docs(i18n): translate readme tagline and rename chinese assets

Replace the chinese tagline on README.md and README-EN.md with the
existing english subtitle (collapsing the duplicate stack), and switch
the package.json and backend/pyproject.toml description fields to
english so the project's metadata surface no longer surprises
non-chinese readers.

Rename nine chinese-named static image files under static/image/ to
ASCII slugs (six screenshots, two video covers, the QQ-group image)
via git mv so rename history is preserved, and update every <img src>
in README.md, README-EN.md, and README-ZH.md to the new paths. The
chinese body text of README-ZH.md is preserved by design.

A ripgrep scan for chinese characters in README.md and README-EN.md
(excluding the language-switcher line) now returns zero matches,
satisfying the ticket's acceptance criteria.

Closes #12

.kiro/specs/i18n-readme-tagline-and-assets/design.md

@@ -0,0 +1,222 @@
+# Design Document — i18n-readme-tagline-and-assets
+
+## Overview
+
+**Purpose**: Eliminate the remaining Chinese surface text from the project's English-facing entry points (`README.md`, `README-EN.md`, `package.json`, `backend/pyproject.toml`) and replace Chinese-named image assets under `static/image/` with ASCII-only equivalents, so that visitors landing on the GitHub repo or installing the npm package see English-only metadata and so that asset URLs are tooling- and CDN-friendly.
+
+**Users**: Non-Chinese-reading visitors arriving at the GitHub README, downstream consumers reading `package.json` / `backend/pyproject.toml` metadata, and any tool (CDNs, link-rotters, screenshot-rendering bots) that handles repo asset URLs.
+
+**Impact**: Documentation surface and static image filenames change; no runtime, API, or pipeline behavior is affected. The Chinese-language entry point (`README-ZH.md`) keeps its Chinese body text but its asset references are updated to point at the renamed files.
+
+### Goals
+
+- Replace the Chinese tagline with English on `README.md`, `README-EN.md`, `package.json`, `backend/pyproject.toml`.
+- Rename nine Chinese-named assets under `static/image/` to ASCII filenames, preserving byte content.
+- Update every `<img src>` reference in `README.md`, `README-EN.md`, and `README-ZH.md` to the new ASCII paths.
+- Verifiable acceptance: a Chinese-character scan over `README.md` and `README-EN.md` returns zero matches outside the language-switcher line.
+
+### Non-Goals
+
+- Translating the body of `README-ZH.md` (Chinese variant by design).
+- Changing the Chinese tagline value in `locales/zh.json` (legitimate Chinese locale content).
+- Re-encoding or re-cropping any image (rename only).
+- Adding a CI guard that enforces ASCII filenames or no-Chinese-in-EN-README (tracked separately as #26).
+
+## Boundary Commitments
+
+### This Spec Owns
+
+- The English-language tagline string used in `README.md`, `README-EN.md`, `package.json`, `backend/pyproject.toml`.
+- The ASCII filenames for the nine renamed assets under `static/image/`.
+- All `<img src>` references inside the three READMEs that point to the renamed files.
+
+### Out of Boundary
+
+- Any asset under `static/image/` that already uses an ASCII name (`MiroFish_logo*.jpeg`, `shanda_logo.png`).
+- Code-level i18n initiatives (frontend strings, backend logs, agent prompts) — those are owned by sibling i18n specs.
+- README content beyond the lines explicitly identified in §"Modified Files".
+
+### Allowed Dependencies
+
+- Git (`git mv` for rename-with-history).
+- No new project dependencies.
+
+### Revalidation Triggers
+
+- Any future change that adds another Chinese-named asset under `static/image/` referenced from a README — the verification scan in this spec must be re-run.
+- Any future change to the structure of the language-switcher line — the R4 verification regex tolerance for `[中文文档]` may need adjusting.
+
+## Architecture
+
+### Existing Architecture Analysis
+
+This is a documentation- and asset-rename change. There is no architectural component to extend or replace. The relevant existing patterns to respect:
+
+- **Per `.claude/rules/file-paths.md`**: shell commands that touch paths with non-ASCII characters must quote the paths.
+- **Per `.kiro/steering/structure.md`**: `static/` is the project's image asset root; READMEs reference it via relative paths from repo root.
+- **Per `.claude/rules/commits.md`**: Conventional Commits, lowercase, imperative, max 72 chars, no `Co-Authored-By:` watermark.
