# Generate Changelog

> Generate changelog pages from gramiojs org patches using ghlog CLI. Tracks last-seen commit SHAs per repo via --since-map for precise incremental updates. Also updates docs and skills to reflect changes, and maintains the per-package GramIO upgrade data (public/migrations.json) that generates the upgrade skill, the upgrading guide, and the version picker.

- Skill: `gramiojs/generate-changelog` (Agent Skill)
- Install (CLI): `npx skillmds@latest add gramiojs/generate-changelog`
- Raw SKILL.md: https://api.skillmd.com/api/skills/gramiojs/generate-changelog/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: gramiojs (https://skillmd.com/u/gramiojs)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/gramiojs/generate-changelog

---


# Generate Changelog

You are generating a changelog page for the GramIO documentation site by analyzing recent commits across the `gramiojs` GitHub organization.

## Steps

### 1. Read State

Read `.changelog-state.json` from the project root. If it does not exist, this is the first run — ask the user for a `--since` date to start from.

The state file has the shape:

```json
{
    "sinceMap": {
        "gramio": "a1b2c3d4e5f6fullsha",
        "keyboards": "b2c3d4e5f6a1fullsha"
    },
    "lastRunDate": "2026-02-15",
    "lastPage": "changelogs/2026-02-15"
}
```

- `sinceMap` — maps repo name (short, without `gramiojs/`) to the full SHA of the last commit that was processed. This is the preferred incremental method. If missing (old state format or first run), fall back to `lastRunDate` for date-based fetching.
- `lastRunDate` — kept for display and fallback purposes. On the very first run after upgrading the state format, it's also used as `--since` for repos not yet in `sinceMap`.

### 2. Ask Contextual Questions During Analysis

After analyzing patches (step 5), you will face **placement decisions** — don't guess silently. Use the **`AskUserQuestion` tool** to present structured choices before writing any files.

- Use `multiSelect: false` for mutually exclusive placement decisions (new page vs existing page)
- Use `multiSelect: true` when asking which items to document out of a list
- Always mark your recommended option first and append `(Recommended)` to its label
- Group related questions into a single `AskUserQuestion` call (up to 4 questions at once) rather than asking one by one
- Proceed to write files only after all questions are answered

Example questions to ask:

- New plugin found → "Where should I document `@gramio/storage-redis`?" with options: "New standalone page `docs/plugins/official/storage-redis.md` (Recommended)", "Section in existing session page", "Skip — not ready yet"
- Many new API methods → "The keyboard API gained 5 new methods. How should I document them?" with options: "Expand existing `docs/keyboards/overview.md` (Recommended)", "Create new `docs/keyboards/advanced.md`"
- Internal-only breaking change → "This change breaks `@gramio/session` internals but keeps public API intact. Document it?" with options: "Yes, as a migration note (Recommended)", "No, skip it"

### 3. Fetch Patches

Use **`ghlog ≥ 0.4.0`** (`bunx ghlog@latest`). Key behaviors to know:

- Date-only `--until YYYY-MM-DD` is treated as **inclusive end-of-day** (auto-bumped to `T23:59:59.999Z`). Default is today, also inclusive. The old `--until <tomorrow>` trick is no longer needed.
- `--exclude-author "github-actions[bot],dependabot[bot],renovate[bot]"` filters out boilerplate bot commits from the output (post-fetch, exact author match).
- `--no-forks` skips fork repos in the org.
- `--time-source push` switches the time source from committer date (default) to **GitHub PushEvent timestamps** — useful when you suspect delayed pushes from another device. See caveat below.
- `fetchWithRetry` is built in: 3 attempts with exponential backoff on 5xx and network errors, so transient blips don't kill a long run.

**If `sinceMap` is present in state** (normal incremental run — preferred):

Write the sinceMap to a temp file and use `--since-map` for precise SHA-based fetching. Pass `--include-new` with `--since <lastRunDate>` so repos that appeared after the last run are also included. Default to the bot-author exclusions:

```bash
echo '<sinceMap JSON>' > /tmp/gramio-since-map.json

bunx ghlog@latest --org gramiojs \
  --since-map /tmp/gramio-since-map.json \
  --include-new --since <lastRunDate> \
  --exclude-author "github-actions[bot],dependabot[bot],renovate[bot]" \
  --patch --patch-dir /tmp/gramio-patches \
  --format markdown --output /tmp/gramio-ghlog.md
```

`--since-map` resolves each SHA to its exact commit timestamp before fetching, so there are no day-boundary gaps or duplicates. `--include-new` catches repos not yet in the map by falling back to `--since <lastRunDate>`.

