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Medium

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Why I Don’t Use the Factory Pattern Anymore — And What I Use Instead

The author shares a personal experience about how the Factory Pattern negatively impacted their backend project.
After years of using the Factory Pattern, the author decided to stop using it due to issues faced in production systems.
The author discusses the drawbacks of the Factory Pattern and explains the alternative approach they now prefer.
The new approach adopted by the author helped save time, improve scalability, and avoid code complexity.

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12 Likes

Medium

340

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I build Goliath-YT Automation engine and now it’s worth nothing…

Built Goliath-YT Automated engine for creating YouTube Shorts from long-form content.
Orchestrated workflow efficiently with file-based caching, precise timestamps, and optimized clipping.
Despite efficiency, project rendered worthless due to YouTube's policy update on repetitive content.
The lesson learned from the failed project might be more valuable than the automation engine.

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20 Likes

Hackernoon

198

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$AIN Expands To 7 DEXs As AI Network Activates Omnichain AI Economy

AI Network expands its native token, $AIN, to seven DEXs for cross-chain AI agent collaboration.
$AIN is listed on major decentralized exchanges including Uniswap, PancakeSwap, QuickSwap, and more.
The expansion is part of AI Network's strategy to build an interconnected agent ecosystem with universal connectivity, language, and identity.
AI Network aims to establish itself at the intersection of multichain Web3, generative AI, agent-based systems, and omnichain protocols.

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11 Likes

Hackernoon

308

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MultiBank Group Confirms $MBG Token TGE Set For July 22, 2025

MultiBank Group has confirmed that the Token Generation Event (TGE) for its $MBG Token is set for July 22, 2025.
The $MBG Token will be fully activated on the blockchain, allowing holders to manage their balances and trade on MultiBank.io and Uniswap.
The token boasts real-world utility, institutional backing, and strong deflationary mechanics, backed by over $29 billion in assets and $35 billion+ in daily trading volume.
The project is supported by MultiBank's four-pillar ecosystem, including a buyback and burn program to sustain token demand and value for holders.

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18 Likes

Medium

236

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This 30ms Optimization Broke Our Entire Write Path

A service that wrote millions of records daily faced latency issues after a product lead noticed laggy button responses.
The backend lead found a pre-insert validation service causing a 30ms delay per call, leading to a cumulative delay of 120ms in validations.
The validation service checked user state and limits against business rules and historical usage, prioritizing correctness over speed.
The decision to optimize the 30ms validation service inadvertently caused significant issues in the write path functionality.

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13 Likes

Medium

148

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The bug that burned the business: how one mistake nuked everything

A single unnoticed bug caused chaos, leading to refund requests and system failures.
The bug hid in an edge case, went undetected in staging, and wreaked havoc.
Startup vulnerability to small bugs highlighted, emphasizing the importance of thorough testing.
The article warns about overlooking critical system areas, which can lead to disastrous consequences.

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8 Likes

Medium

200

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️ Pilotless Planes Are Taking Off , The Sky’s Getting Smarter.

Pilotless aircraft powered by AI can navigate obstacles, manage tough weather, and optimize fuel usage efficiently.
Aviation companies like Boeing and Airbus, along with startups, are conducting successful test flights, preparing for a logistics transformation by the 2030s.
The FAA's 2024 Reauthorization Act is funding advancements in Unmanned Aircraft Systems and BVLOS until 2028, ensuring safe autonomous air travel.
Projects like derad network are supporting the shift to autonomous air travel by enabling seamless flight tracking and safe skies.

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11 Likes

Tech Radar

107

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You can finally preorder the Oakley Meta smart glasses, but there's a catch

Meta's Oakley smart glasses are available for preorder ahead of the July 22 launch, with the limited edition HSTN design priced at $499 / 499 / AU$789.
These smart glasses feature a camera for 3K video, open ear speakers, microphones for the AI companion, and an 8-hour battery life, along with a charging case for up to 48 hours of use.
Cheaper Oakley designs are set to be released later this summer with a starting price of $399 / 399 / $629, offering a range of lens options to suit different needs.
Meta is expected to debut new smart glasses at Meta Connect in September, potentially offering a screen and a next-gen experience, although likely at a higher price point.

