The Rolling Stone Review: @charli_xcx's 'Music, Fashion, Film' "Charli XCX's proper follow-up to 'Brat' is a brilliant, catchy and often very funny 30-minute treatise on the machinery of fame." ⭐️⭐️⭐️⭐️

Families of earthquake victims in La Guaira pleaded for heavy machinery as rescue teams and desperate residents continued to clear rubble at collapsed buildings, days after twin earthquakes devastated Venezuela's hardest-hit coastal state

$ROK --- At the Automation Fair in Chicago, $ROK just unveiled its brand-new automation orchestration software, engineered to unify factory machinery, OTTO autonomous mobile robots (AMRs), and enterprise business systems. Pilot metrics show the platform cuts warehouse material handling space requirements by a staggering 50%, marking a major leap forward in the firm’s software monetization capabilities within logistics and supply chain automation.

US MACHINERY: +ve outlook on focused equipment spending (ROK, TT, RAL, AYI, VRT, ETN & JCI). "US producers have been able to quickly ramp capacity + output post 2025 Liberation Day because the initial wave of spend has been focused on efficiency + productivity investment, smaller projects w/ quicker payoffs relative to large capacity expansion.... Automation led efficiency projects allow facilities to ramp production in months vs greenfields which take years to come on line - this signals urgency from the customer to drive domestic production & mitigate tariffs, a marked difference when compared to the slow moving & incentive laden "Mega Project" wave in 2021-23. But ultimately, we do believe greenfields will follow - we are already seeing the incremental unit of production shift into the US market in response to changing supply chain costs (ie tariffs), a leading indicator for where larger capacity projects will land when they are ultimately needed."

Elon Musk sees Starship becoming far more than a rocket With full and rapid reusability, the long-term goal is to move cargo across the planet cheaper per ton than a Boeing 747 and deliver it anywhere on Earth in under an hour That could completely rewrite entire global logistics Critical supplies, machinery and enormous payloads could cross the world at speeds that are impossible today Starship is going to make distance almost irrelevant

# Practices for Embedding AI Agents in Software # Sync Facade over Async Core 🎯 The Hook Choosing between "always sync" and "always async" is a false dilemma. What if your API could return instantly when fast, and gracefully degrade when slow? 🔥 The Problem Agent processing latency follows a bimodal distribution. Cache hits and lightweight tasks return in milliseconds, but complex reasoning or tool chains stretch to tens of seconds. Always-sync leads to timeouts and connection exhaustion. Always-async forces polling even for sub-second responses. 💡 The Pattern The Sync Facade always processes internally via an async pipeline. The outward-facing API waits up to a configurable threshold: if the job finishes in time, it returns a 200 with the result; if not, it returns a 202 with a job ID for async retrieval. Clients hit a single unified endpoint without worrying about latency bimodality. The threshold is tuned adaptively based on observed P95/P99 latency trends, not hardcoded. ✅ When to Use Use when: - Latency distribution is bimodal (mix of fast and slow completions) - Existing clients expect a synchronous API contract - Latency requirements vary per request (chat UI vs. batch) Don't use when: - Processing always finishes in a few seconds (use Sync Edge) - Processing always exceeds 30s (use Durable Async from the start) ⚠️ Pitfalls - Do not hardcode the sync-wait threshold. Observe P95/P99 trends via tracing and adjust adaptively - Clients often miss 202 handling. Explicitly define the 202 response schema in your OpenAPI spec to prevent SDK generation gaps - Distinguish worker crashes from simple timeouts during the sync wait. On worker failure, escalate to 202 immediately rather than waiting for the threshold 🔧 Implementation Approach - All requests are internally processed via an async queue. The facade layer awaits the result up to a configurable sync-wait threshold, returning 200 with the result on success or 202 with a job_id on timeout - Tune the sync-wait threshold adaptively by observing P95/P99 latency trends via tracing. Starting points are roughly 5-10s for web APIs and 30s for internal RPCs - Use SSE or WebSocket for progress notifications after async escalation, with polling (3-5s interval) as a fallback for clients that cannot maintain persistent connections - Keep the facade layer as a thin adapter with no business logic. The async core reuses the Durable Async Agent checkpoint and resume machinery directly - Explicitly define the 202 response schema in the OpenAPI spec so that generated client SDKs correctly handle job ID retrieval and result polling #AIAgents# #SoftwareArchitecture#

"...the combativeness had a function. It made criticizing Coldcard expensive, and the clearest examples are the ones where the target was not a competitor but the machinery of verification itself. In June 2023, WalletScrutiny, a project whose entire purpose is to check whether a wallet's public code actually matches the binary that ships, reported that it could not reproduce certain Coldcard builds. Speaking about it a year and a half later, on Citadel Dispatch episode 8, NVK owned it without reservation: “it was 100% our fault”. And in the same breath, he characterized the people who had reported it: “it was like PR terrorism”. Elsewhere he called the disclosing researchers “salty cunts” and explained his refusal to pay them a bounty with “I don't deal with terrorists”."

