redb 3.4.0 Adds Replay Checkpoints, Shared Runtime Layer and Declarative Secrets Handling for .NET Ecosystem
redb 3.4.0 introduces four major capabilities aimed at the day-after-deployment phase of running integration routes on .NET. The ecosystem comprises typed storage redb on top of Postgres, MSSQL and SQLite, the integration engine redb.Route that provides more than thirty connectors modeled on Apache Camel, the redb.Tsak runtime with dashboard, hot-reload and clustering, and redb.Identity implementing OIDC and OAuth 2.1.
The first feature, replay checkpoints, lets developers mark safe points inside a route using the Replayable DSL method. When a downstream step fails, the exchange snapshot captured at the last checkpoint can be replayed without re-executing earlier side effects such as card charges. The mechanism relies on a new IExchange.Snapshot primitive that performs a deep isolated copy, avoiding the shared-body behavior of the existing Clone method used by splitters.
Failed exchanges that carried a checkpoint are automatically placed into a dead-letter queue table. Operators can list, replay or discard these exchanges through the dashboard, REST API or CLI commands. Retention is handled by a standard cron route rather than an internal timer.
The second major change separates the framework assemblies into a Libs/shared directory. Early bootstrap code installs a custom assembly resolver so that redb.Core, providers and connectors are loaded from the shared location. Replacing a single DLL now patches the running system without rebuilding Tsak archives or container images. Version checks ensure that only patch-level differences between the shared layer and the host are permitted.
Secret handling has been moved from heuristic lists to declarative attributes. Endpoint option properties marked with [Sensitive] are automatically redacted by EndpointUri.Sanitize before any logging, OpenTelemetry tagging or health-check output occurs. All thirty-seven credential-bearing options across twenty-two connectors have been annotated.
Finally, the runtime now enforces role-based access on management APIs, records persistent audit events and verifies cryptographic signatures on modules loaded at runtime. redb.Identity has adopted the common ecosystem version number so that compatibility questions are answered by a single version digit.
Related articles
Deploying Self-Hosted Hysteria 2 Proxy on Debian-Based Linux VPS via Terminal
A detailed guide explains how to set up a personal Hysteria 2 proxy server on a KVM VPS running Debian or Ubuntu without any web panels. The process begins with generating ed25519 SSH keys, hardening the sshd_config file, and restricting access with ufw to only TCP port 22 and UDP port 443. Hysteria 2 is downloaded from GitHub, made executable, and configured using a TOML file that enables salamander obfuscation and a self-signed TLS certificate. A custom systemd unit ensures the service restarts on failure. The client configuration includes SHA256 pinning of the server certificate to prevent MITM attacks. The guide emphasizes manual CLI operations that apply equally to other services such as Nginx and stresses checking local laws before deployment.
Rostec Scales PCAT Platform Nationwide as Russia's First Industrial Marketplace
Rostec has expanded its PCAT platform to every organization within the state corporation that manufactures civilian products. Operating since 2025 and upgraded in September 2026, the platform now unites more than 180 enterprises and research organizations. Its catalog contains over 1,250 finished products along with 370 technological and manufacturing competencies. Visitors can locate not only equipment and components but also partners able to design, test, or produce required solutions. The portal receives more than 23,000 weekly visits, 60 percent of them from corporations and large enterprises. Rostec is extending the network into the regions through supply-chain agreements already signed with Krasnodar Krai and the oblasts of Tver, Tula, and Ryazan. In parallel the corporation launched the Robot Management System in November 2025 for centralized control of robots, sensors, and related IT services.
Kate Mobile Loses VK API Access After New Request Limits Exhaust Quota in 1.5 Days
Popular third-party Android client Kate Mobile has been cut off from VK services following the introduction of strict monthly API request caps. VK implemented the new limits on September 7, offering verified partners up to 100 million requests per month while requiring payment for additional access by third-party services. Kate Mobile developers had requested pricing details in advance but received no response from VK. Calculations showed that the app's real user base would consume the entire 100-million-request allowance in roughly 36 hours, with the messages.send method alone generating twice the allowed volume. Caching optimizations cannot mitigate the issue because message sending cannot be cached. Developers view the change as an effort to eliminate alternative clients rather than a genuine monetization strategy. Users expressed disappointment, praising the app's long-term support and criticizing the official VK client for excessive features and advertising.
Russian AI Research Ranks High in Global Science but Struggles with Commercialization
Russia has secured third place among BRICS nations and twentieth worldwide in the number of scientific papers presented at ten leading international conferences on machine learning and artificial intelligence. According to a study by the Scientometric Center of HSE University, Russian organizations contributed 560 papers between 2020 and 2025 that received over 12,300 citations. The average international citation rate reached 3.59, surpassing India despite fewer total publications. Russian strengths are most evident in the mathematics of machine learning, optimization, and formal concept analysis, with notable results also in computer vision and speech technologies. More than 40 percent of domestic publications involve business participation, led by Yandex among companies, HSE University and Skoltech among universities, and AIRI among non-profit organizations. Significant barriers remain, including shortages of computing power, limited access to high-quality data, and weak transfer of research into commercial products, particularly in natural language processing, AI agents, and infrastructure technologies. The Ministry of Digital Development has announced plans to stimulate demand for domestic AI solutions, expand computing infrastructure, improve regulation, and accelerate the implementation of scientific developments.