**If no `sinceMap`** (first run, or migrating from old state):

```bash
bunx ghlog@latest --org gramiojs \
  --since <lastRunDate or user-provided date> \
  --exclude-author "github-actions[bot],dependabot[bot],renovate[bot]" \
  --patch --patch-dir /tmp/gramio-patches \
  --format markdown --output /tmp/gramio-ghlog.md
```

> **Caveats worth knowing about ghlog filtering**
>
> - **Default `--time-source=commit`**: GitHub's commits API filters by **committer date**, not push time. A commit made locally days ago and pushed later is anchored to its committer date. If that date predates the saved `--since-map` SHA's timestamp, the commit is silently outside the window.
> - **`--time-source=push` opt-in**: switches to PushEvent timestamps via the events + Compare API. Closes the delayed-push gap, but the events feed is limited to **~90 days / 300 events per repo**, and pushes inside that window cost an extra Compare API call each. Use it when you suspect missed commits, not as the default.
> - **Mitigation regardless of time-source**: before running `/generate-changelog`, ensure all devices have pushed (`git log --branches --not --remotes`). For force-pushed branches whose saved SHA was garbage-collected, ghlog will fail with a 404 — drop the entry from `sinceMap` and rerun.

### 4. Read the Markdown Summary

Read `/tmp/gramio-ghlog.md` to get a structured commit overview per repository.

### 5. Read and Analyze Patches

Read the patch files from `/tmp/gramio-patches/`. Focus on extracting:

- **Breaking changes** — API signature changes, removed exports, renamed methods
- **New features** — new exports, new methods, new options, new plugins
- **Bug fixes** — error corrections, edge-case handling
- **Dependency bumps and version changes** — read `package.json` diffs to extract version numbers
- **Documentation-relevant changes** — anything that should be reflected in docs or skills

**Token budget — skip heavy patches that don't need full reading:**

Not every patch is worth reading in full. Use the commit message/title to decide:

Use the commit message/title to decide whether to open the patch at all:

| Patch type | Default action | Open the patch if… |
|---|---|---|
| `docs:` — prose updates, API reference, translations | Skip | Title mentions a new page, new section, or new feature being documented for the first time |
| `chore:` / `ci:` — internal tooling, CI config, formatting | Skip | Title hints at a user-visible change (e.g. "add exports field", "drop Node 16 support") |
| `refactor:` — internal restructuring | Skip | Title mentions a public API being touched |
| `fix:` / `feat:` with small diffs (< ~50 lines) | Read fully | — |
| `feat:` / `BREAKING CHANGE:` with large diffs | Read selectively | Always — focus on `package.json`, exported types/interfaces, entry point. Skip test files, lock files, generated files. |
| `bump` / `release` — only `package.json` changes | Read only `package.json` | — |

**Rule of thumb:** if the commit subject already tells you everything you need for the changelog entry, don't open the patch. The title is the first filter — only reach for the diff when you need concrete details (new API signatures, before/after examples, version numbers).

#### 5a. Check npm Publish Status for Version Bumps

For every `package.json` diff that shows a version change, verify whether the new version is actually published on npm:

```bash
npm info <package>@<version> version 2>/dev/null
# e.g.:
npm info gramio@1.2.3 version 2>/dev/null
npm info @gramio/keyboards@2.0.0 version 2>/dev/null
```

- **Output = version string** → published. Document normally.
- **Empty output / error** → not yet published. Mark this package/version as **"pending publish"** in the changelog page (add a note like `> ⚠️ Version X.Y.Z is tagged but not yet published to npm.`) and in the report.

This check prevents documenting features that users can't install yet. Run the check for every version bump found in the patches; skip it for packages that don't have an npm registry (internal tools, private packages).

#### 5b. Extract Last-Documented Commit SHAs per Repo

After reading the patches, build the new `sinceMap` from the markdown. Each commit short-SHA in the output is wrapped in a real GitHub link, so the **full SHA is parseable** from the URL:

```
- [`9f6edc3`](https://github.com/gramiojs/composer/commit/9f6edc3a7284e5a1d64b96864d14a4d7a18def7d) chore: bump to 0.4.1 ...
```

Extract the full SHA after `/commit/` for each repo's selected commit.

