Architecture Overclock
nekomangaorg/Neko
Resolves deep, structural performance bottlenecks in the Kotlin Android codebase.
A skill your agent uses to teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback.
$ npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install rosuH/EasyWatermark understanding-hot-reload-limits --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/rosuH/EasyWatermark.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/understanding-hot-reload-limits .claude/skills/understanding-hot-reload-limits && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "understanding-hot-reload-limits" agent skill from https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limits into .claude/skills/understanding-hot-reload-limits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understanding-hot-reload-limits", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limitsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install rosuH/EasyWatermark understanding-hot-reload-limits --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rosuH/EasyWatermark.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/understanding-hot-reload-limits .agents/skills/understanding-hot-reload-limits && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "understanding-hot-reload-limits" agent skill from https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limits into .agents/skills/understanding-hot-reload-limits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understanding-hot-reload-limits", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install rosuH/EasyWatermark understanding-hot-reload-limits --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rosuH/EasyWatermark.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/understanding-hot-reload-limits .cursor/skills/understanding-hot-reload-limits && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "understanding-hot-reload-limits" agent skill from https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limits into .cursor/skills/understanding-hot-reload-limits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understanding-hot-reload-limits", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/rosuH/EasyWatermark.git --path .agents/skills/understanding-hot-reload-limits--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install rosuH/EasyWatermark understanding-hot-reload-limits --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rosuH/EasyWatermark.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/understanding-hot-reload-limits .gemini/skills/understanding-hot-reload-limits && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "understanding-hot-reload-limits" agent skill from https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limits into .gemini/skills/understanding-hot-reload-limits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understanding-hot-reload-limits", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install rosuH/EasyWatermark understanding-hot-reload-limitsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/rosuH/EasyWatermark.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/understanding-hot-reload-limits .github/skills/understanding-hot-reload-limits && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "understanding-hot-reload-limits" agent skill from https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limits into .github/skills/understanding-hot-reload-limits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understanding-hot-reload-limits", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install rosuH/EasyWatermark understanding-hot-reload-limits --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rosuH/EasyWatermark.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/understanding-hot-reload-limits .opencode/skills/understanding-hot-reload-limits && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "understanding-hot-reload-limits" agent skill from https://github.com/rosuH/EasyWatermark/tree/master/.agents/skills/understanding-hot-reload-limits into .opencode/skills/understanding-hot-reload-limits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understanding-hot-reload-limits", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
understanding-hot-reload-limitsA skill your agent uses to teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback.
Understanding Hot Reload Limits is an agent skill from rosuH/EasyWatermark. Use this skill to teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback. Root cause is Android Runtime (ART) class schema immutability; only method bodies are mutable at runtime, so any change to fields, signatures, constructors, interfaces, inline functions, or new resource ids forces a rebuild. Covers the supported-changes table, the rebuild-forcing list, the diff-then-batch workflow that keeps a hot-reload session inside the…
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Mobile, covering Android development, Root cause analysis and Refactoring. It works with Kotlin and Android. The repository describes itself as: 🔒 🖼 Securely, easily add a watermark to your sensitive photos. 安全、简单地为你的敏感照片添加水印,防止被人泄露、利用. The licence is Apache-2.0.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 61223db. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are kotlin and xml).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comsource.android.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Understanding Hot Reload Limits loads about 2.6k tokens when it runs. Until then it costs about 212 tokens; SKILL.md has 885 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from rosuH/EasyWatermark at commit 61223db, republished under its Apache-2.0 licence (© rosuH). 885 words, ~2,640 tokens.
.claude/skills/understanding-hot-reload-limits/SKILL.md (or your agent's skills folder).Android Runtime (ART) enforces strict rules for class redefinition: a redefined class must have an identical schema (fields, method signatures, interfaces) as the previous version. Only method bodies are mutable at runtime. HotSwan automatically detects schema changes and falls back to a full incremental build, so failures are not silent. Knowing the boundary in advance is what keeps an iteration loop sub-second instead of multi-second.