+
+### Architecture Pattern & Boundary Map
+
+No new architecture is introduced. The flow is a one-shot edit:
+
+```mermaid
+flowchart LR
+    A[Chinese-named<br/>asset files] -->|git mv| B[ASCII-named<br/>asset files]
+    C[README.md / README-EN.md /<br/>README-ZH.md / package.json /<br/>backend/pyproject.toml] -->|Edit tool| D[Updated text +<br/>updated img src paths]
+    B --> D
+    D --> E[Verify: rg Chinese-char scan<br/>returns only language-switcher line]
+```
+
+### Technology Stack
+
+| Layer | Choice / Version | Role in Feature | Notes |
+|-------|------------------|-----------------|-------|
+| Frontend / CLI | — | n/a | No code changes. |
+| Backend / Services | — | n/a | No code changes. |
+| Data / Storage | — | n/a | No data model changes. |
+| Messaging / Events | — | n/a | n/a |
+| Infrastructure / Runtime | git ≥ 2.x | `git mv` for renames | Already a project prerequisite. |
+| Documentation | Markdown / HTML-in-MD | Edit READMEs, `package.json`, `backend/pyproject.toml` | No new tooling. |
+
+## File Structure Plan
+
+### Directory Structure
+
+No new files or directories are created. The existing layout is preserved:
+
+```
+static/image/
+├── MiroFish_logo.jpeg                  (unchanged)
+├── MiroFish_logo_compressed.jpeg       (unchanged)
+├── shanda_logo.png                     (unchanged)
+├── qq-group.png                        (renamed from "QQ群.png")
+├── wuhan-university-simulation-cover.png        (renamed from "武大模拟演示封面.png")
+├── dream-of-the-red-chamber-simulation-cover.jpg (renamed from "红楼梦模拟推演封面.jpg")
+└── Screenshot/
+    ├── screenshot1.png                 (renamed from "运行截图1.png")
+    ├── screenshot2.png                 (renamed from "运行截图2.png")
+    ├── screenshot3.png                 (renamed from "运行截图3.png")
+    ├── screenshot4.png                 (renamed from "运行截图4.png")
+    ├── screenshot5.png                 (renamed from "运行截图5.png")
+    └── screenshot6.png                 (renamed from "运行截图6.png")
+```
+
+### Modified Files
+
+- `README.md`
+  - Lines 7–8: delete the Chinese tagline line and the `</br>` separator; the existing `<em>` line on (former) line 9 becomes the lone tagline.
+  - Lines 52, 53, 56, 57, 60, 61: replace `Screenshot/运行截图{N}.png` with `Screenshot/screenshot{N}.png`.
+  - Line 71: replace `武大模拟演示封面.png` with `wuhan-university-simulation-cover.png`.
+  - Line 79: replace `红楼梦模拟推演封面.jpg` with `dream-of-the-red-chamber-simulation-cover.jpg`.
+  - Line 220: replace `QQ群.png` with `qq-group.png`.
+- `README-EN.md` — identical edit set as `README.md`.
+- `README-ZH.md`
+  - Lines 52, 53, 56, 57, 60, 61, 71, 79, 220: same nine `<img src>` replacements as above. Tagline and Chinese body text unchanged.
+- `package.json`
+  - Line 4: replace the `description` value with `MiroFish - A Simple and Universal Swarm Intelligence Engine, Predicting Anything`.
+- `backend/pyproject.toml`
+  - Line 4: replace the `description` value with `MiroFish - A Simple and Universal Swarm Intelligence Engine, Predicting Anything`.
+
+### Renamed Files (via `git mv`)
+
+| Old (quoted) | New |
+|---|---|
+| `"static/image/QQ群.png"` | `static/image/qq-group.png` |
+| `"static/image/武大模拟演示封面.png"` | `static/image/wuhan-university-simulation-cover.png` |
+| `"static/image/红楼梦模拟推演封面.jpg"` | `static/image/dream-of-the-red-chamber-simulation-cover.jpg` |
+| `"static/image/Screenshot/运行截图1.png"` | `static/image/Screenshot/screenshot1.png` |
+| `"static/image/Screenshot/运行截图2.png"` | `static/image/Screenshot/screenshot2.png` |
+| `"static/image/Screenshot/运行截图3.png"` | `static/image/Screenshot/screenshot3.png` |
+| `"static/image/Screenshot/运行截图4.png"` | `static/image/Screenshot/screenshot4.png` |
+| `"static/image/Screenshot/运行截图5.png"` | `static/image/Screenshot/screenshot5.png` |
+| `"static/image/Screenshot/运行截图6.png"` | `static/image/Screenshot/screenshot6.png` |
+
+## System Flows
+
+Not applicable. No runtime flows are introduced or changed.
