Distributed inference simulation without discrepancies
Distributed inference simulation with Uniference: how DES bridges the gap between modeling and deploying AI systems.
PostgreSQL Moves Away from MD5: Why the Authentication Scheme is Changing
MD5 has long been the standard for authentication in PostgreSQL. However, accumulated limitations have led to a gradual phasing out and a transition to a more robust model.
Latency-aware proxy vs DNS: how to balance S3 load
DNS round-robin stops working under load when clients start caching responses. Agoda faced this issue at the object storage level and moved the balancing to a separate layer. The problem manifested during the increase in data workloads. S3-compatible endpoints used DNS round-robin to distribute traffic. In practice, clients cached DNS responses and continued to hit … Read more
ThecoreGrid Radar: Autonomous AI Engineers, Streaming-First Data, and the Shift to Platform Ownership
ThecoreGrid Radar brings a digest of the week’s top architectural insights. The industry is shifting toward autonomous AI engineers, facilitating full automation of coding, machine learning experiments, and code security enforcement.
Leak through CMS and a new class of models: how Anthropic faced a dual risk
Draft materials about the new AI model became publicly accessible due to a CMS configuration error. The incident highlighted two things simultaneously: the fragility of content pipelines and the increasing risks posed by the models themselves.
Granular data residency at the edge without sacrificing global network
Cloudflare adds Custom Regions to align global edge with local restrictions. This is a response to compliance pressures that are beginning to impact routing architecture. The problem arises when the global edge model encounters data localization requirements. Cloudflare’s architecture, by default, optimizes latency through the nearest data center. However, once requirements emerge to keep TLS … Read more
Decomposing round-trip latency: how to separate database delays from network and middleware overhead
Request timeouts do not always indicate a problem in the database. Often, degradation is hidden in the path between the application and the DB. The problem manifests when database metrics appear stable, but clients experience timeouts. At the observation level, this looks like a contradiction: latency increases while database time remains the same. The reason … Read more
When Security and Architecture Diverge, the System Pays
The connection between security and architecture breaks not in the code, but in the decisions. The analysis shows how systemic compromises turn into incidents.
Kubescape 4.0: Transition to CEL Detection and Abandonment of Host-Level Agents
In Kubescape 4.0, the focus shifts from reactive security to proactive security. The main changes include runtime detection, a redesign of the agent model, and the extraction of security data from etcd. The problem manifests at scale. As the cluster grows, security begins to compete for resources with the control plane itself. Storing security metadata … Read more
Kubernetes fsGroup as a Hidden Bottleneck: Accelerating Restarts through fsGroupChangePolicy
A long restart of a stateful service rarely appears to be a security configuration issue. However, this is how the safe default in Kubernetes turned into 30 minutes of downtime for each restart. The problem manifested at scale. Atlantis, which manages Terraform through GitLab MR, operates as a singleton StatefulSet and stores state in a … Read more