Friday night thoughts: George Soros is legitimately a genius in every field he worked. He implemented the modern Gene Sharp soft-power machinery. He ran one of the most successful hedge funds in history. Soros spent his entire life denying any objective truth could possibly exist, and that the only "good" government was a supranational set of institutions that would arbitrate the competing interests of a borderless people. Yet, for all his denial that truth could exist and his insistence that secular humanism was the only enlightened way to navigate the world... his entire philosophy of reflexivity was based on the idea that - his own quote - "discrepancy between thought and reality is so great that something will have to give: either reality will have to change, or thought will have to be brought back to the realm of reality." What is reality if not objective truth? Alex Soros is powerful, but dumb in comparison to his father. And ironically the proof of that is that Alex said he is more political than his father. Alex Soros thinks in left versus right terms. His father George operated and thought about 2-3 orders above where these labels mattered. The challenge is, George Soros was enormously successful at building a blueprint which Alex and others are following. If we are to take the Soros machine down, we'll have to understand it better than George ever understood himself.

Rebuttal to Misconceptions About China’s Economy: Superficial Analysis Easily Leads to Misjudgments of Facts and Future Trends Recent commentary draws forced parallels between China and Japan prior to its economic stagnation, advances the one-sided claim that “China invests in the state while the United States and Japan invest in its people”, denies China’s livelihood safeguards, distorts debt logic, smears its development model, and even misrepresents the underlying rationale behind real estate, urbanization and people-centered policies. Such arguments ignore objective facts of China’s development, confuse disparities in national development stages and institutional systems, and misjudge the trajectory of China’s economy and society. This article systematically refutes these fallacies from five core dimensions — debt logic, livelihood security, the essence of development, real estate and urbanization trends, and policy orientation — to restore the fundamental logic of China’s development and its primary future pathways. I. Rebuttal on Debt Structure: The Fallacy That “China Shifts Debt Burdens Downward to the Public, While the U.S. and Japan Provide State Backstops Upward” — A Conceptual Sleight of Hand Ignoring Institutional Differences Core flawed claim: Individuals in the United States and Japan can file for bankruptcy with state-backed debt relief, while China lacks personal bankruptcy mechanisms and imposes lifelong debt obligations. This purportedly leaves China’s central government balance sheet robust while local governments and households bear heavy burdens, amounting to “downward debt transfer”. 1. Personal bankruptcy and debt restructuring are not entirely absent in China; pilots are underway with nationwide rollout accelerating The assertion that “China offers almost no access to debt restructuring or personal bankruptcy” directly contradicts reality. Pioneering local pilots: Shenzhen launched China’s first personal bankruptcy ordinance in 2021. In March 2026, the first personal bankruptcy liquidation case completed its four-year observation period, granting the debtor legal discharge of remaining liabilities and enabling a fresh start for “honest yet unfortunate debtors”, as confirmed by the Supreme People’s Court of China. Xiamen introduced personal bankruptcy protection regulations in November 2025 and has accepted 11 related cases. Jiangsu and Zhejiang have carried out pilot schemes for centralized personal debt resolution, with authorities in Nanjing, Wujiang and other regions helping hundreds of debtors resolve liabilities and repair credit records, per the Supreme People’s Court. Clear top-level design: The Chinese government has explicitly stated its intent to “explore the establishment of a personal bankruptcy system”. The Supreme People’s Court is summarizing pilot experience, expanding trial scope and advancing nationwide institutional implementation. Mortgage debt is not a lifelong obligation: To address unfinished housing projects and mortgage defaults, multiple regions have introduced policies supporting mortgage payment extensions and negotiated repayment arrangements. Judicial practice offers debt restructuring and interest relief for creditworthy debtors facing insolvency, rejecting the absolutist narrative that debtors remain liable for loans even after abandoning properties. 