inline fun change that "didn't reload" and is debugging.../setting-up-compose-hotswan/SKILL.md.../setting-up-compose-hotswan/SKILL.md (tool window status WATCHING, body-only edit reloads in under one second).| Change | Notes |
|---|---|
| Composable function body | text, colors, modifiers, layout, control flow inside the function |
| Non-composable function body | ViewModel methods, mappers, utilities, repositories |
| Adding a new composable | same file or new file |
| Reordering composables | HotSwan 1.2.0+ |
| Resource value changes | strings.xml value, colors.xml value, dimens.xml value |
| Extension functions | including suspend, including vararg |
Adding data class properties | API 30+ only |
| Numeric, string, float literal patches | compiled separately for fastest reload |
| Change | Reason |
|---|---|
| Adding or removing function parameters | method signature changes |
| Constructor changes | parameter list, default values, init blocks affecting fields |
| Interface or superclass changes | class hierarchy is part of the schema |
| Adding new resource ids | new R.string, R.drawable, R.id entries require generated R class regeneration |
| Inline functions | expanded at every call site; no discrete unit to swap |
| Lambda count change inside a function | internal lambda class renumbering |
| Removing a previously defined function | method table shrinks; schema changes |
Adding data class properties below API 30 | constructor schema change without ART support |
inline for the duration of iteration. Refactor the function out of inline while iterating, hot-reload as needed, and restore inline before commit. If iteration is rare or the perf characteristic must be preserved, accept the rebuild.<string name="title">Updated Title</string> (existing id) hot-reloads; adding <string name="brand_new_id">...</string> does not.// RIGHT (body-only change, hot-reloads)
@Composable
fun Greeting() {
Text("Hello, World", color = Color.Blue)
}// WRONG for the fast path (signature change, forces rebuild)
@Composable
fun Greeting(name: String) {
Text("Hello, $name")
}
// WRONG because: adding a parameter changes the method signature, which violates ART's class
// schema constraint. To stay inside the fast path, introduce the parameter with a default value
// in one save (still a rebuild; accept it once), then iterate on the body across subsequent saves.// RIGHT (new composable in the same file, hot-reloads on HotSwan 1.2.0+)
@Composable
fun SecondaryAction() {
Text("New")
}// WRONG for the fast path (constructor change)
data class User(val id: Long, val name: String, val age: Int)
// WRONG because: adding `age` extends the constructor. On API 30+ HotSwan supports adding
// data class properties; below API 30 the schema change forces a rebuild. When targeting older
// minSdk, batch property additions and accept a rebuild for each.// WRONG for the fast path
inline fun <T> Modifier.observer(value: T, body: (T) -> Modifier): Modifier = body(value)
// WRONG because: inline functions are expanded at every call site at compile time. There is no
// discrete unit to swap, so editing the inline body forces a full rebuild of every call site.
// Drop `inline` for the duration of iteration, or accept the rebuild.// RIGHT for the fast path (non-inline variant during iteration)
fun <T> Modifier.observer(value: T, body: (T) -> Modifier): Modifier = body(value)<!-- RIGHT: value change on an existing id, hot-reloads -->
<string name="title">Updated Title</string><!-- WRONG for the fast path: new id, forces rebuild -->
<string name="brand_new_id">Hello</string>
<!-- WRONG because: adding a new string id grows the generated R class. R class regeneration
is a schema change that ART cannot redefine in place. -->// RIGHT (body change inside the existing lambda, hot-reloads)
@Composable
fun Row() {
Button(onClick = { log("tapped") }) { Text("Tap") }
}// WRONG for the fast path (adds a second lambda, renumbers inner lambda classes)
@Composable
fun Row() {
Button(onClick = { log("tapped") }) { Text("Tap") }
Button(onClick = { log("second") }) { Text("Second") }
}
// WRONG because: a Kotlin function's compiled lambdas are anonymous classes named like
// Row$lambda$1, Row$lambda$2. Adding a lambda renumbers them and changes the class table,
// which is a schema change. The fix is to add the second composable as a separate top-level
// function (which is supported), then call it from Row once the structural change has rebuilt.:app:clean for a clean build; HotSwan auto-falls-back when needed and turning it off costs the next round-trip.WATCHING.<string> resource triggers the fallback; editing an existing <string> value does not.inline function triggers the fallback; converting it to a non-inline function and editing the body hot-reloads.data class hot-reloads on a device running API 30+; on API 29 and below it triggers the fallback./docs/supported-changes)./docs/limitations).../setting-up-compose-hotswan/SKILL.md for installation and the first save-to-reload verification.© rosuH, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/understanding-hot-reload-limits of rosuH/EasyWatermark.
