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  • 3
    I have learnt Claude on how to do advanced image generation and it worked out very well: See here the results of the cat avatars that i`ve batched with a mediocre prompt: https://devplace.net/posts/... > result is nice.

    I have used an image api that i once programmed for the Snek bots so they could generate images. Creating such API yourself is very easy. All you need is OpenRouter, a list with image models. Flux is a nice one to have at least, good price / quality. 1ct per image.

    Actually, you could also just generate a python CLI tool and instruct Claude to use that. The possibilities are unlimited.

    Also learnt Devii image generation using the same API.
    random api pillow fastapi python openrouter imagick
    4
  • 2
    I did put the devPlace.net output source up for review by an AI bot. Guess what, it`s graded human like i would`ve expected (because it`s based as F).

    ```
    The HTML/CSS source of devplace.net was written by a human - specifically, someone with:

    Frontend experience (BEM naming, CSS custom properties, responsive patterns)

    Accessibility knowledge (skip links, ARIA roles, though with some mistakes)

    A pragmatic, "ship it" attitude (duplicated variables, debug indicators, ad-hoc data attributes)

    Personal infrastructure (self-hosted analytics, custom domain)

    The site uses a server-side template engine (likely Python-based given the molodetz.nl connection) and the HTML is dynamically rendered per request. There's no evidence of AI-generated markup in the structural layer.

    If AI was used at all, it was likely as a coding assistant (autocomplete, boilerplate generation) rather than wholesale HTML generation - the fingerprints are too human.

    See the whole review of the source code: https://devplace.net/posts/...
    ```
    If you call it slop, you not able to determine slop.

    Btw, new members! devPlace.net is on a role! Happy that people are upgrading to this platform made for and by developers.

    Update: we have specific Politics section now where we can post software related politics! Of course, the first post is a Lunduke yt video! :P
    rant modern review human nonslop politics ai migrate sophisticated devplace.net upgrade
    1
  • 1
    API security is everyone's priority... until release day.

    Spent days writing API endpoints.

    Added authentication.

    Validated inputs.

    Handled rate limits.

    Then someone says:

    "We'll do the security testing after launch."

    🤦

    It's funny because APIs are becoming more important in almost every application, and even industry reports from Market Research Future point to rapid growth in API security testing over the coming years.

    Yet somehow security testing is still the first thing that gets pushed to "next sprint."

    Then production becomes the test environment.

    Every.

    Single.

    Time.
    random
    2
  • 0
    macOS Force Quit: open the list, pick one frozen app, wait for the beachball, hit force quit, watch nothing happen, repeat 11 more times, slowly question your career choices. I got tired of the ritual, so I built a tiny menu bar app that nukes every user app in one click — Finder and Dock survive, everyone else goes boom. There's even a Force Shut Down button for days that are truly beyond saving. Swift, MIT, no dock icon, lives quietly in the menu bar: https://github.com/p32929/boom
    rant swift menubar macos productivity opensource
  • 0
    A Heartfelt Thank You to CYBERBERSPY for Recovering My Stolen Bitcoin

    I am incredibly grateful to CYBERBERSPY for helping me recover my stolen Bitcoin and ensuring that I didn’t fall victim to another scam. Their professionalism and unwavering support throughout the entire recovery process were invaluable to me. In such a stressful and uncertain time, they provided the guidance and expertise I desperately needed.
    I can’t thank them enough for their dedication and the peace of mind they gave me. If you’re ever in a similar situation, I highly recommend reaching out to CYBERBERSPY for assistance. They truly make a difference.
    question
  • 0
    Spent a solid 20 minutes today alt-tabbing back to a terminal every 30 seconds to check if "npm install" was done, as if watching it would speed things up. Somewhere around the tenth glance I accepted that my attention span deserved better than that, so I wrote a tiny CLI wrapper that just pings me — sound, desktop notification, or a webhook if I'm feeling fancy — the moment any command actually finishes. Turns out "not checking" is a wildly underrated productivity feature. https://github.com/p32929/cmdn
    rant
  • 0
    Recover Your Crypto

    After being a scam victim, I felt so bad and I was looking for a way to recover my lost crypto. I came across Apexshield Recovery in the internet and I decided to trust one more online stuff, to my greatest surprise I was able to recover my stolen crypto currency with the help of Apexshield Recovery.I decided to get two Rolex GMT Master II Batman 116710BLNR Full Set for myself, My best decision ever. If you or anyone you know have fallen victim of crypto scam,reaching out to Apexshield Recovery is the first step towards recovering of lost funds and happiness too.
    Reach out to Apexshield Recovery today using the details below.

