postgresql-knowledge-patch
PostgreSQL changes since training cutoff (latest: 18.1) — JSON_TABLE, SQL/JSON functions, MERGE RETURNING, virtual generated columns, UUIDv7, temporal PRIMARY KEY. Load before working with PostgreSQL.
prisma-knowledge-patch
Prisma changes since training cutoff (latest: 7.3) — v7 ESM rewrite, prisma-client generator, driver adapters, prisma.config.ts, TypedSQL, SQL comments. Load before working with Prisma.
python-knowledge-patch
Python changes since training cutoff (latest: 3.14) — t-strings, deferred annotations, free-threaded CPython, subinterpreters, zstd compression, dead battery removals. Load before working with Python.
pytorch-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.
rails-knowledge-patch
Rails 8.0–8.1 changes — Solid Queue/Cache/Cable (no Redis), Kamal 2 deployment, Propshaft, authentication generator, Turbo 8 morphing, params.expect, job continuations, structured events. Load before working with Rails.
ratatui-knowledge-patch
Ratatui changes since training cutoff (latest: 0.31.0) — ratatui::run() entry point, Rect arithmetic, border merging, const Style, no_std support, widget updates. Load before working with Ratatui.
react-knowledge-patch
React changes since training cutoff (latest: 19.2.0) — Activity component, cacheSignal, Partial Pre-rendering, prerender/resume APIs, eslint-plugin-react-hooks v6. Load before working with React.
react-router-knowledge-patch
React Router v7 changes since training cutoff — Framework mode (routes.ts, Vite plugin), type-safe route modules, middleware with context API, pre-rendering, SPA/SSR config. Load before working with React Router v7+.
rhel-knowledge-patch
RHEL changes since training cutoff (latest: 10.1) — Valkey replaces Redis, Podman v5 with pasta networking, post-quantum crypto, ISC Kea DHCP, stricter TLS/FIPS policies. Load before working with RHEL.
rocky-knowledge-patch
Rocky Linux changes since training cutoff (latest: 10.0) — DNF 5 (modularity removed), Valkey replaces Redis, rpmsort, rh_waived kernel arg. Load before working with Rocky Linux.
rtcm3-knowledge-patch
RTCM3 protocol knowledge (latest: 2026-04-07) — frame parsing, CRC-24Q, MSM vs legacy observations, SSR phases 1-3, NTRIP v1/v2 connections. Load before working with RTCM3 or NTRIP.
rtkbase-knowledge-patch
RTKBase changes since training cutoff (latest: 2.7.0) — str2str service chain, settings.conf structure, F9P/Mosaic-X5/UM980 receivers, install.sh flags, systemd units. Load before working with RTKBase.
rust-knowledge-patch
Rust changes since training cutoff (latest: 1.94.0) \u2014 Rust 2024 Edition, async closures, trait upcasting, new std APIs, cargo resolver v3. Load before working with Rust.
selinux-knowledge-patch
SELinux changes since training cutoff (latest: 0.1.0) — CIL policy language, udica container policies, allowxperm netlink filtering, default object rules. Load before working with SELinux.
serde-knowledge-patch
Serde/serde_json changes since training cutoff (latest: serde 1.0.228 / serde_json 1.0.149) — Map sorting, Map as Deserializer, RawValue constants, Map FromStr. Load before working with serde or serde_json.
solidjs-knowledge-patch
SolidJS changes since training cutoff (latest: 2.0 beta, SolidStart 1.1) -- Solid 2.0 rewrites reactivity with microtask batching, split effects, async-first computations, Loading/Errored boundaries, draft-first stores, actions with optimistic updates, and DOM model cleanup. Load before working with SolidJS.
spring-boot-knowledge-patch
Spring Boot changes since training cutoff (latest: 4.0) — modular starters, Jackson 3, Spring Framework 7, Security 7, Spring AI 1.0, HTTP service clients. Load before working with Spring Boot.