**Which SHA to save (important for WIP):**

For each repo, save the SHA of the **last commit you actually included in the changelog narrative** — not necessarily the newest commit on the branch. If you intentionally skipped trailing commits (a half-done feature pushed mid-cycle, an unfinished refactor, anything you don't want to document yet), save the SHA of the last *documented* commit. The next run will re-pick the skipped commits via `--since-map`'s timestamp resolution. Saving HEAD when you skipped trailing commits **loses them forever**.

Default rule: if you documented every commit in the window for a repo, the saved SHA equals the newest commit (= first one listed in the markdown). If you skipped some, walk down the list to the last documented one.

Store these in a `newSinceMap` object: `{ "gramio": "<sha>", "keyboards": "<sha>", ... }`.

### 6. Compose the Changelog Page

Create `docs/changelogs/YYYY-MM-DD.md` (using today's date) with:

- **Frontmatter**: `title` should highlight the biggest change of the period — make it punchy and exciting. Do NOT include month/year names in titles (multiple changelogs may fall in the same month). `description` (meta) and `keywords` (meta) as usual.
- **H1**: Lead with the most impactful change as a bold headline, followed by the date range. Think release blog post, not dry log.
- **Sections by repo/package**, each containing:
    - **Feature subheadings ARE commit/compare links** — instead of listing commit SHAs separately below the heading, make the heading itself a clickable link. Format: `### [Keyboards now support copy-to-clipboard buttons](url)`. Choose the right link type:
        - **Single commit** → link to the commit: `https://github.com/gramiojs/<repo>/commit/<full-sha>`
        - **Version bump / release** → prefer a compare link spanning the release: `https://github.com/gramiojs/<repo>/compare/v1.2.2...v1.2.3`
        - **Multiple unrelated commits** → link the heading to the most important commit; mention others inline in the prose as `([abc1234](url), [def5678](url))`
    - Attention-grabbing subheadings that announce what happened — not generic "New Features" but specific headlines like "Keyboards now support copy-to-clipboard buttons" or "Session plugin gets Redis adapter"
    - Version numbers (extracted from `package.json` changes in patches)
    - What changed, written in clear, enthusiastic prose — sell the feature, explain why it matters
    - Migration instructions for breaking changes with before/after code examples
    - Code examples for notable new features
- **Show, don't just tell — write MANY code examples.** Code examples are the fastest way for a developer to understand a feature, so be generous with them. Give **every** feature, option, method, or behavior change its own runnable snippet — the ONLY things that don't need an example are super-tiny, self-evident changes (a renamed export, a one-line dep bump, a typo fix). When in doubt, add the example. Prefer several small focused snippets over one big one: a separate block for each overload, each option, each before/after, each edge case. A short `// ✅ typed as X` or `// ← this is the new part` comment on the relevant line beats a paragraph of explanation. The same rule applies to the docs and skill pages you update in step 8 — lead with examples there too.
- Write like a developer blog post — exciting, informative, and opinionated. Highlight what's most useful to bot developers. This is NOT a raw commit log.

Example structure:

````markdown
---
title: "Inline Keyboards Get Superpowers, Sessions Go Persistent, New Redis Adapter"
head:
    - - meta
      - name: "description"
        content: "GramIO changelog: inline keyboard copy buttons, persistent Redis sessions, 40% faster media uploads, and breaking changes in @gramio/keyboards v2"
    - - meta
      - name: "keywords"
        content: "gramio, changelog, updates, inline keyboard, redis sessions"
---

# Inline Keyboards Get Superpowers & Sessions Go Persistent

**February 1 – 15, 2026**

The highlight of this cycle: inline keyboards learned new tricks and sessions finally support Redis out of the box. Here's everything that shipped.

## [gramio v1.2.3 — Faster Media Uploads](https://github.com/gramiojs/gramio/compare/v1.2.2...v1.2.3)

### [Media uploads are now 40% faster](https://github.com/gramiojs/gramio/commit/abc1234full)

We reworked the upload pipeline to stream files directly instead of buffering ([def5678](https://github.com/gramiojs/gramio/commit/def5678full))...

## [@gramio/keyboards v2.0.0 — Copy-to-Clipboard & Breaking Changes](https://github.com/gramiojs/keyboards/compare/v1.9.0...v2.0.0)

### [Inline keyboards now support copy-to-clipboard buttons](https://github.com/gramiojs/keyboards/commit/aaa1111full)

The long-awaited Telegram feature is here...

### [BREAKING: `Keyboard.text()` renamed to `Keyboard.button()`](https://github.com/gramiojs/keyboards/commit/aaa2222full)

Migration is straightforward:

```ts
// Before
Keyboard.text("Click me");

// After
Keyboard.button("Click me");
```
````

## @gramio/session v0.5.0 — Redis Adapter

### [Sessions can now persist to Redis](https://github.com/gramiojs/session/commit/bbb2222full)

No more losing session data on restart...

````

### 7. Create Russian Translation

Create `docs/ru/changelogs/YYYY-MM-DD.md`:

- Translate all prose to Russian
- Preserve code blocks, links (including commit links in headings!), and frontmatter structure exactly
- Use **natural Russian technical writing style** — write like a Russian developer, not a translator. Use dev slang where appropriate ("прокидывает", "лезть в", "из коробки", "Было/Стало")
- Follow the same conventions as other RU docs (read a sibling RU page for reference)

### 8. Update Existing Docs and Skills

This is the most critical step. Based on the patches analyzed, update existing documentation and skills to reflect the changes:

#### New Plugin Documentation Pages

**CRITICAL**: If patches reveal entirely new packages/plugins (e.g., a new `@gramio/xxx` plugin), you MUST create full documentation pages for them:

- Create `docs/plugins/official/<plugin-name>.md` (EN) following the existing plugin doc style (see `docs/plugins/official/posthog.md` for reference)
- Create `docs/ru/plugins/official/<plugin-name>.md` (RU) in natural Russian
- Each page needs: heading, badges div (npm + JSR), description, installation code-group, usage examples, API/methods section
- Register the new pages in both sidebar configs (`en.locale.ts` and `ru.locale.ts`) under the "Official" plugins section

#### Existing Documentation Pages (`docs/`)

If patches reveal new API methods, changed behavior, new options, new plugin features, etc.:

- Update the relevant existing doc pages (e.g., `docs/keyboards/overview.md`, `docs/plugins/official/session.md`, etc.)
- Update their Russian translations in `docs/ru/`
- Add new code examples, update signatures, fix outdated information
- Preserve twoslash annotations (`// ^?`) — never delete them

#### Public Skills (`skills/`) — MANDATORY SYNC

**CRITICAL**: Skills MUST stay in sync with documentation. Every doc change should be mirrored in skills. This is NOT optional.

**New plugin → new skill file:**
If you created a new plugin doc page (`docs/plugins/official/<name>.md`), you MUST also create `skills/plugins/<name>.md` with:
- YAML frontmatter (`name`, `description`)
- Package name, setup code, key API methods, usage examples
- Follow existing skill style (see `skills/plugins/session.md` or `skills/plugins/prompt.md`)

**New doc page → new reference skill:**
If you created a new standalone doc page (e.g., testing, storages), you MUST also create `skills/references/<name>.md` with:
- YAML frontmatter (`name`, `description`)
- Concise API reference with code examples
- Follow existing style (see `skills/references/webhook.md`)

**New feature → new or updated example:**
If a notable new feature was added, create or update `skills/examples/<name>.ts` with a runnable example.

**Always update:**
- `skills/references/` — Update relevant API reference docs when behavior changes
- `skills/examples/` — Add or update code examples showing new features
- `skills/plugins/` — Update plugin guides if plugin behavior changed
- `skills/metadata.json` — Bump the version number and date

