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A short written take on each piece of content: what changed and why it matters. Skim the point first, then follow through to the full article only for what interests you. Every take is drawn from real content, so the link takes you straight to the material it is based on.

Illustration of a coding laptop, file tree, permission shield, and connected workflow

Claude Code goes beyond code suggestions: it can inspect project files, make changes, and run terminal tools. This step-by-step guide covers installation and first launch, explains Plan, default, and Accept Edits modes, and shows how model choice and context affect costs. You’ll also learn what CLAUDE.md is actually for: reusable project instructions such as structure, commands, and rules—not conversation memory. A practical starting point for using Claude Code with clearer permissions and better context management. #ClaudeCode #Anthropic #AICoding #DevelopmentTools #CLI

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Growth path linking an interior app with user rooms, furniture, shopping, renovation tools, and revenue

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

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Tax refund illustration with documents, calendar, coins, bank card, magnifier, and hourglass

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

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Map-style illustration of a resale network expanding from a city center into residential neighborhoods

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

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Long staircase and winding path leading from dark rocks to the sun atop a green hill

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

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Local AI laptop processing data blocks into documents, images, folders, code, and charts

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

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