Sunday, October 25, 2026

AI and SW security

solution: rewrite PHP apps to Rust :)

AI Agents would "enjoy" that process :)

Nearly 70% of Websites Sit on an AI-Exposed Flaw by Chamath Palihapitiya





Amazon AWS Aurora DSQL


What is Amazon Aurora DSQL? - Amazon Aurora DSQL

Amazon Aurora DSQL is a serverless, distributed, PostgreSQL-compatible relational database service designed for transactional (ACID) workloads.

  • High Availability & Active-Active Architecture: Delivers 99.99% availability in a single Region and 99.999% in multi-Region setups with active-active concurrent read/write operations and automatic failover.

  • Fully Serverless Operations: Compute, I/O, and storage auto-scale dynamically with your workload, eliminating manual provisioning, patching, and maintenance downtime.

  • Strong Consistency: Provides snapshot isolation, ACID transactions, and synchronous replication across Availability Zones and Regions without eventual-consistency lag.

  • PostgreSQL Compatibility: Native compatibility with PostgreSQL version 16 allows developers to use standard PostgreSQL tools (such as psql), ORMs, and drivers.

  • Multi-Region Cluster Support: Supports active-active multi-Region clusters within specific geographic Region sets (North America, Europe, and Asia Pacific). Cross-continent multi-Region clusters are currently not supported.

Getting started with Aurora DSQL - Amazon Aurora DSQL



car loans risk: $100K car with $50K salary

interesting, AI generated stories

How Are Americans Affording $10,000 Teslas On $50K Salaries! - YouTube

This video is an analytical documentary that examines the financial risks of financing luxury electric vehicles on a middle-class income. It uses the hypothetical case of Jason, a logistics coordinator earning $50,000 annually who purchases a $91,400 Tesla Model X, to illustrate how structural financing traps lead to long-term debt.

Four Key Financial Traps (1:43 - 12:20):

  1. Extended Loan Terms (1:43 - 3:30): Dealers often use 84-month loan terms to lower monthly payments, masking the true cost and ensuring the borrower remains in debt for years.
  2. Corporate Price Cuts & Negative Equity (3:40 - 6:05): Rapid changes in manufacturer pricing can cause massive depreciation, leaving owners significantly "underwater"—owing more on the loan than the car's current market value.
  3. Hidden Operational Costs (6:06 - 9:45): The video highlights how fuel savings often disappear due to public fast-charging costs, especially for apartment dwellers without home charging. Additionally, luxury insurance premiums can surge unexpectedly after promotional periods end.
  4. Mechanical Expenses (10:05 - 12:20): High-performance EVs have specific maintenance needs, such as expensive, foam-lined tires that wear down quickly due to the vehicle's weight and torque, often leading to emergency credit card debt.

The Opportunity Cost (13:54 - 15:45):

The video concludes that the difference between the monthly cost of a luxury car note and a reliable, paid-off commuter vehicle is approximately $1,500. By investing this amount in a diversified index fund (such as the S&P 500) over 25 years at an 8.5% return, one could theoretically accumulate over $1.6 million in liquid wealth.


How Are Uber Drivers Affording $100K Cars in Texas? - YouTube