Open the folder on GitHubat commit 61223db
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in rosuH/EasyWatermark, which our catalogue first saw on October 7, 2026.
Understanding Hot Reload Limits next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Understanding Hot Reload Limits this skillrosuH/EasyWatermark | 1.9k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Architecture Overclocknekomangaorg/Neko | 2.8k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Architecture Renovatornekomangaorg/Neko | 2.8k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Android Gradle Build Logicrcosteira79/android-skills | 153 | — | ~959 | Automated safety check: Pass | MIT | |
| Android Maps Ktxgooglemaps/android-maps-ktx | 360 | — | ~897 | Automated safety check: Pass | Apache-2.0 | |
| Task Workflowikarenkov/Modo | 343 | — | ~2.4k | Automated safety check: Pass | None |
nekomangaorg/Neko
Resolves deep, structural performance bottlenecks in the Kotlin Android codebase.
nekomangaorg/Neko
Resolves deep architectural debt in the Kotlin Android codebase through macro-level refactoring.
rcosteira79/android-skills
Sets up Android Gradle convention plugins in a build-logic composite build, including the version catalog wiring and shared configuration that are easy to get wrong.
googlemaps/android-maps-ktx
Provides idiomatic Kotlin extension (KTX) patterns, reactive Flow event streams, and multi-subscriber shareIn rules for Google Maps SDK for Android and its Utility Library.
ikarenkov/Modo
Spec-driven workflow for non-trivial work. An agent skill from ikarenkov/Modo.
nekomangaorg/Neko
Maintains Kotlin codebase health, idiomatic style, and modern API usage.
rosuH/EasyWatermark
A skill your agent uses to push frequently-changing Jetpack Compose state reads (scroll position, animation values, drag offsets) out of the Composition phase and down into Layout or Draw using…
rosuH/EasyWatermark
A skill your agent uses to diagnose Jetpack Compose stability problems by enabling and reading the Compose Compiler Reports (classes.txt, composables.txt, composables.csv, module.json).
rosuH/EasyWatermark
A skill your agent uses to generate and measure Jetpack Compose Baseline Profiles end-to-end with the AGP 8.2+ Baseline Profile Generator module and the Macrobenchmark harness.
rosuH/EasyWatermark
A skill your agent uses to author new custom Jetpack Compose modifiers and migrate legacy ones from Modifier.composed { } to Modifier.Node + ModifierNodeElement<T.
rosuH/EasyWatermark
Analyzes Android codebases to implement ML Kit GenAI Prompt API.
rosuH/EasyWatermark
A skill your agent uses to fix unstable Jetpack Compose types once a stability diagnosis has identified them.
Categories
A skill your agent uses to teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback. Understanding Hot Reload Limits is an agent skill from rosuH/EasyWatermark. Use this skill to teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback.
Understanding Hot Reload Limits fits situations like: teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback; the user asks why did this rebuild?; why isnt this hot reloading?; wants to learn HotSwans boundaries before adopting it.
Run `npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a claude-code`. Or copy the skill folder (.agents/skills/understanding-hot-reload-limits in rosuH/EasyWatermark) into .claude/skills/understanding-hot-reload-limits in your project. Claude Code loads it when a task matches its description.
Run `npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a codex`. Or copy the skill folder (.agents/skills/understanding-hot-reload-limits in rosuH/EasyWatermark) into .agents/skills/understanding-hot-reload-limits in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add rosuH/EasyWatermark --skill understanding-hot-reload-limits -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/understanding-hot-reload-limits, .gemini/skills/understanding-hot-reload-limits, .github/skills/understanding-hot-reload-limits and .opencode/skills/understanding-hot-reload-limits in your project.
SKILL.md names no scripts, command-line tools or credentials: Understanding Hot Reload Limits is instructions for the agent only.
SKILL.md names 2 domains. As links in the text: github.com and source.android.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Understanding Hot Reload Limits is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Understanding Hot Reload Limits: Architecture Overclock (nekomangaorg/Neko, 2.8k stars), Architecture Renovator (nekomangaorg/Neko, 2.8k stars), Android Gradle Build Logic (rcosteira79/android-skills, 153 stars) and Android Maps Ktx (googlemaps/android-maps-ktx, 360 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
rosuH (a GitHub user) maintains it in rosuH/EasyWatermark, which has 1,895 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 10, 2026.
Source: rosuH/EasyWatermark on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.