+
+## Requirements Traceability
+
+| Requirement | Summary | Components | Interfaces | Flows |
+|-------------|---------|------------|------------|-------|
+| 1.1 | English tagline in README.md | README.md L7–9 edit | n/a | n/a |
+| 1.2 | English tagline in README-EN.md | README-EN.md L7–9 edit | n/a | n/a |
+| 1.3 | English description in package.json | package.json L4 edit | n/a | n/a |
+| 1.4 | English description in backend/pyproject.toml | backend/pyproject.toml L4 edit | n/a | n/a |
+| 1.5 | README-ZH.md tagline preserved | README-ZH.md (no L7 edit) | n/a | n/a |
+| 2.1 | Rename screenshot{1..6} | `git mv` of six files | n/a | n/a |
+| 2.2 | Rename Wuhan video cover | `git mv` of one file | n/a | n/a |
+| 2.3 | Rename Red Chamber video cover | `git mv` of one file | n/a | n/a |
+| 2.4 | Rename QQ group image | `git mv` of one file | n/a | n/a |
+| 2.5 | Byte-preserving rename | `git mv` mechanism choice | n/a | n/a |
+| 2.6 | No duplicate copies | `git mv` (atomic rename) + `git status` verification | n/a | n/a |
+| 3.1 | README.md image references updated | README.md L52–61, 71, 79, 220 edits | n/a | n/a |
+| 3.2 | README-EN.md image references updated | README-EN.md L52–61, 71, 79, 220 edits | n/a | n/a |
+| 3.3 | README-ZH.md image references updated | README-ZH.md L52–61, 71, 79, 220 edits | n/a | n/a |
+| 3.4 | No broken images on render | Post-edit verification step | n/a | n/a |
+| 4.1 | No Chinese chars in README.md body (excl. switcher) | Verification scan | n/a | n/a |
+| 4.2 | No Chinese chars in README-EN.md body (excl. switcher) | Verification scan | n/a | n/a |
+| 4.3 | Reviewer-runnable scan returns zero matches | `rg` command in design + commit message | n/a | n/a |
+
+## Components and Interfaces
+
+This spec has no software components, services, or APIs. The "components" reduce to two textual operations (translate + rename) and one verification.
+
+| Operation | Layer | Intent | Req Coverage | Key Dependencies | Contracts |
+|-----------|-------|--------|--------------|------------------|-----------|
+| Tagline translation | Docs / Metadata | Replace Chinese tagline with English in 4 files | 1.1, 1.2, 1.3, 1.4 | Edit tool | n/a |
+| Asset rename + reference update | Static assets / Docs | Rename 9 files; update `<img src>` in 3 READMEs | 2.1–2.6, 3.1–3.4 | `git mv`, Edit tool | n/a |
+| Verification scan | Acceptance gate | Confirm no residual Chinese in EN READMEs body | 4.1, 4.2, 4.3 | ripgrep | Commit message records the scan command and result |
+
+### Verification Contract
+
+The acceptance gate is a single ripgrep invocation, runnable by any reviewer:
+
+```
+rg --pcre2 '[\x{4e00}-\x{9fff}]' README.md README-EN.md \
+  | rg -v 'README-ZH\.md'
+```
+
+**Preconditions**: All edits and renames committed.
+**Postconditions**: The pipeline returns zero lines (the only Chinese characters left are in `[中文文档](./README-ZH.md)`, which the second `rg` filters out by matching the `README-ZH.md` substring on the same line).
+**Invariants**: `README-ZH.md` body is not modified by this scan logic; the language-switcher line in the EN READMEs is the sole expected exemption.
+
+## Data Models
+
+Not applicable. No data structures are added or modified.
+
+## Error Handling
+
+### Error Strategy
+
+Failure modes are limited to (a) a `git mv` failing because a path was mistyped (immediately visible at command-execution time) and (b) a `<img src>` left pointing at an old Chinese-named filename (caught by the verification scan).
+
+### Error Categories and Responses
+
+- **Mistyped rename target**: `git mv` fails with a clear error; re-run with the correct path.
+- **Missed reference update**: Verification scan returns the offending file/line; fix and re-scan.
+- **Accidental binary re-encoding**: `git diff --stat` of the asset file shows non-zero content delta; abandon the change and redo with `git mv`.
