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Before expanding into commerce and construction, Ohouse spent two years building interior-design content, user-generated content, and community—an intentional pre-revenue strategy designed to lower the cost of converting users later. This analysis explains why the often-cited KRW 2 trillion figure is a historical 2022 funding-round valuation, how a Ruby on Rails monolith evolved from a speed advantage into technical debt, and why accounting changes should not be mistaken for cash inflows or debt repayment. It also puts the 2025 loss and AI adoption in context. #Ohouse #PlatformBusiness #TechnicalDebt #Commerce #AI

Missed a deduction or tax reduction in your year-end tax settlement? You may be able to file a correction claim when the tax already settled exceeds the correct amount. The general filing period is within five years after the statutory income tax deadline, and the standard deadline for 2021 employment income is May 31, 2027. Rent, medical expenses, and donations must meet applicable requirements and need supporting documents from the relevant tax year. A claim does not automatically guarantee a refund—the tax office must review and decide it. #YearEndTaxSettlement #IncomeTaxRefund #TaxCredit #Hometax

Karrot’s breakthrough wasn’t changing what people traded—it was changing where trust came from: the workplace became the neighborhood. The founders secured early users by posting listings themselves, rewarding transactions, and concentrating activity within each local area. Ruby on Rails supported fast launches and product changes, while free secondhand trading built density for a business primarily monetized through local advertising. The article also explains how separate and consolidated statements, stock options, overseas subsidiaries, and deal terms affect its financial story. #Karrot #Marketplace #Startup #LocalPlatform #FinancialAnalysis

Following through is less about finding endless willpower and more about making the next action easier to repeat. Start with a clear cue and a small behavior in the same context. Accept what you cannot change, then put your energy into the smallest step you can control today. Most importantly, create a restart rule before you need it—missing one day is not the same as abandoning the goal. And that familiar “66 days” figure? It is an average estimate from one study, not a universal deadline. #HabitFormation #GoalAchievement #SelfManagement #Motivation #FollowThrough

Muse Glimmer is described as more than a chatbot: it aims to operate as a long-running local agent that can work with files, screens, and tools. The reported 4-bit version targets systems with about 24GB or 32GB of memory, while DFlash speculative decoding generates multiple candidate tokens for the main model to verify. Those memory and performance figures are Meta’s own measurements in the provided materials, so independent hardware testing matters. Local processing may reduce external data transmission, but prompt injection, excessive permissions, and file corruption remain real concerns. The article explains what to verify in the model card, license, and benchmarks. #LocalAI #AIAgents #MetaAI #Quantization #MuseGlimmer

An 84㎡ apartment approaching ₩3 billion outside Gangnam may seem surprising—but location is only part of the story. Using Noryangjin and Heukseok as key cases, this article examines how limited general-sale supply, rising construction costs, unit types, and differences in price-cap rules affect presale pricing. It also explains why high application competition does not automatically signal investment safety. Before applying, account for optional items, taxes, and financing costs, and verify the latest official recruitment notice and transaction data. #SeoulHousing #ApartmentPresale #HousingSubscription #UrbanRenewal #PriceCap