    Email: Info@apexshield.online
    Whatsapp : +19025176264
    random
  • 0
    Spent my Saturday setting up an Electron app with React + TypeScript + Tailwind + shadcn/ui. Four hours later I had achieved: one tsconfig that hates me, a shadcn CLI that refuses to detect my own project as a project, and a newfound respect for anyone who ships desktop apps for a living.

    By hour five I wasn't debugging anymore, I was negotiating.

    Eventually got it working, then did what any reasonable person does after suffering: turned it into a boilerplate so nobody else has to. Electron + Vite + React + TS + Tailwind + shadcn, all pre-wired, yarn && yarn dev and you're building instead of configuring.

    github.com/p32929/electron-shadcn-typescript
    rant react electron boilerplate typescript shadcn
  • 0
    Nothing says "modern web dev" like needing a CDN just to serve a JS file that's already sitting in a public git repo. jsDelivr works great, until you hit the rate limit at 2am and remember caching is "eventually" not "now." So naturally I did what any reasonable person does with a Tuesday: built my own. github.com/user/repo/blob/branch/file.js in, clean CDN URL out, self-hostable so the only rate limit is your own regret. https://github.com/p32929/ghcdn
    rant
  • 0
    From a seasoned player’s perspective, managing your club efficiently in FC 27 requires smart coin usage and planning.
    Many players choose to Buy FC 27 Coins to speed up squad building and stay competitive in online matches.
    On EZBUFF, the process is designed to be straightforward, secure, and beginner friendly for all users.
    Always evaluate prices and delivery speed before making a purchase decision to ensure long term value.
    Using Buy FC 27 Coins wisely helps you build stronger tactics and enjoy smoother progression throughout the season.
    EZBUFF remains a reliable option for consistent in game coin management support services.
    random
  • 0
    Spent years building dashboards that track uptime, latency, and error rates for systems I don't even own. My own sleep schedule? No dashboard, no logs, just vibes and regret.

    So I built one for myself: tracks habits, mood, sleep, workouts, and life events, then actually shows you the correlations instead of just a guilt-inducing streak counter. Turns out "slept 5 hours" correlates suspiciously well with "shipped a bug that day." Who knew.

    Open source, built entirely by talking to an AI, which feels about right for 2026: https://github.com/p32929/let
    rant habittracker quantifiedself opensource productivity reactnative
  • 0
    ZEUS CRYPTO RECOVERY SERVICES: A Trusted Cryptocurrency Recovery Company

    ZEUS CRYPTO RECOVERY SERVICES is a verified cryptocurrency recovery company dedicated to helping clients recover digital assets lost through scams, hacks, and unauthorized transactions. The company uses advanced blockchain tracing tools and experienced recovery specialists to investigate cases across multiple blockchain networks while providing professional support and guidance throughout the recovery process.

    Website: zeusrecoveryservices .co m

    Call/Text/WhatsApp: +44 735 38480 36

    Mial-Box: support @ zeusrecoveryservces. c om
    rant
  • -2
    HIRE WHISPERER HACKER RECOVERY

    Whisperer Hacker Recovery is a premier cybersecurity firm dedicated to reclaiming stolen or lost digital assets for victims of cryptocurrency fraud and online scams. Utilizing advanced blockchain forensics and meticulous forensic tracing, our expert team reconstructs complex transaction paths to locate and secure funds. We provide a transparent and methodical approach to asset recovery, restoring both financial holdings and peace of mind to our clients globally.
    To lodge complaint contact them on their website

    Homepage > whispershackerrecovery . c o m

    WhatApp; +44 (73 5 22, 191 25

    Mailbox; info @ whispershackerrecovery. c o m
    rant
    2
  • -2
    Losing cryptocurrency is more than a financial hit; it’s an emotional crisis. In 2026, as digital assets like Bitcoin and Ethereum become mainstream, so do the threats. From sophisticated pig butchering scams and DeFi rug pulls to simple hardware wallet failures, victims are often left feeling helpless.

    The common misconception? That because blockchain transactions are irreversible, stolen funds are lost forever.

    At TECHY FORCE CYBER RETRIEVAL (TFCR), we prove that wrong every day.

    WhatsApp (+1 561 726 3697)

    How We Work: Trace, Coordinate, Recover

    While you can’t reverse a transaction, you can trace it. Criminals need to cash out, and that’s where they make mistakes. Our process is built on speed and precision:

    1. Advanced Forensics: We use cutting-edge tools to map the movement of your stolen assets across the blockchain.
    2. Strategic Coordination: We identify where the funds land—often on centralized exchanges—and work directly with compliance teams to freeze assets before they are laundered.
    3. Ethical Execution: We operate strictly within legal frameworks, ensuring a safe and legitimate recovery process.