+
+### Monitoring
+
+Not applicable for a one-shot docs change. The PR diff plus the verification-scan output in the PR description serve as the audit trail.
+
+## Testing Strategy
+
+This is a documentation/asset change with no executable code. Testing is review-time:
+
+- **Verification scan (mandatory)**: Run the ripgrep command in §"Verification Contract" against the working tree before commit; expect zero output. Re-run once more in CI / on the PR branch.
+- **Rendered-preview check (mandatory)**: Open `README.md`, `README-EN.md`, `README-ZH.md` in GitHub's rendered-markdown view (or a local Markdown previewer) on the feature branch and confirm:
+  1. The tagline appears once, in English, on `README.md` and `README-EN.md`.
+  2. All six screenshot tiles render.
+  3. Both video-cover thumbnails render.
+  4. The QQ group image renders.
+  5. `README-ZH.md` still renders identically except for the new ASCII image URLs.
+- **`git diff --stat` check (mandatory)**: For each of the nine asset files, the stat must show `0 insertions(+), 0 deletions(-)` (pure rename). If any asset shows a content delta, the rename was performed incorrectly.
+
+## Optional Sections
+
+### Migration Strategy
+
+No data migration. The "migration" is a single PR containing all renames + edits. There is no rollback step beyond a normal `git revert` of the merge commit if a broken image is reported post-merge.

.kiro/specs/i18n-readme-tagline-and-assets/gap-analysis.md

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+# Gap Analysis — i18n-readme-tagline-and-assets
+
+## 1. Current State Investigation
+
+### Scope ground truth
+
+Ripgrep `[\x{4e00}-\x{9fff}]` over `README.md`, `README-EN.md`, `package.json`, and `backend/pyproject.toml` returns the following Chinese-character lines that fall under this feature's mandate:
+
+| File | Line | Content (excerpt) | Category |
+| --- | ---: | --- | --- |
+| `README.md` | 7 | `简洁通用的群体智能引擎，预测万物` | Tagline |
+| `README.md` | 23 | `[English](./README.md) \| [中文文档](./README-ZH.md)` | Language switcher (allowed) |
+| `README.md` | 52–61 | `./static/image/Screenshot/运行截图{1..6}.png` (×6) | Asset path |
+| `README.md` | 71 | `./static/image/武大模拟演示封面.png` | Asset path |
+| `README.md` | 79 | `./static/image/红楼梦模拟推演封面.jpg` | Asset path |
+| `README.md` | 220 | `./static/image/QQ群.png` | Asset path (not listed in ticket scope, see Gap §3) |
+| `README-EN.md` | 7, 23, 52–61, 71, 79, 220 | identical structure to README.md | Same categories |
+| `package.json` | 4 | `"description": "MiroFish - 简洁通用的群体智能引擎，预测万物"` | Tagline |
+| `backend/pyproject.toml` | 4 | `description = "MiroFish - 简洁通用的群体智能引擎，预测万物"` | Tagline (twin string, not in original ticket) |
+
+`README-ZH.md` carries Chinese body text by design (out of scope) but its asset paths must still be updated to point at the renamed ASCII files.
+
+### Tracked image files (`git ls-files static/image/`)
+
+```
+static/image/MiroFish_logo.jpeg
+static/image/MiroFish_logo_compressed.jpeg
+static/image/QQ群.png
+static/image/Screenshot/运行截图{1..6}.png
+static/image/shanda_logo.png
+static/image/武大模拟演示封面.png
+static/image/红楼梦模拟推演封面.jpg
+```
+
+Nine files have Chinese names: six screenshots + `QQ群.png` + `武大模拟演示封面.png` + `红楼梦模拟推演封面.jpg`.
+
+### Tagline structure observation
+
+`README.md` lines 7–9 currently read:
+
+```
+简洁通用的群体智能引擎，预测万物
+</br>
+<em>A Simple and Universal Swarm Intelligence Engine, Predicting Anything</em>
+```
+
+The English equivalent already exists immediately below the Chinese as italic subtitle. Naive replacement would produce a duplicate (English in plain text + the same English in italic). The natural i18n collapse is to delete the Chinese line plus the `</br>` separator and let the existing `<em>` line stand alone. `README-EN.md` has the identical structure.
+
+### Conventions to respect (from steering)
+
+- `tech.md`: 4-space indent, no enforced linter, "match the surrounding file's style". Shell scripts must quote paths with spaces / non-ASCII characters per `.claude/rules/file-paths.md`.
