geodesy-wgs84-knowledge-patch
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sqlite-knowledge-patch
SQLite changes since training cutoff (latest: 3.51) — json_pretty, unistr, jsonb_each/jsonb_tree, percentile aggregates, multi-arg iif, numeric underscores, sqlite3_setlk_timeout. Load before working with SQLite.
4angular-knowledge-patch
Angular v19-v21 features: linkedSignal, resource/httpResource, signal forms, route-level SSR render modes, incremental hydration, zoneless change detection, Vitest migration, and Angular Aria components.
3kubernetes-knowledge-patch
Kubernetes features from v1.33-1.35 including In-Place Pod Resize GA, Dynamic Resource Allocation GA, MutatingAdmissionPolicy, Pod-Level Resources, Image Volumes, Gateway API v1.3-1.4, and key deprecations. Use when writing Kubernetes manifests, Helm charts, or controller code targeting recent cluster versions.
3zitadel-knowledge-patch
Zitadel IAM changes since training cutoff (latest: v4.13) — V2 ConnectRPC APIs, Actions V2 webhooks, Session API custom login, Login V2 Next.js, token exchange GA, new language SDKs. Load before working with Zitadel.
3ubuntu-knowledge-patch
Ubuntu changes since training cutoff (latest: 25.10) — sudo-rs, rust-coreutils, APT 3.1, OpenSSH 10.0, OpenSSL 3.5 post-quantum crypto, Chrony NTS, Wayland-only GNOME. Load before working with Ubuntu.
3pytorch-knowledge-patch
PyTorch 2.6–2.11 changes — weights_only=True default, FSDP2 fully_shard, torch.compile improvements (mega cache, hierarchical compilation, control flow ops), varlen_attn, FlexAttention FA4, Dim.AUTO export, TorchScript deprecated. Load before writing PyTorch code.
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