more optimistic we will be valuable while augmenting AI into the way we work.
While there is a ton of opportunity around AI and tech, my issue now is general overwhelm. AI is moving so fast and I have no idea WHAT I should focus on or even become good at.
Feels like expertise or human knowledge itself will become obsolete in a couple of years. I know I am interested in "development" in one way or another, however that field will look like in 5 years. I am obviously aware many old ways will change but I also don't know what the value humans will bring - especially around development.
My best guess is humans will always need some expertise in consulting / supporting vibe-coded apps so I could still see developers being valuable in that sense. For example, getting acquainted with Firebase Studio or tools like Copilot and helping people succeed with them. But i dont know...
I guess I just need some encouragement how to move forward or approach this huge shift? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRN3hLMXdBNjRCWmpkTFlwRElHZFhXUDl3czJjU2w0bEk2TXpmY3dGcnVRYWJDaE9ReHJCdEd1TDVibFh2ejdweHdlazdaSHhGVUhTa3VNZlY3SV9KRGc9PQ== | Z0FBQUFBQm9DbVhRY25QeS1iZmJ1cnl0Y2t5Sm1qS2lYX0lKbmd1QmhVRVhISFg0TFB5THZiRThSeUltdDJucFZXQmtxTVZ3Z0tqVWxGaktYTGVlU0RfYzJmZHA4NXZOYWpBblZITlBzMi1aV1F6TjdsSklzZ2I5WV9LTjA0RkJrQW9XRlFGY21QbnlraVQxWi1ZenRWQlFCY216UFdiaHZOakVPSGRLS3pZZFpwTlQxMXdHenZjaFBGTFIyYjlYNDhpUklxQ3lxVjM2TkNjX3k5c1dmdG9UZm02VW9xb2tqZz09 |
The line on this photo is like 2 yards too far back, it should be in the ball. Everyone in the photo is onside. | r/rugbyleague | comment | r/rugbyleague | 2025-04-20 | Z0FBQUFBQm9DbVhRaHdWclprcFBFX0JZUGptMlU1Rmd6V2pCbC01WjhSUHVQa3hwdjdCVnVrSVVoNGVZZXZyR0FxeWJlN0xaY1NLYjQxSGVPR2djY0hBdDg2ZHhleTZiLXc9PQ== | Z0FBQUFBQm9DbVhRZTdkMDFKMm54U2ZtSTFpX09vNXFadVlULTJUVjMxb3ZydnN3dElYcHZSQUpmd01qUThKUG1EcExjSXZLbUd6WGx5TXNJRDd6ZDVsSE1mN3NHMENNWlpMSjZ5M2VQZUpMSkZnRzRjUzBlLWI4TTRNTTVnSy11TU83SVZhVUt4aUtGTGNwcEdCZHZBRlBGbVlZNnpfbnFnZzNSenB5QlpjX3YzbV80UWFrWWxJb0NOMUJ3RllWdlZtSG9KRHI4UVl3bTZtMGZhSl9OZ0VwU1l5VWhmMERlUT09 |
Never mind, I googled and downloaded a copy. Thanks a lot for sharing! | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRQXlFZm54VEFabG1TbW5tX2NhdGZJOXFMME9JMEE2bVRWV0JweUZ2MEpyd0xiZlJQRkdSa3ZieUk5V2xTTkxTcl82ZjZKaWZkeU13YVBPTTQyeWJfd0ZMbXJvMTc0eERNRE5yTVlFX1hYWms9 | Z0FBQUFBQm9DbVhRVUlwM3p1T05wN2pLamg5WmZHeXJxNXppY0NxRWJIUnpHTDkweTJjRTdXNl8zN1QxejFFX2FBRmMtTzZobTFNLXBPMkxhaGNpQW9FeHFBZ2RMSFQwRElwc3VEVVlKcWtMci1yTXh3TTBsQWd4TzUyZFFQQjBKN0M2STdlaGROSXBndHJKREZ3Zk04N2lWWXZJc3BpbHlUVnJfVUctTWJ1RklaZ0xFQUpYUDljTW9GcnpPV1BPb2MxT1dBRjNNR2xI |
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