Cursor cloud agents can scaffold, host, and share a live app from a prompt
Paid Cursor plans with cloud agents: scaffold a web app, optional Postgres, Cursor SSO, security checks, then publish a shareable URL.
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22 stories tagged devops on AI Tamer, newest first.
Paid Cursor plans with cloud agents: scaffold a web app, optional Postgres, Cursor SSO, security checks, then publish a shareable URL.
After five years at 0.x, Dagger 1.0 is in beta with official modules, per-test results, dev shells and GitHub checks. Expect CLI and config breaking changes.
Memory requests place a Pod. Limits constrain its containers. Learn how to tell a container out-of-memory kill from node-pressure eviction and size inference workloads accordingly.
A replica count alone does not spread Pods across failure zones. Kubernetes topology spread constraints let you define the placement you need and the tradeoff when a zone is unavailable.
A Kubernetes scratch volume can hold files a model server prepares at startup. Its lifetime makes it a poor home for the only copy of a model or a result.
A multistage Docker build can compile an application in one stage and copy the finished binary into a smaller final image.
Aviram explains why separate credentials, limited permissions and protected backups matter when AI agents work with real infrastructure.
Creating a Kubernetes NetworkPolicy does not mean its rules are already enforced. Learn what can happen during the handoff and how to check the result.
JVN#22475874 (2026-09-29): seven Pgpool-II CVEs; lead CVE-2026-92867 authenticated OOB write (CVSS 4.0 8.7 / 3.0 8.8)—process termination and arbitrary code execution. Fixed in 4.7.3, 4.6.8, 4.5.13, 4.4.18, 4.3.21.
Radim Marek (boringSQL, Sep 28) benches PostgreSQL 19beta4 core REPACK (CONCURRENTLY) vs pg_repack/pg_squeeze: WAL, disk, cluster-wide VACUUM hold-back, ~105M change ceiling, and MVCC caveats—author benches only.
Redis advisory CVE-2026-81934 (Aug 28, 2026): authenticated TLS pending-data use-after-free; public CVSS revised 9.8→7.5 High. Upgrade OSS/Software builds; Cloud Essentials patched, Pro underway.
Redis operator 7.22.2-45 (Sep 2026) fixes a high-severity Active-Active bug: GitOps/config updates could send an empty password—DB stayed healthy while accepting unauthenticated clients. No CVE for this bug.
Google Cloud AlloyDB “PostgreSQL for agents” (docs updated Sep 24, 2026) is Preview only: agents query live transactional data with isolation from core systems and can scale compute to zero when idle.
ClickHouse (Sep 29, 2026): Fabric workload in public preview; OneLake Iceberg read GA via Table APIs; Iceberg write in public preview with credential vending; Azure BYOC on the Microsoft Marketplace.
ClickHouse’s chDB Durable Layer (Sep 28, 2026): local MergeTree plus object storage via flush()/checkpoint(). chDB 4.4+ with chdb[durable]; chdb-core 26.7.3; single-writer. npm [email protected] differs from the Python package.
PgBouncer 1.26.0 (Sep 23, 2026) fixes CVE-2026-19888, CVE-2026-6668, and CVE-2026-6669 (DoS only: crash, infinite loop, unbounded login work; no RCE or CVSS). Also: pool_idle_timeout and query_wait_timeout; -R removed.
PlanetScale’s hot-shards post (Sep 28, 2026) walks multi-tenant AI SaaS through vertical scale, whale isolation, and online table-level Reshard on Neki—without taking the app offline. The post gives no Neki GA date beyond “since the launch of Neki.” The Slack Vitess analogy is third-party; Slack does not run on Neki. “Fastest cloud Postgres” is PlanetScale’s own claim.
MongoDB launched Atlas Agent Engine in public preview (press Sep 29, 2026): unified execution, memory, and governance on Atlas with Voyage AI retrieval. Not GA, and no GA date is given. Preview pricing subject to change. Not a substitute for Atlas Vector Search; separate from the Voyage/Atlas $rerank deep dives. Framework names are used in Atlas’s framing only.
Redis 8.4 adds optional CLAIM min-idle-time on XREADGROUP—claim idle PEL entries then read new ones in one command (shared COUNT). Idle ms + delivery count come back when CLAIM is used; XACK still required. ~22.5× vs XAUTOCLAIM is Redis-reported on their stress setup.
Qdrant’s Constella research preview (Sep 29, 2026): index docs once with Stella (400M English), then query with Zero, Nano, or Stella against the same collection—no re-embedding. Research preview, not GA. Encode-speed and nDCG figures are vendor-reported.
DiskANN approximate vector indexes are GA in Azure SQL Database, Azure SQL Managed Instance (Always-up-to-date), and Fabric SQL (Hoffman Sep 29; Thota Sep 28). Vectors sit next to operational rows under the same T-SQL/security model—no separate vector store. SQL Server 2025 / MI on SQL Server 2025 policy stay preview.
Databricks GA’d Lakebase Search on AWS/Azure (blog 2026-09-28): lakebase_vector (ANN) + lakebase_text (BM25) in the same serverless Postgres OLTP—hybrid via RRF, no separate search cluster. VectorDBBench/Conexiom figures are vendor-reported.