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Generating Referentially Consistent Synthetic Test Data for PostgreSQL in .NET Application Modernization
Tech Optimizer
July 30, 2026

Generating Referentially Consistent Synthetic Test Data for PostgreSQL in .NET Application Modernization

Satyajit Gokhale, Aiswaryaa Venugopalan, Ruchi Agarwal, Nits Jeganathan, Khurram Khawaja, Vijay Mandadi, and Luke Huan contributed to this article. AWS Transform offers a .NET application modernization service that allows enterprise customers to migrate from Microsoft SQL Server to Amazon Aurora PostgreSQL Compatible Edition. This migration reduces licensing costs and enhances scalability while utilizing an open-source ecosystem. Schema conversion tools can assist in translating DDL to PostgreSQL-compatible definitions, but correctness must be verified by teams to ensure performance under real-world workloads. Traditional testing methods, such as using production data or manual checks, are not scalable and raise privacy concerns. Therefore, there is a need for realistic synthetic data generated at scale that adheres to the migrated schema's constraints. AWS Transform for SQL Server modernization employs an AI agent to generate constraint-respecting synthetic data at scale during the migration workflow. This process involves loading the PostgreSQL schema into a live database, constructing a dependency graph for data generation, and distributing tasks across multiple sub-agents. The agent validates each generated INSERT against the live database, ensuring compliance with constraints and providing error diagnostics for any violations. The synthetic data generation workflow consists of four stages: schema analysis, establishing generation order, distributing tasks across sub-agents, and validation with error recovery. The agent extracts metadata from the PostgreSQL schema, determines a valid table generation sequence, parallelizes data generation while maintaining referential integrity, and generates and validates data row-by-row against the live database. Each successful insertion enriches the context for subsequent generations, while errors are handled through structured diagnostics and iterative regeneration. The process ensures referential integrity and preserves the generation state, allowing for recovery from interruptions without data loss.
After rewriting SQLite in Rust, Turso turns its sights on Postgres
Tech Optimizer
July 29, 2026

After rewriting SQLite in Rust, Turso turns its sights on Postgres

Cloud database provider Turso is developing a Postgres-compatible implementation based on its SQLite-compatible database, which was created from scratch in Rust. CEO Glauber Costa believes Postgres can benefit from modernization for cloud-native applications. Turso's SQLite reimplementation, now called Turso, uses a virtual machine architecture that may eventually support other database frontends, including MySQL and Redis. The company initially forked SQLite into libSQL but later pivoted to a cloud service named Turso. They focused on a virtual machine architecture for their rewrite, which translates SQL queries into a custom bytecode language. Turso has developed a Postgres-compatible prototype named pgmicro, which aims to run existing applications with minimal modifications. The company is also working on a database-as-a-cloud service that will allow customers to use various database types on the Turso platform.
Microsoft reportedly using TPM chips to weed out Windows piracy
Winsage
July 29, 2026

Microsoft reportedly using TPM chips to weed out Windows piracy

Microsoft's Trusted Platform Module (TPM) 2.0 has been integral to Windows 11's security since its launch in 2021. TPM is now standard in most CPUs, allowing Microsoft to enhance device activation security. The current Key Management Service (KMS) model has vulnerabilities that hackers exploit, prompting the need for stronger device identity and activation integrity assurances. TPM provides a hardware-level security mechanism for the activation process, where KMS hosts must present TPM credentials to validate their hardware identity and confirm they are uncompromised. Starting with upcoming Windows Server releases, KMS hosts will be required to prove they run on verified hardware before activating clients. By August 2026, Windows Server 2025 will help administrators prepare for these changes.
Mistfall Hunter Interview – Game Balance, Beta Feedback, PvE Mode, PC Features, And More
AppWizard
July 28, 2026

Mistfall Hunter Interview – Game Balance, Beta Feedback, PvE Mode, PC Features, And More

Bellring Games is set to release Mistfall Hunter on PC and consoles, incorporating player feedback from beta tests to enhance the game. Players expressed a desire for high-stakes tension without early unfairness, leading to adjustments in early game progression, combat systems, and the introduction of a no-shrinking-zone mode. The game emphasizes PvE as a core element, enhancing exploration and decision-making, with plans for future updates to deepen this experience. Mistfall Hunter distinguishes itself in the extraction genre through genuine third-person action combat, focusing on mechanics like attack direction and stamina management rather than traditional shooter elements. The integration of PvE, PvP, and extraction creates a seamless gameplay experience. Developers are considering a PvE-only mode for players who prefer to avoid PvP, while balancing gameplay for solo players and three-player squads. Each playstyle is designed to thrive independently, with continuous monitoring to maintain class strengths and weaknesses. Player engagement is prioritized, ensuring that death incurs a cost but does not negate progress. The game will feature separate Quality and Performance modes on consoles, support full cross-play, and offer extensive graphics options for PC players, alongside anti-cheat measures.
Microsoft moves to end pirated Windows activations
Winsage
July 27, 2026

Microsoft moves to end pirated Windows activations

Microsoft is introducing the KMS Hardware Secured system to enhance Windows licensing security by making unauthorized activation methods more difficult. This system will use TPM-based attestation to authenticate the server managing activation requests, ensuring only legitimate devices are recognized. Readiness notifications for Windows Server 2025 will begin in August 2026, allowing administrators to prepare for the transition to TPM-based attestation, which is expected to become a requirement for KMS activation in a future Windows Server release. This initiative targets corporate clients using Windows volume licensing to complicate unauthorized activation. Additionally, Microsoft plans to reduce its workforce by approximately 4,800 positions, or nearly 2.1% of its global staff, as part of a corporate transformation strategy.
You heard wrong, Microsoft isn't ending pirated Windows 11 with TPM, and the new rule only affects enterprise KMS servers
Winsage
July 27, 2026

You heard wrong, Microsoft isn’t ending pirated Windows 11 with TPM, and the new rule only affects enterprise KMS servers

On July 22, Microsoft announced the KMS Hardware-Secured requirement, linking Windows volume activation servers to a TPM chip. This initiative is aimed at organizations using Key Management Service (KMS) servers to enhance security by ensuring that KMS hosts verify their identity and integrity through the TPM before activating Windows machines. The motivation behind this requirement is to prevent unauthorized activation methods that exploit fake KMS servers. Organizations are advised to ensure their KMS hosts are certified and that TPM is enabled. The KMS Hardware-Secured measures do not target individual users with pirated copies of Windows, as most current piracy methods do not involve KMS servers. Microsoft has not pursued legal action against minor piracy instances, focusing instead on maintaining user engagement through subscriptions and services.
Capcom wants to release a Resident Evil every year and sees remakes as the way to make it happen
AppWizard
July 27, 2026

Capcom wants to release a Resident Evil every year and sees remakes as the way to make it happen

Capcom producer Masachika Kawata expressed a desire for the Resident Evil franchise to become annual, acknowledging the challenges of yearly releases. He emphasized the importance of remakes in revitalizing classic titles and generating revenue for new projects. Capcom's strategy contrasts with other companies facing staffing cuts and delays. The pool of Resident Evil remakes may soon be limited, especially after the release of Code Veronica. There is discussion about remaking less celebrated entries like Resident Evil 0, 5, and 6, while less favorable titles such as Survivor or Dead Aim may be left untouched.
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