2. Differences in debt structures stem from development stages and governance choices, rather than insufficient prioritization of citizens Framing differing debt structures simply as “investing in the state versus investing in people” confuses development stages, governance models and risk prevention logic. High public debt in the U.S. and Japan represents mortgaging the future, rather than proactive citizen support: Japan’s government debt-to-GDP ratio reached 249.7% in 2023, versus 118.7% for the United States. Both figures far exceed international warning thresholds, stemming from prolonged fiscal deficits, welfare overcommitment and monetary easing. The so-called “citizen backstop” amounts to consuming tomorrow’s resources, with costs ultimately passed to households via inflation and taxation, according to the Ministry of Finance of China. China’s moderate central government debt preserves room for long-term development without neglecting livelihood safeguards: China’s full-caliber government debt ratio stood at 67.5% in 2023, well below the U.S., Japan and the G7 average of 123.4%, data from the Ministry of Finance shows. Maintaining a sound central balance sheet aims to fend off systemic risks and sustain long-term growth capacity. As a large developing country, emulating the U.S. and Japan by drastically expanding government debt would likely trigger inflation, exchange rate volatility and sovereign credit risks, ultimately harming public interests. Local government debt challenges are transitional growing pains being addressed via comprehensive debt management initiatives: In 2024, the central government rolled out a CNY 6 trillion program to replace implicit local government debt, facilitating debt restructuring and interest burden reduction. This represents coordinated national risk-sharing to protect public welfare, rather than allowing local authorities to shift liabilities to residents, as documented on the National People’s Congress website. 3. Total debt volume and structure cannot be compared in isolation from national conditions Claims that China’s overall debt volume is comparable to that of the U.S. and Japan overlook stark differences in debt usage, asset quality and repayment capacity. China’s debt primarily funds productive assets: Most local government debt finances transport, water conservancy, energy, affordable housing and other infrastructure, generating substantial tangible assets with ongoing cash flow to support repayment, per official sources. U.S. and Japanese government debt largely finances consumption expenditure: Their public liabilities mostly cover welfare spending, military outlays and interest payments, creating few productive assets. Repayment relies on taxation and monetary expansion, rendering such debt far less sustainable. II. Rebuttal on Underlying Values: The Fallacy That “China Invests in the State and Distrusts Its Citizens, While the U.S. and Japan Invest in People and Trust Markets” — A Distortion of Fundamentals Contradicting Facts Core flawed claim: China distrusts its people and treats citizens merely as “cogs in a machine”; its policies rely on state leadership and investment-driven growth. By contrast, the U.S. and Japan uphold individual freedom and market forces, directing resources toward residents. 1. China explicitly advocates “investing in people” with steadily rising livelihood spending, contrary to the “state-only investment” narrative Critics disregard that the 2025 Government Work Report incorporated “investing in people” into national policy for the first time, committing to “channel more funds and resources toward investing in people and livelihood services” (State Council of China). China operates the world’s largest social security system with rising protection standards: As of the end of 2024, basic pension insurance covered 1.07 billion people and basic medical insurance 1.33 billion people, with coverage rates exceeding 95%. Cumulative surpluses for pension, unemployment and work injury insurance funds reached CNY 10.2 trillion. Universal basic medical and pension coverage has been achieved, with benefit standards continuously improving. The share of fiscal spending on livelihoods keeps rising: Expenditure on education, healthcare, elderly care and housing security accounts for over 70% of total fiscal outlays. The per capita fiscal subsidy for urban and rural resident medical insurance reached CNY 670 in 2024, a 21.8% increase from 2020. Construction of affordable housing continues, and the 15th Five-Year Plan pledges greater supply to resolve housing difficulties for new residents and young people. Policy priorities are shifting “from investing in physical assets toward investing in people”: Central authorities stress integrating investment in tangible assets with investment in human capital, boosting funding for education, healthcare and childcare to upgrade citizen capabilities, protect people’s rights and advance all-round human development. This directly repudiates slander claiming China distrusts its population. 