#### Update the upgrade data (`public/migrations.json`) — MANDATORY

The `gramio-upgrade` skill, the `docs/guides/upgrading.md` page (EN + RU), and the `<UpgradePicker />` widget are all generated from **one source of truth: `public/migrations.json`**. You author the JSON here — **reusing the migration content you already wrote for the changelog page** (do not re-derive it) — then run the generator. Never hand-edit the derived files (`skills/gramio-upgrade/MIGRATIONS.md`, the generated block in `docs/guides/upgrading.md` / `docs/ru/guides/upgrading.md`); they'll be overwritten.

For **every package that had a version bump this run** (the same set you covered in steps 5–6):

1. Open `public/migrations.json`. Find `packages["<name>"]` (create it if the package is new — give it `repo`, a `layer` for dependency ordering: `1` types/composer/schema-parser/wrappergram, `2` contexts/files/format/keyboards/callback-data/storage*, `3` gramio, `4` plugins, `5` tooling/create-gramio — and an empty `entries: []`).
2. **Prepend** a new entry to that package's `entries` array (newest first):

   ```json
   {
       "from": "<installed-before>",
       "to": "<new-version>",
       "date": "YYYY-MM-DD",
       "changelog": "/changelogs/YYYY-MM-DD",
       "pendingPublish": false,
       "upgradeStraightTo": null,
       "peerBumps": ["@gramio/types ^10"],
       "notes": [{ "en": "…", "ru": "…" }],
       "breaking": [
           {
               "en": { "title": "…", "desc": "…" },
               "ru": { "title": "…", "desc": "…" },
               "before": "old code (optional)",
               "after": "new code (optional)"
           }
       ],
       "deprecated": [],
       "new": [],
       "fixes": []
   }
   ```

   Rules for the entry:
   - **Bilingual:** every `breaking`/`deprecated`/`new`/`fixes` item and every `notes` line needs both `en` and `ru` (write natural Russian, like the RU changelog — don't translate mechanically). `before`/`after` code stays language-agnostic (write it once).
   - Omit/empty any bucket that doesn't apply. `from: null` for a brand-new package's first release. Keep snippets short and runnable (camelCase `ctx` getters, `format\`\``, no `any`, no `ctx.payload`).
   - **Pending publish (step 5a):** set `"pendingPublish": true` if the version is tagged but not yet on npm.
   - **WIP rule (step 5b):** `to` must be the version whose SHA you saved, not a half-finished trailing commit.
   - **Known-bad release:** if there's an immediate follow-up fix (like `@gramio/scenes` 0.7.0 → 0.7.1), set `"upgradeStraightTo": "0.7.1"` and add a `fixes` item saying so.
3. Run **`bun run build:migrations`** to regenerate `skills/gramio-upgrade/MIGRATIONS.md` and the generated blocks in both `upgrading.md` pages. Then `bun run build:migrations -- --check` should report "in sync".

**Checklist before moving on from this step:**
- [ ] Every new plugin doc page has a corresponding `skills/plugins/<name>.md`
- [ ] Every new standalone doc page has a corresponding `skills/references/<name>.md`
- [ ] Notable new features have examples in `skills/examples/`
- [ ] Changed plugin behavior is reflected in existing `skills/plugins/` files
- [ ] Every package version bump this run has a bilingual entry in `public/migrations.json`
- [ ] `bun run build:migrations` was run and `-- --check` is green (derived files in sync)
- [ ] `skills/metadata.json` version and date are bumped

For each update, keep a record of what file was changed and why for the final report.

### 9. Register in Sidebars

Add the new changelog page to both sidebar configs:

**`docs/.vitepress/config/locales/en.locale.ts`** — Add the new entry under the "Changelogs" section, newest first:

```typescript
{
  text: "YYYY-MM-DD",
  link: "/changelogs/YYYY-MM-DD",
}
````

**`docs/.vitepress/config/locales/ru.locale.ts`** — Same, with `/ru/` prefix:

```typescript
{
  text: "YYYY-MM-DD",
  link: "/ru/changelogs/YYYY-MM-DD",
}
```

### 10. Update Changelog Index

Add the new entry link to both:

- `docs/changelogs/index.md` — newest first
- `docs/ru/changelogs/index.md` — newest first

### 11. Update Homepage "Latest Updates" Section

Update the "Latest Updates" / "Последние обновления" section on both homepages with the newly created changelog entry:

**`docs/index.md`** — Replace the existing "Latest Updates" content (between `## Latest Updates` and the next `##`) with:

- A bold link to the new changelog page with its title
- The date range
- A one-line summary of the highlights
- The "All changelogs →" link

**`docs/ru/index.md`** — Same in Russian under `## Последние обновления`.

### 12. Update `public/changelog.json`

Read `public/changelog.json`. If it doesn't exist, create it with an empty `entries` array. Prepend a new entry for this changelog to the top of `entries` (newest first).

**Entry structure:**

```json
{
    "id": "2026-02-17-inline-keyboards-superpowers",
    "date": "2026-02-17",
    "dateRange": {
        "from": "2026-02-01",
        "to": "2026-02-17"
    },
    "page": {
        "en": "https://gramio.dev/changelogs/2026-02-17",
        "ru": "https://gramio.dev/ru/changelogs/2026-02-17"
    },
    "en": {
        "title": "Inline Keyboards Get Superpowers, Sessions Go Persistent",
        "summary": [
            "Inline keyboards now support copy-to-clipboard buttons",
            "Sessions got a Redis adapter — no more lost data on restart",
            "Media uploads are 40% faster"
        ]
    },
    "ru": {
        "title": "Инлайн-клавиатуры обзавелись суперсилами, сессии стали постоянными",
        "summary": [
            "Инлайн-клавиатуры теперь поддерживают кнопки копирования в буфер",
            "Сессии получили Redis-адаптер — данные больше не теряются при перезапуске",
            "Загрузка медиа стала на 40% быстрее"
        ]
    },
    "packages": ["gramio", "@gramio/keyboards", "@gramio/session"],
    "tags": ["keyboards", "sessions", "performance"]
}
```

**Field rules:**

- `id` — `YYYY-MM-DD-<kebab-slug>` where slug is 3–5 words from the EN title (lowercase, hyphens). Must be unique.
- `dateRange.from` — the `--since` date used for this run (= `lastRunDate` from state, or the user-provided start date)
- `dateRange.to` — the **last actually included day** = today's date. With `ghlog ≥ 0.4.0`, `--until` is treated as inclusive end-of-day, so `[from, to]` covers all calendar days the run looked at.
- `summary` — array of short bullet strings, plain text only (no markdown, no links). Each item = one key change, 1 line, punchy. 12 bullets max. EN and RU versions independently written (not translated mechanically) — write like a native speaker of each language.
- `packages` — list of affected package names extracted from patches (e.g. `"gramio"`, `"@gramio/keyboards"`)
- `tags` — 3–6 lowercase keywords useful for bot filtering (e.g. `"breaking"`, `"keyboards"`, `"sessions"`, `"performance"`, `"new-plugin"`)

**Top-level file structure:**

```json
{
    "version": 1,
    "entries": [
        /* newest first */
    ]
}
```

### 13. Update State

Write `.changelog-state.json` at the project root using the `newSinceMap` collected in step 5b:

```json
{
    "sinceMap": {
        "gramio": "<latest-full-sha-for-gramio>",
        "keyboards": "<latest-full-sha-for-keyboards>"
    },
    "lastRunDate": "YYYY-MM-DD",
    "lastPage": "changelogs/YYYY-MM-DD"
}
```

**Rules:**

- `sinceMap` — merge the old `sinceMap` with `newSinceMap`. Repos that had no commits this run keep their old SHA. Repos with new commits get updated to the SHA chosen in step 5b (last *documented* commit, which may not be HEAD if you skipped WIP).
- `lastRunDate` — set to **today** (not tomorrow). This is the `--since` fallback for `--include-new` repos on the next run. Setting it to today means commits pushed later today will also be caught on the next run (slight overlap is harmless since changelogs are human-reviewed).
- The next run will use `--since-map <updated-sinceMap>` for known repos and `--since <today>` for any brand-new repos. Skipped-WIP commits will reappear because their committer date is after the saved (older) SHA's timestamp.

### 14. Clean Up

Remove temporary files:

```bash
rm -rf /tmp/gramio-patches/ /tmp/gramio-ghlog.md /tmp/gramio-since-map.json
```

### 15. Report

Summarize:

- What repos/packages were covered, how many commits processed
- The generated changelog page path
- All documentation pages that were updated (and why)
- All skill files that were updated (and why)
- Any changes that need manual review or attention

**Ideas based on the changelog.** If during analysis you spotted opportunities to improve the docs — new guide that would help explain a feature, a page that's grown stale, a missing example, a plugin that deserves its own doc page, etc. — list them at the end of the report as suggestions. Don't implement them automatically; just mention them so the user can decide. Format as a short bullet list under a "💡 Ideas" heading.