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.
sqlx-knowledge-patch
SQLx changes since training cutoff (latest: 0.9.0-alpha.1) — SqlSafeStr, owned Arguments, sqlx.toml config, begin_with transactions, SQLite hooks, PgBindIter. Load before working with SQLx.
stripe-knowledge-patch
Stripe changes since training cutoff (latest: 2026-03-25.dahlia) -- named API versions, stripe-node v21 Decimal type, stripe-python v15 dict removal, Billing Mode, Accounts v2, Event Destinations. Load before working with Stripe.
supabase-knowledge-patch
Supabase changes since training cutoff — OAuth 2.1 server, Web3 auth, Edge Function background tasks/S3 mounts, Realtime authorization, vector/analytics buckets, pgmq queues, MCP server, new API key model. Load before working with Supabase.
suse-knowledge-patch
This skill should be used when working with SUSE Linux (SLES 16+), openSUSE Leap 15.6+, or openSUSE Tumbleweed — including Agama installer, SELinux, NetworkManager migration from wicked, /usr-merge system defaults, Cockpit administration, or SUSE 16 component removals. Triggers on SUSE, SLES, openSUSE, Leap, Tumbleweed.
svelte-knowledge-patch
Svelte changes since training cutoff (latest: 5.0.0) — runes ($state, $derived, $effect, $props), snippets replacing slots, callback props replacing events, mount/hydrate API. Load before working with Svelte.
swift-knowledge-patch
Swift changes since training cutoff (5.10\u20136.3) \u2014 approachable concurrency, InlineArray, @c interop, module selectors, Swift Testing updates. Load before working with Swift.
systemd-knowledge-patch
systemd changes since training cutoff (latest: v260) -- cgroup v2 only, SysV removal, PrivatePIDs=, BindNetworkInterface=, journalctl invocations, networkd MobileNetwork. Load before writing systemd unit files, journalctl commands, or networkd configs.
tailwind-knowledge-patch
Tailwind CSS changes since training cutoff (latest: 4.1) — text shadows, composable masks, overflow-wrap, safe alignment, @source directives, pointer/noscript variants. Load before working with Tailwind CSS.
tauri-knowledge-patch
Tauri 2.0-2.5 changes since training cutoff — capabilities replacing allowlist, IPC channels, plugin system v2, mobile support, config v2 structure. Load before working with Tauri.
terraform-knowledge-patch
Terraform/OpenTofu changes since training cutoff (latest: TF 1.15 / OT 1.12) — ephemeral values, write-only arguments, cross-object validation, Stacks, resource identity, OpenTofu divergences. Load before working with Terraform or OpenTofu.
tokio-knowledge-patch
Tokio changes since training cutoff (latest: 1.50.0 / tokio-util 0.7.18) — SetOnce, JoinMap, JoinQueue, cooperative scheduling, biased join. Load before working with Tokio.
traefik-knowledge-patch
Traefik changes since training cutoff (latest: 3.6.9) — multi-layer routing, Redis rate limiter, p2c/leasttime LB strategies, fast proxy, ForwardAuth body forwarding, OTLP logs, post-quantum TLS, Knative provider. Load before working with Traefik.
trpc-knowledge-patch
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typescript-knowledge-patch
TypeScript changes since training cutoff (latest: 5.9) — import defer, --module node20, ArrayBuffer breaking change, TypeScript 7 native Go port (tsgo). Load before working with TypeScript.
ubuntu-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.
vercel-ai-sdk-knowledge-patch
Vercel AI SDK changes since training cutoff (latest: 4.1.0) — PDF files, computer use tools, continuation, image generation, stream smoothing, createDataStreamResponse, tool call repair. Load before working with Vercel AI SDK.
vite-knowledge-patch
Vite changes since training cutoff (latest: 8.0) — Rolldown bundler, tsconfigPaths, React plugin v6 with Oxc, Environment API, SSR improvements. Load before working with Vite.
vitest-knowledge-patch
Vitest changes since training cutoff (latest: 4.1) — projects config, test tags, stable browser mode, visual regression, test.extend builder, aroundEach hooks, expect.schemaMatching, agent reporter. Load before working with Vitest.
vuejs-knowledge-patch
Vue.js ecosystem changes since training cutoff — Vue 3.6 Vapor Mode, Pinia 3, Pinia Colada, Vue Router 5, Data Loaders. Load before working with Vue.js.
workos-knowledge-patch
WorkOS changes since training cutoff (latest: Node SDK v8.10, AuthKit Next.js v3) -- AuthKit proxy/middleware, PKCE, createWorkOS factory, client components, React SPA auth. Load before working with WorkOS.
zig-knowledge-patch
Zig changes since training cutoff (latest: 0.14.0) \u2014 labeled switch, decl literals, @branchHint, DebugAllocator, unmanaged containers, root_module build API. Load before working with Zig.
zitadel-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.
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