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6 Likes

Medium

122

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Ascend: The End — The Web3 Shooter You Shouldn’t Ignore

Ascend: The End is a PvPvE extraction shooter game that offers rogue-lite combat, AI-driven encounters, and a real on-chain economy.
Players need to extract rare loot scattered across the map or risk losing everything, creating a kill-or-be-killed scenario.
The game's economy is focused on rewarding players who grind, strategize, and survive, running on a 3-token system with unique rewards for in-game accomplishments.
Ascend also incorporates community engagement elements such as limited quests, narrative events, and community voting to influence the game's evolving story arcs and enemy mutations.

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7 Likes

Sdtimes

174

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JFrog finds MCP-related vulnerability, highlighting need for stronger focus on security in MCP ecosystem

JFrog disclosed a critical vulnerability, CVE-2025-6514, in the mcp-remote project, allowing remote code execution on machines.
The vulnerability was quickly fixed by mcp-remote's primary maintainer, emphasizing the importance of updating to version 0.1.16.
Security concerns in the MCP ecosystem were highlighted, with previous vulnerabilities like CVE-2025-49596 and CVE-2025-53355 also being reported.
Security researcher Gaetan Ferry noted the immaturity of MCP's security and the need for stronger security practices as adoption of MCP increases.

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10 Likes

Medium

325

The Future of AI: Partner, Not Replacement

AI has evolved from rule-based automation to models capable of learning, reasoning, and creating.
Rather than aiming to replace humans, AI is more focused on augmenting human abilities in various fields like healthcare, finance, manufacturing, and creative sectors.
The future is envisioned as a collaboration between humans and machines, emphasizing a hybrid model where AI complements human skills rather than replacing them.
The key to navigating the evolving landscape of AI is to embrace change, blend skill sets, and focus on how humans can coexist and evolve alongside AI for mutual benefit.

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19 Likes

CSS-Tricks

103

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The Layout Maestro Course

Ahmad Shadeed is planning to release a new online course called The Layout Maestro focusing on evolving CSS layout techniques like Flexbox, CSS Grid, Subgrid, Masonry, Container Queries, and reading flow.
Ahmad Shadeed, known for his work on layout features and practical use cases, is considered an expert in the field and is leading the course development.
The course is still in development, but interested individuals can sign up for email notifications to stay informed about its release.
The article encourages signing up for updates on The Layout Maestro Course by Ahmad Shadeed, highlighting his expertise in CSS layout design.

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6 Likes

Hackaday

126

Image Credit: Hackaday

Dearest C++, Let Me Count the Ways I Love/Hate Thee

Reflecting on the love and hate relationship with C++ programming language.
Initial fear of complexity was overcome by understanding core concepts and book references.
Challenges like header include order and linker issues are common but coped with experience.
Though C++ has flaws and areas of improvement, its flexibility and power are appreciated.
Despite issues, the future of C++ remains promising with potential feature enhancements.

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7 Likes

Medium

368

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The Trollfall Event — July 14th

Trollfall event begins on July 14th, testing guilds on coordination, consistency, and damage output.
Guilds will compete to deal as much damage as possible to the Troll, with every participating guild earning a reward based on their performance.
The prize pool of 30 SOL will be distributed among participating guilds based on their final position on the leaderboard, rewarding both collective success and individual performance.
Guild leaders will receive a 5% bonus in SOL based on the total amount earned by their members, reflecting the structure for Realms and introducing players to guild tax functions.

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22 Likes

Sdtimes

Image Credit: Sdtimes

This week in AI dev tools: Gemini API Batch Mode, Amazon SageMaker AI updates, and more (July 11, 2025)

Gemini API introduces Batch Mode for large job submissions with a 24-hour result.
AWS SageMaker AI adds HyperPod, observability dashboard, open-weight model deployments, and local VS Code connections.
Anthropic proposes a transparency framework for AI development to ensure accountability and safety.
Docker Compose offers new features for building and running AI agents efficiently.
Coder launches AI cloud development environments catering to agents' unique requirements.

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5 Likes

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