2. State guidance does not equate to distrust of markets; China pursues the optimal combination of an effective market and a capable government Pitting state intervention against market confidence misrepresents the core logic of China’s socialist market economy. Markets play a decisive role in resource allocation: Private enterprise contributes over 50% of China’s GDP, more than 60% of tax revenue and over 80% of urban employment. Market vitality flourishes across e-commerce, new energy and advanced manufacturing, granting ample room for innovators including enterprises and individuals. Government intervention remedies market failures, safeguards fairness and prevents systemic risks: As an enormous developing economy with immature market mechanisms, unfettered markets would inevitably widen wealth gaps, create regional imbalances and leave public services undersupplied. State investment in infrastructure, public welfare and breakthrough technologies builds a sound environment for market activity and provides a safety net for residents — not to control citizens. 3. The “Screw Spirit” embodies dedication rather than instrumentalization, and is fully compatible with individual freedom and advancement Attempts to twist the Lei Feng spirit and the “Screw Spirit” into evidence that citizens are treated as tools of state machinery misrepresent their essence. The Screw Spirit centers on dedication to work, selfless contribution and accountability, representing traditional Chinese virtues and core socialist values. It aligns fully with individuals pursuing personal aspirations and realizing self-worth. Countless ordinary people strive in ordinary posts, contributing to national advancement while achieving personal growth and well-being. China constitutionally and legally guarantees citizens’ personal liberty, property rights, freedom to start businesses and lawful mobility. Citizens enjoy freedom of occupation, entrepreneurship, investment and cross-border travel under legal frameworks. Allegations restricting individual autonomy and mobility are baseless. III. Rebuttal on Policy Orientation: The Fallacy That “The 15th Five-Year Plan Continues to Prioritize Investment, While Domestic Demand Expansion and Social Security Remain Rhetoric” — Ignoring Planning Blueprints and Misinterpreting Policies Core flawed claim: Chinese policies favor government investment over domestic consumption and social security. The 15th Five-Year Plan perpetuates the old development model, and China’s social security system lags far behind Japan’s pre-stagnation framework. 1. The 15th Five-Year Plan centers on expanding domestic demand, prioritizing livelihoods and high-quality development, rather than overreliance on investment Critics overlook the plan’s core guideline: putting people first, boosting domestic demand and advancing common prosperity. Domestic demand stands as a primary growth engine: The plan identifies expanding domestic demand as a priority, unlocking consumption potential by lifting household incomes, improving social security and optimizing income distribution, transitioning the economy from investment-led growth to dual drivers of consumption and investment. Livelihood security constitutes a key focus: The plan launches four major livelihood programs covering housing, elderly care, healthcare and education. Initiatives include scaling up affordable housing, national coordination of pension insurance, deepening medical reform and promoting equitable education. It targets markedly improved living environments and significantly more equal public services by 2030. Government investment targets livelihood priorities and development bottlenecks: Public investment no longer focuses on extensive infrastructure construction. Instead, it supports affordable housing, urban renewal, public transit, medical and educational facilities alongside breakthrough technologies and new productive forces — essentially investing in people’s wellbeing and long-term prospects (People’s Daily). 