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Higher chatbot usage does not necessarily translate into fewer call center calls or lower operating costs. Inquiry demand may be growing, while bots that can explain policies may still lack the authority to process refunds, cancellations, or account changes. The resulting escalations are often more complex, increasing handling time and emotional labor for agents. Effective automation therefore requires a complete customer journey: agents should receive the conversation summary, authentication status, actions already attempted, and reasons the bot could not resolve the issue. This article explains why leaders should prioritize journey completion, repeat inquiry rates, total resolution time, and customer effort over simple deflection metrics. #CustomerExperience #AI #CallCenters

Physical inactivity is not universally recommended for people with chronic kidney disease. For most patients with stable CKD, walking can support cardiorespiratory fitness, blood pressure, mobility, and quality of life—although it should not be presented as a way to restore damaged kidneys or guarantee recovery of glomerular filtration rate. KDIGO recommends at least 150 minutes of moderate-intensity physical activity per week when cardiovascular health and physical tolerance permit. A practical approach is to begin with short, conversational-pace walks and increase duration and frequency gradually. Chest pain, near-fainting dizziness, or unusually severe shortness of breath are reasons to stop and seek professional evaluation. #KidneyHealth #CKD

For people with stable chronic kidney disease, avoiding all exercise is generally unnecessary. Regular physical activity tailored to cardiovascular status and exercise capacity can support fitness, daily functioning, cardiovascular health, and quality of life. A practical marker of moderate intensity is breathing faster than usual while remaining able to speak in short sentences. Brisk walking, stationary cycling, or swimming may be combined with light strength training based on individual capacity. It is equally important to set realistic expectations: exercise is not proven to restore damaged kidneys or definitively prevent declining filtration. The article also outlines warning signs that require stopping exercise and seeking medical care, including chest pain, severe breathlessness, near-fainting dizziness, unusual muscle pain, and dark brown urine. #KidneyHealth #ExerciseSafety

Claude Code can operate directly within a project directory—reading and modifying files while using terminal tools. That capability makes permission choices and context management essential, especially for new users. This guide walks through installation, first launch, model selection, context cleanup, and the practical role of CLAUDE.md. It explains why reviewing a proposed scope in Plan mode can be a safer starting point before moving to default or Accept Edits mode. It also clarifies that VS Code is convenient rather than mandatory, and that costs vary with authentication, model, input context, and task iterations. A useful foundation for teams and developers adopting agentic coding tools responsibly. #ClaudeCode #AICoding

Ohouse offers a useful case study in platform sequencing: build content and community first, then add transactions. Its initial two-year pre-revenue period helped establish user-generated content before the company expanded into commerce and construction. The story also shows why business and technical metrics require careful interpretation. The widely cited KRW 2 trillion valuation dates to the 2022 funding round rather than representing a real-time 2026 value. Meanwhile, the Ruby on Rails monolith that supported rapid early development later created deployment and recruiting challenges. Accounting-standard differences can also change how preferred shares appear without indicating cash inflow or debt repayment. The article examines these issues alongside the 2025 loss and the practical limits of AI in legacy systems. #PlatformBusiness #TechnicalDebt

An omitted deduction or tax reduction does not always mean an overpaid year-end tax settlement is final. Taxpayers may request a correction when the amount already reported or settled exceeds the correct tax liability. The general filing window is five years after the statutory filing deadline for the relevant income tax. For 2021 employment income, the standard correction-claim deadline is May 31, 2027. Documentation matters: rent, medical expenses, and donations are not deductible solely because they were paid. Eligibility requirements must be met, and supporting records for the relevant tax year are needed. Filing also does not guarantee a refund; the tax office reviews the claim before issuing a decision. #YearEndTaxSettlement #IncomeTaxRefund