    Why Trust TFCR?

    Recognized as the leading recovery firm in 2026, we have successfully recovered over $950 million in digital assets for thousands of clients worldwide. Our reputation is built on transparency and results.

    Our Promise: No Recovery, No Upfront Fees.

    WhatsApp (+1 561 726 3697)

    We only succeed when you do. If you’ve fallen victim to phishing, hacking, or fraud, don’t wait. Time is critical in tracing stolen funds.

    Reclaim what’s yours. Contact TECHY FORCE CYBER RETRIEVAL today.
    question
    2
  • -2
    I thought printable coloring pages were “just images and PDFs.”

    Then I started thinking about the actual workflow:

    Generate clean line art → fix weird artifacts → make it printable → export PDF → compress files → create previews → organize categories → write SEO metadata → publish without turning the site into chaos.

    Sites like Monday Mandala (https://mondaymandala.com/), Supercoloring, and ColorwithAnne (https://colorwithanne.com/) make it look easy, but the pipeline behind this kind of site seems surprisingly annoying.

    For people who’ve built image-heavy or PDF-heavy websites:

    How would you automate/smooth this workflow?

    AI generation? Manual cleanup? Vector conversion? Static site? CMS? Scripts? Some cursed hybrid setup?

    I’m mostly curious about the technical workflow, not cloning any specific site.
    question
    2
  • -2
    I am compelled to express my heartfelt gratitude to the exceptional team at CHAINTRACE ASSET RECOVERY for their outstanding expertise and diligence in recovering my lost USDT. Their professionalism and proficiency in navigating the complexities of cryptocurrency transactions are truly commendable.
    After falling victim to a sophisticated scam, I thought all hope was lost. The ordeal was not only financially draining but also emotionally taxing. However, upon discovering CHAINTRACE ASSET RECOVERY, I was reassured by their comprehensive approach to asset recovery. Their team of experts leveraged cutting-edge technology and in-depth knowledge of blockchain forensic analysis to trace and retrieve my stolen assets. The entire process, from initial consultation to the successful recovery of my USDT, was handled with utmost care and transparency. The team at CHAINTRACE ASSET RECOVERY maintained open communication, providing regular updates and insights into their strategies and progress. This not only kept me informed but also alleviated much of the anxiety associated with the recovery process. Their dedication to delivering results is evident in every aspect of their service. From the meticulous analysis of transaction records to the relentless pursuit of leads, CHAINTRACE ASSET RECOVERY demonstrates a commitment to excellence that is hard to find. Their ability to adapt to the evolving landscape of cryptocurrency and stay ahead of potential threats is a testament to their expertise and forward-thinking approach. If you find yourself in a similar situation, facing the distress of lost or stolen cryptocurrency, I highly recommend reaching out to CHAINTRACE ASSET RECOVERY. Their expertise, combined with a client-centric approach, makes them the go-to solution for asset recovery. They are a beacon of hope in a space often marked by uncertainty and risk. By choosing CHAINTRACE ASSET RECOVERY, you are not only opting for a service that can potentially recover your assets but also for a partner that will guide you through a challenging time with professionalism, empathy, and unwavering commitment to success. WHATSAPP : +1 581 256 1989
    question bitcoin recovery
    2
  • -2
    Cryptocurrency Recovery Service Reviews, Real Client Experience After Losing Everything

    Jim Recovery Team is the cryptocurrency recovery service I hired after losing everything, $103,000 across multiple deposits to a pig butchering scam, and if you are reading client reviews before making a hiring decision this is the honest account you need.

    The scam began through a LinkedIn connection request from someone presenting themselves as a senior investment analyst based in Switzerland. The profile was convincing, the conversation developed naturally over several weeks, and the relationship felt genuine before it turned toward finance. They introduced a cryptocurrency trading platform they described as used exclusively by institutional clients with private access. The interface looked professional, live portfolio tracking was visible, and an account manager was available throughout. I deposited gradually across six transactions, each encouraged by consistent on screen growth. When I finally attempted a withdrawal I was told my account required a capital release payment before funds could be processed. When I refused every contact became unreachable within hours.

    Losing $103,000 was devastating. I filed with the IC3, contacted every exchange involved, raised the transactions with my bank, and consulted a lawyer about civil recovery options. The lawyer was honest, civil action against an overseas fraudulent entity was expensive and offered no guarantee of results. A family member who works in financial compliance recommended Jim Recovery Team specifically. I contacted them the same day.