2. While gaps persist, China’s social security system has achieved remarkable progress and universal coverage; it is not empty rhetoric Claims that China’s social security falls far short of Japan’s pre-bubble standards ignore the leapfrog development of China’s social safety net from scratch. Coverage scale: China delivers universal medical and pension insurance covering 1.4 billion people, forming the world’s largest social security system. Though Japan boasted mature social security before its economic slowdown, it served only 120 million residents and already faced long-term pressures from low fertility, aging populations and social fund deficits. Differences in development stages must be acknowledged: Japan is a developed economy with per capita GDP exceeding USD 30,000, while China remains a developing nation with per capita GDP above USD 12,000. Social security standards naturally align with economic development levels, and cross-country comparisons cannot be decoupled from national conditions. China built its social security architecture within decades, a process that took developed nations over a century, earning worldwide recognition. Continuous improvement is underway: Social security benefits rise year by year. In 2025, the minimum basic pension standard for rural and urban residents increased by CNY 20, the largest hike since the system’s founding. The personal pension system has rolled out nationwide, accelerating formation of a multi-tier social security framework (Ministry of Human Resources and Social Security). IV. Rebuttal on Real Estate and Urbanization: The Fallacy That “Young People Are Trapped, Unfinished Housing Projects Stem from Government Profit-Seeking, and Secondary Urbanization Has No Prospects in China” — Distorted Facts and Misjudged Trends Core flawed claim: Unfinished residential projects exist because governments profit from real estate, trapping young people as low-wage workers. China lacks secondary urbanization; large-city agglomeration holds no promise, and housing prices in first-tier cities will not recover. 1. Unfinished housing projects are transitional challenges; authorities fully prioritize project delivery to protect residents, contradicting claims of state profiteering Attributing stalled housing projects to government pursuit of real estate revenue misidentifies root causes — reckless high-leverage expansion by property developers — and overlooks massive official efforts to guarantee completed housing. Primary drivers of unfinished projects: Some developers pursued blind expansion, diverted funds and defaulted on debt. Cases such as Evergrande’s capital diversion into non-real estate ventures and overseas spending reflect corporate operational failures, not government fault. Comprehensive official action to ensure home delivery: Since 2022, the central government has set up special funds for unfinished housing, while local governments established dedicated working groups to restart suspended projects. By the end of 2025, over 95% of overdue residential developments had resumed construction to safeguard homebuyers’ rights (People’s Daily). Land finance is a transitional phenomenon undergoing transformation: Land transfer revenue accounted for 40% of local fiscal revenue in 2018, falling to 25% by 2024. Local governments are gradually shifting toward sustainable revenue sources including industrial taxation and property tax, rather than permanently relying on real estate-related proceeds. 2. Secondary urbanization toward larger cities represents an inevitable trend; housing prices in first-tier cities are expected to stabilize and recover next year Dismissing secondary urbanization and bearish forecasts for first-tier housing prices contradict urban development laws, population mobility patterns and policy directions. Secondary urbanization centered on metropolitan agglomeration is an objective trend: China’s permanent resident urbanization rate stands at 66.2%, yet household registration urbanization reaches merely 48.3%. Over 200 million migrant residents lack full urban integration. Going forward, populations will continue flowing toward first-tier, new first-tier cities and urban clusters. Major cities concentrate industries, employment opportunities and high-quality public services, attracting inbound residents inevitably. Secondary urbanization chiefly entails population migration from small and medium-sized cities to metropolitan clusters, and from rural areas to counties and cities. Rationale for projected stabilization and recovery of first-tier housing prices next year: • Supply-demand rebalancing: First-tier cities face constrained land supply, sustained population inflows and robust demand for upgraded housing, sustaining long-term supply shortages. • Continued policy easing: Universal lifting of purchase restrictions, minimum down payments lowered to 15%, record-low mortgage rates and tax reductions for housing swaps boost market confidence. • Economic recovery support: China achieved 5.2% GDP growth in 2025, with growth projected to rise above 5.5% in 2026. Improved employment and household incomes will underpin mild housing price recovery. • Activated stock housing market: Second-hand properties make up over 70% of housing transactions in first-tier cities. Urban renewal and renovation of older communities unlock demand for upgraded housing and drive moderate price growth. 