The Gospel According to Graybeard

LLMs are grep on steroids

Just a passing thought. I recalled that I had implemented a per-route caching policy in the framework I built/maintain/use for building apps, Joystick (private now; OSS from 21'-26'), back around 2022-2023.

Shortly past that point, I recall having some initial issues with the implementation that were blocking progress on a project. Instead of fighting with it, I decided to just rip out the caching. Page renders are decently quick in Joystick already, but I wanted to maximize efficiency where it makes sense: on pages that I know for a fact will rarely change (if ever).

At first, I did searched around the repo to find any evidence of the code I knew I had written but hadn't seen in awhile. Nada.

Then I went over to Github and started searching commits. Sure enough, I had closed an issue back in July of 2023 that reference the cache implementation being partially implemented but in need of testing. This hint led me to the old render() middleware that's used internally for server-side rendering routes/pages.

And there it was: it was definitely rickety, only half-implemented, but I found the implementation. The only problem is that it no longer fit into the current mental model of how Joystick is built (both in terms of architecture and syntax).

Instead of fighting with it: I downloaded a copy of the repo at the state where that code existed and jumped over to Cline. I give it a quick prompt like this:

Back in 2023, in an older version of Joystick, I implemented a per-route caching feature that let me pass a cache policy to res.render() which would basically manage HTML "snapshots" of pages and then, during ssr, render from the cache if it hadn't yet expired (and manage the refresh process).

I don't recall the exact API that I came up with, but now, I want to look at migrating this over to the current version of Joystick (this project).

I've downloaded the source for Joystick from 2023 where this source code exists here: ~/Downloads/joystick_with_page_cache_2023.

I want you to explore that code (specifically: node/src/app/middleware/render.js, which actually utilizes the cache). We'll need to review the options that I had passed and make sure we update to my new snake_case preference for naming and organization.

Let's review that old project, figure out what the API was, and figure out a plan to integrate that functionality back into the current state of Joystick.

Within a few seconds, it had figured out the old API, the inconsistencies with the new architecture, and figured out a plan to migrate the implementation and finish it out.

Read both files. Here's what the 2023 implementation did:

**Old API (camelCase):**
\`\`\`js
res.render('ui/pages/index/index.js', {
  cache: {
    expiresAfterMinutes: 60,
    diff: async () => 'some-string-to-hash' // optional
  },
});
\`\`\`

**Old behavior (in `middleware/render.js`):**
1. Before SSR: if `cache.expiresAfterMinutes` is set, build a cache filename from the URL path parts joined by `_` (or `"index"` for `/`).
2. If `cache.diff` is provided, call it, then sha256-hash the returned string.
3. Look in `<pageDir>/_cache/` for an HTML snapshot file named `<urlKey>_<expiresAtUnix>.html` and a sibling `diff_<expiresAtUnix>` file.
4. If the file exists, the unix timestamp in its name hasn't passed, AND the stored diff hash equals the current diff hash → serve the cached HTML and skip SSR.
5. If expired or diff changed → delete the stale files.
6. After SSR: write the new HTML + diff hash to disk with `expiresAt = now + expiresAfterMinutes`.

Cache invalidation is purely filename-driven (expiry baked into the filename, no scheduler). Plus optional content-driven invalidation via the `diff` callback's hash.

---

**Proposed new API (snake_case):**
\`\`\`js
res.render('ui/pages/index/index.js', {
  cache: {
    expires_after_minutes: 60,
    diff: async (req) => 'some-string-to-hash', // optional
  },
});
\`\`\`

**Proposed integration into current Joystick:**
- Add `node/src/app/middleware/render/page_cache.js` with two helpers: `read_page_cache({ ... })` and `write_page_cache({ ... })`, plus internal helpers `generate_hash`, `get_cache_diff`, `build_cache_key`.
- Wire into `node/src/app/middleware/render/index.js`:
  - Right after the 404 checks, if `render_options?.cache?.expires_after_minutes` is set → compute current diff, call `read_page_cache(...)`, and if a valid snapshot exists, `res.status(200).send(html)` and return.
  - Right before the final `res.status(200).send(html)`, if caching is enabled → call `write_page_cache(...)`.
- Skip caching when `req.method !== 'GET'`, when the component is a framework component (`joystickdb_gui:`), and (optionally) when there's an authenticated user — keep this simple and not include user-specific caching for v1.

**Decisions I'd like your input on before implementing:**

1. **Storage backend.** Old version wrote HTML files to disk under `<pageDir>/_cache/` inside the build folder. Current Joystick has a robust `cache()` utility (in-memory, optionally Redis-backed via `process.databases.redis`). Three options:
   - **a)** Mirror old behavior: write HTML files to disk under `.joystick/build/_cache/` (simple, survives restarts, no extra deps).
   - **b)** Use Joystick's `cache()` utility with a dedicated cache name like `_page_cache` (in-memory by default, Redis-backed when configured — better for cluster mode).
   - **c)** Both, with `cache.store: 'disk' | 'memory'` option.

2. **Cache key composition.** Old version used URL path parts joined by `_`, ignoring query string. Keep that, or include query string in the key (so `?page=2` caches separately)?

3. **Field naming.** Stick with `expires_after_minutes` to mirror the old name, or rename to `ttl_seconds` / `expires_in` to match the rest of the codebase's TTL conventions (the existing `cache()` utility uses `ttl` in seconds)?

4. **Scope.** Only `res.render` (pages), or also expose for `res.render_email`? I'd recommend pages only.

My recommendation: **1b** (use existing `cache()` utility), **2** include query string, **3** keep `expires_after_minutes` for ergonomics, **4** pages only. Let me know what you want.

To me, this is magic. This type of work would have required me to put aside a day (or at least a couple of hours) to dig through the project, wrap my head around how the thing worked, and figure out the best approach to getting it migrated. Instead, I just looked at the LLM like grep, but with a pseudo-brain bolted on.

Is this a Shocking New Insight That All The Brightest Minds Are Discussing This Very Second?

No. But I think these are the types of benefits of AI/LLMs that we should be discussing when asking "how does AI fit in here?" Reducing the time to think is tremendous, even if the outcome is that I end up writing the actual implementation by hand.

This isn't a "Mythos one-shotted Mario Kart for N64" type of "discovery," but it is the sober "once the Kool-Aid wears off and the lights come up, this is likely where the chips fall" take. Instead of AI being a genie in a bottle, it's like going from cord-to-wireless.

If you're approaching AI usage like me (human-in-the-loop, turn-based) and you're not already using LLMs like this, give it a shot. I've even used this approach for non-technical stuff and it works wonders.