Source / InfoQ
tsgolint brings TypeScript type-aware linting to Oxlint’s native speed
Stable tsgolint connects TypeScript 7 semantic analysis with the Oxlint linter, sharply reducing the cost of deeper checks in large projects.
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Source / Google Research
Google generates tool-use chains first to train better agents
ToolGrad reverses the usual synthetic-data workflow by building a valid API sequence before writing the user request that it should satisfy.
Source / Cloudflare Blog
1.1.1.1 begins validating post-quantum DNSSEC, turning signature size into an operational problem
Cloudflare has added ML-DSA-44 validation to its public resolver, showing why DNSSEC migration requires solving transport, compatibility, and downgrade risks together.
Source / arXiv
A survey separates real TDD from merely passing tests with LLMs
A review of 87 studies proposes evaluating which decision a test changes and warns that a green result alone proves neither behavioral equivalence nor maintainability.
Source / Vercel
Vercel cuts CDN metadata latency by 91%
Vercel describes how it replaced per-path metadata lookups with indexed shards to reduce P99 latency and speed up deployments.
Source / AWS Security Blog
AWS releases a benchmark for measuring AI security false alarms
Deception Benchmark evaluates whether models can distinguish real vulnerabilities from safe code that merely looks vulnerable.