3. Housing pressure on young generations constitutes a transitional growing pain, with targeted policy relief underway Claims that youth are trapped and reduced to low-wage laborers ignore tailored support policies covering housing, employment and consumption. Housing support: First-tier and new first-tier cities expand supply of affordable rental housing and shared ownership housing with rents 30%–50% below market rates to accommodate new residents and young people. Employment support: Graduate employment subsidies, startup incentives and expanded public sector recruitment delivered 12.44 million new urban jobs in 2024, exceeding annual targets. Consumption burden relief: Special individual income tax deductions for housing rent, children’s education and eldercare, alongside consumer vouchers and interest rate cuts, reduce financial pressure on young people and lift consumption willingness. V. Rebuttal Against Other Slanderous Claims: “A-Share Market Merely Serves Financing Goals”, “Restrictions on Cross-Border Investment” and “Passport Controls” — Malicious and Groundless Rumors 1. China’s stock market balances financing and investor returns, with strengthened protections for retail investors The allegation that the A-share market exists solely to raise capital, forcing retail investors to bear losses to fund corporate financing disregards market-oriented reforms and strengthened investor safeguards. The A-share market fulfills dual functions of corporate financing and value investment: Following registration-based reform, high-quality firms gain access to public capital, while dividend payouts and share buybacks become regular practices. Total dividends distributed on the A-share market exceeded CNY 1.5 trillion in 2024, returning profits to investors (People’s Daily). Investor protection frameworks keep improving: Updated delisting rules, class-action litigation and stricter information disclosure standards crack down on financial fraud and insider trading to safeguard retail investors’ legitimate interests, rejecting the narrative of systematic exploitation of individual traders. 2. Cross-border investment regulations prioritize risk prevention; passport control allegations are false rumors Overseas investment oversight aims to curb capital flight, stabilize exchange rates and protect household assets. China does not ban cross-border investment; it promotes orderly opening under compliance frameworks. Channels including QDII, Stock Connect and U.S. Stock Connect remain operational, and the annual USD 50,000 individual foreign exchange quota stays unchanged. Restrictions target illegal asset transfers, money laundering and speculative arbitrage, serving to protect citizens’ legitimate wealth. Rumors of passport confiscation and outbound travel controls are malicious fabrications. Chinese citizens holding valid passports may travel overseas freely barring statutory restrictions. Passport application and renewal procedures have been simplified. Authorities issued 20 million passports in 2024, and outbound tourism recovered to 80% of pre-pandemic levels. Claims of passport controls lack any factual basis. VI. Conclusion: Grasp the Essence of China’s Development and Maintain Long-Term Confidence In summary, analogies between China and pre-stagnation Japan and the “investing in the state versus investing in people” narrative stem from biased perception detached from objective realities: • Debt logic: China’s debt structure represents a risk-controllable and sustainable development choice. Personal bankruptcy mechanisms are accelerating nationwide rollout, and livelihood safeguards remain a priority. • Essence of development: China consistently adheres to a people-centered approach and prioritizes investing in human capital. State guidance improves citizen welfare and fosters healthy market development, rather than reflecting distrust of its population. • Future priorities: Expanding domestic demand, livelihood-centered governance, metropolitan-driven secondary urbanization and new productive forces form China’s core development agenda. Housing prices in first-tier cities are expected to stabilize and recover next year, and the long-term positive fundamentals of China’s economy remain intact. Objective analysis of China’s economy must be rooted in national conditions, respect economic laws and reject prejudice and slander to accurately grasp its underlying development logic and long-term potential. China neither mechanically copies U.S. and Japanese models nor pursues rigid isolation. Instead, it blazes a uniquely Chinese development path balancing efficiency and equity, development and security, and aligning national and public interests. This explains the robust resilience, huge potential and enduring vitality of China’s economy.