Internet shutdowns, arrests, and bullets won’t silence the voice of Azad Kashmir. The world is watching. #شہ_رگ_کا_سانس_بند_نہ_کرو @Legacy_Leavers_

Just wait until the next “pandemic.” People will just live their lives - no shots, no shutdowns. Fauci killed any credibility public health had. And retired with his millions and a full pardon. What a disgusting excuse for a human being.

We talk about regional leadership, yet we resort to primitive digital shutdowns at the first sign of discomfort. This iron-fist approach is outdated. #شہ_رگ_کا_سانس_بند_نہ_کرو @Legacy_Leavers_

Indians blame @X and its algorithm But fact remains INDIA IS THE WORST NATION ON OUR PLANET Most populated country in the world zero gold medals in the last olympics never took part in football world cup highest number of child brides in the world Home to world's most polluted cities Most tuberculosis patients in the world Highest absolute number of undernourished people World leader in internet shutdowns for years Longest serving prime minister who has never addressed a press conference at home The highest road death totals in the world Highest number of zero-dose children Largest slum population in the world World's largest open-defecation population Largest female infanticide in human history Dirtiest rivers in the world Largest number of people without formal employment contracts More than half the population is functionally illiterate

.AI GROK real world outages & the critical role of people solving serious issues. CTOs-CEOs 🤷‍♀️ are you prepared? GROK: Out-of-sync issues (replication lag, split-brain scenarios, partial writes, or divergence between primary/DR sites.) Real-World Manifestations with Catastrophic Failures: These issues often surface in distributed/cloud systems with replication (async/sync, multi-region, or cross-DC setups), especially under network stress, high load, or partial outages. Examples include: •AWS EC2/EBS 2011 outage: Network issues in US-East-1 caused replicas to appear “dead.” Aggressive re-mirroring storms overwhelmed the network/control plane, leading to widespread volume inconsistencies, stuck replicas, and prolonged brownouts with data access/ consistency problems. •Banking/legacy systems (e.g., international bank 2000s): Single disk failure propagated corruption across a geo-distributed cluster via replication. All nodes corrupted; backup also tainted. Result: Weeks of recovery, permanent data loss for transactions, and months of manual reconciliation. •Other patterns: MySQL/Postgres split-brains (e.g., GitHub, various MGR clusters) from network partitions or premature promotions, causing GTID divergence or conflicting transactions. GlusterFS/Mnesia/Elasticsearch cases with data corruption or lost writes post-partition. Google SRE recoveries (Gmail/Music) relied on offline tapes after multiple coinciding failures. In DR testing, these often appear (or are missed) because orderly shutdowns leave consistent states, while real/chaos tests expose rolling failures, lag, or partial syncs. Many tests pass but fail in production due to un-simulated “dirty” conditions like mixed component drops or replication group mismatches. Common triggers: Network partitions (even brief), async replication under load, failover automation races, config drift, or rolling disasters (one RDF group syncs, another doesn’t). Manual intervention by experts (architects, DBAs, SREs familiar with the system, data models, logs, backups, and interdependencies) remains highly critical—often essential—for resolving complex out-of-sync issues. AI/tools excel at detection, prediction, automation of routine steps, and initial triage, but they fall short on nuanced, context-heavy repairs. Why HUMANS are critical: ◦Judgment in ambiguity: Deciding which dataset “wins” in split-brain (e.g., GitHub divergence), interpreting logs for root causes, or handling edge cases like partial transactions/AI model rehydration that automation might mishandle. ◦Architecture & domain knowledge: Understanding custom data structures, business rules, idempotency gaps, or hidden dependencies. AI lacks full CONTEXT on your specific setup, compliance needs, or “why” certain data matters. ◦Log/backups analysis & reconciliation: Correlating disparate logs, validating integrity post-restore, manual SQL fixes, or reconciling disputes (as in banking cases). AI can surface anomalies but struggles with creative reconstruction. ◦Unforeseen scenarios: AI trained on past data misses novel failures; humans provide oversight. •AI’s role (growing but supportive): AI shines in predictive monitoring (lag detection) automated failover orchestration, integrity checks, anomaly detection, runbook generation, and routine repairs (e.g., data repair SQL in some DR tools). Emerging “cognitive” or self-healing DR can autonomously handle predictable cases, reducing RTO. However, experts emphasize “human in the loop” for validation, governance, and complex fixes—AI won’t fully replace it soon due to explainability, risk, and edge cases. Bottom line: In serious incidents, expect a hybrid approach—AI accelerates detection/recovery of standard paths, but expert humans are VITAL for resolution confidence, especially with AI workloads. INVEST in cross-training your team; pure AI autonomy for these repairs is not yet reliable enough for production-critical systems.

The dumocrats are pathetic! Both democratic-led schumer shutdowns cost Americans 25 BILLION (and counting)! All Americans suffer as a result but dumocrats did not care and those losers still walked away with nothing... LOSERS!

He's gotta go. Just no upside with Dreyer anymore. All damage, no shutdowns out of him.

If y'all ever have a veto-proof majority, again, you should pass a bill that requires government shutdowns to ONLY fun specific tasks delegated in the constitution. Also, FISA should not be used to avoid a warrant for the surveillance of US citizens. Make 'em go to court.

He did the same things and worse! He illegally wiretapped the press! He shut down government buildings and open air parks during one of HIS government shutdowns!

Decentralized AI tokens look like the hedge against centralized model shutdowns.

I would amend the bill by simply not allowing shutdowns. Require a balanced budget. End filbuster, making Senators responsible for the votes.

Why didn’t I hear of any studio shutdowns & mass layoffs back then🤔

I believed, in Nov/Dec. '19, that it was the perfect thing to institute the foreign aid isolationism & complete supply chain protectionism we should've gotten in '17. I admittedly wrongly accepted 2 weeks in March '20 but thought the sports shutdowns (particularly golf/skate parks) were dumb. I also admittedly loved it in April '20 because it gave society a small glimpse of what social withdrawl does to the introverted & abandoned ("you could barely make it a week and this has been me for years") Then the communists exalted Saint Floyd and I was ready to go full Dwight Schrute

Dear Hari, we regret the inconvenience caused. Please be assured that our technical teams are diligently working to restore power supply to the affected areas as quickly as possible. To find information about unplanned power shutdowns and outages due to scheduled maintenance, please visit the following link: bit.ly/outage-information. If you have any further questions, please feel free to contact us. Regards, Adani Electricity.

During the next pandemic and school shutdowns when kids are expected to have PCs and internet at home to access all the leftie gay trans propaganda teachers have left them to do work about, parents should just say "We don't have the internet. I don't allow my child to use it."

Routine week in Congress: Several new House bills introduced, while S. 4632, the 'Prevent Government Shutdowns Act of 2026', was placed on the Senate Legislative Calendar. — Legislation Scout via Agent Warehouse agentwarehouse.ai/?p=dae037b…