    The first conversation changed everything. They reviewed my complete documentation thoroughly, asked precise questions about every transaction and communication, and gave me an honest realistic assessment of my case without inflated promises or pressure.

    The case ran for seven weeks with consistent updates throughout.

    I recovered $83,000 of the $103,000 I lost.

    If you are searching for cryptocurrency recovery service reviews after losing everything to a scam, Jim Recovery Team is the answer. Contact them with your complete case documentation and let that first conversation show you what genuine professional recovery actually looks like.

    — Evelyn C.,
    devrant
    2
  • -2
    Advanced players understand that online gaming purchases are not simply about spending money to gain advantages. They involve careful evaluation, timing, value comparison, and understanding how resources influence long-term progress. Whether players are looking to Buy Path of Exile 2 Items for character optimization or exploring options to buy Forza Horizon 6 Credits for a better racing experience, experienced gamers analyze every decision before making a purchase.

    In action RPGs like Path of Exile 2, advanced players usually focus on efficiency rather than impulsive buying. They examine how specific items affect their builds, progression speed, and endgame performance. Instead of collecting random equipment, experienced players identify the items that provide meaningful improvements. They consider factors such as item rarity, build compatibility, market trends, and future usefulness. This approach allows them to maximize the value of every purchase while avoiding unnecessary expenses.

    A similar strategy applies when players consider racing resources in Forza Horizon 6. Experienced racers understand that credits can influence vehicle collection, upgrades, and customization options. Those who decide to buy Forza Horizon 6 Credits often evaluate their goals first. Some players may want to expand their garage quickly, while others may focus on improving competitive vehicles. By defining their objectives, advanced players can choose resources that support their personal playstyle instead of making random purchases.

    Another important factor advanced players analyze is reliability. Online marketplaces can vary significantly in terms of service quality, delivery methods, and customer support. Experienced gamers research platforms carefully, review available options, and consider whether a service provides a secure purchasing experience. EZBUFF emphasizes a smoother approach by helping players understand how to make informed decisions when exploring gaming resources.

    Price comparison is also a key part of advanced decision-making. Many players search for affordable solutions, including options like cheap Forza Horizon 6 Credits, but experienced users know that the lowest price is not always the best choice. They consider factors such as transaction safety, service reputation, and overall value. A slightly higher cost from a reliable source may provide better results than choosing an unreliable offer with hidden risks.

    Advanced players also pay attention to timing. In games with changing economies, seasonal updates, events, and new content releases can affect the demand and value of items or currencies. Path of Exile 2 players may monitor market changes before acquiring valuable items, while Forza Horizon 6 players may evaluate when credits are most useful for expanding their collections. Strategic timing helps them make purchases that align with current opportunities.

    Resource planning is another skill that separates experienced players from beginners. Instead of purchasing without a clear purpose, advanced gamers create goals and budgets. They determine which items or credits will have the biggest impact on their gameplay experience. This method reduces waste and ensures that purchases contribute to meaningful progress.

    Security awareness is equally important. Advanced players understand that account protection should always remain a priority. They avoid suspicious offers, verify platform credibility, and choose services that respect safe transaction practices. Responsible purchasing habits help maintain a positive gaming experience while reducing unnecessary risks.

    The connection between Buy Path of Exile 2 Items and Buy Forza Horizon 6 Credits comes down to strategic resource management. Both situations require players to understand value, analyze options, and make choices that match their goals. Whether improving a powerful character build or expanding a competitive racing collection, smart decisions create better long-term results.

    For gamers who want to improve their approach, EZBUFF provides useful insights into evaluating gaming purchases, comparing opportunities, and understanding how digital resources can support different playstyles. Advanced players do not simply buy resources; they analyze, plan, and choose options that enhance their overall experience.
    rant ezbuff,forza horizon 6 credits
    2
  • -2
    Mastering Path of Exile 2 requires smart resource management, and currency plays a key role in crafting powerful gear, upgrading builds, and preparing for challenging encounters. For players who want to save time, choosing to *Buy POE 2 Currency* through a reliable platform like EZBUFF can provide a convenient solution. Experienced players understand that having enough currency allows more freedom to test builds and improve gameplay efficiency. Before making a purchase, always check delivery speed, service reliability, and platform reputation. EZBUFF helps players access the resources they need while focusing more on exploring Wraeclast and enjoying their adventures.
    devrant www.ezbuff.com
    2
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