+- `commits.md`: Conventional Commits, lowercase, imperative, max 72 chars, no `Co-Authored-By:` footer. Branch `<type>/<ticket>-<desc>` — ticket dictates `chore/i18n-12-readme-tagline-and-assets` (or similar).
+- `dev-guidelines.md`: kebab-case filenames for assets is consistent with the project's frontend file conventions.
+
+### Existing precedent in the same i18n epic
+
+Recently merged child issues of epic #11 (`#7`, `#9`, `#3`, `#5`, `#6`) have all been small, focused docs/tooling PRs. This is consistent with treating #12 as an S-effort docs cleanup.
+
+## 2. Requirements Feasibility Analysis
+
+### Per-requirement asset map
+
+| Req | What it needs | Where it lives | Gap |
+| --- | --- | --- | --- |
+| R1 (tagline) | English tagline | `README.md:7-9`, `README-EN.md:7-9`, `package.json:4`, `backend/pyproject.toml:4` | **Editorial** — straight string edit. No code paths affected. |
+| R2 (asset rename) | Rename 8 files (6 screenshots + 2 video covers) | `static/image/Screenshot/`, `static/image/` | **`git mv`** — preserves history. No callers outside READMEs found by grep. |
+| R3 (README references updated) | Update `<img src>` paths | `README.md`, `README-EN.md`, `README-ZH.md` | **Editorial** — straight string edits. |
+| R4 (no residual Chinese in EN READMEs) | Verifiable scan | Both `README.md` and `README-EN.md` | **Constraint surfaces extra asset** — `QQ群.png` (line 220) is not in the explicit ticket asset list but its src path contains Chinese, which would fail R4's verification. See Gap §3. |
+
+### Gaps tagged
+
+- **Constraint:** `static/image/QQ群.png` is referenced by all three READMEs but is **not explicitly listed in the ticket's scope bullets**, while the ticket's own acceptance criterion ("No Chinese characters in `README.md`, `README-EN.md` body text") would still flag its src path. Either we (a) expand scope to rename it as well or (b) accept a deviation. Recommendation: expand scope — same shape of fix, trivial cost, satisfies the literal acceptance criterion.
+- **Constraint:** `backend/pyproject.toml:4` carries the identical Chinese tagline string as `package.json:4`. Not in original ticket bullets but is the obvious twin and would surprise a reviewer reading the diff. Already incorporated into requirements.md R1 acceptance criterion 4.
+- **Unknown / Research Needed (minor):** Confirm GitHub Pages, the live demo site, and any external link to the screenshots do not deep-link into Chinese-named asset URLs. Quick `gh` / web check during design phase will resolve.
+
+## 3. Implementation Approach Options
+
+This is a docs/asset-rename feature. There is no algorithm to design — the only real decision is whether the renames go through `git mv` (preserves history) or `git rm`/`git add` (loses history). And whether to expand scope to `QQ群.png`.
+
+### Option A — Strict ticket scope (no QQ群.png rename)
+
+- Rename only the eight assets explicitly listed: `运行截图{1..6}.png`, `武大模拟演示封面.png`, `红楼梦模拟推演封面.jpg`.
+- Translate taglines in `README.md`, `README-EN.md`, `package.json`, `backend/pyproject.toml`.
+- Skip `QQ群.png`.
+
+**Trade-offs:**
+- ✅ Smallest possible diff; no scope creep.
+- ❌ Acceptance criterion R4 ("no Chinese characters in README body outside language switcher") fails because line 220 still contains `QQ群` in the src path.
+
+### Option B — Expanded scope including QQ群.png (RECOMMENDED)
+
+- Same as Option A, plus rename `static/image/QQ群.png` → `static/image/qq-group.png` (or similar) and update its three references.
+
+**Trade-offs:**
+- ✅ Satisfies the ticket's own R4 acceptance criterion literally.
+- ✅ One additional `git mv` + 3 string edits — negligible cost.
+- ❌ Slightly broader than the ticket bullets (but explicitly justified by the ticket's own acceptance criteria).
+
+### Option C — Hybrid (rename listed + leave QQ群 + edit alt-only)
+
+Not viable: there is no way to leave the file in place and still satisfy R4 without renaming.
+
+### Decision direction
+
+Recommend Option B. Update requirements R2/R3 to include `QQ群.png` explicitly so the spec is internally consistent with R4.
+
+## 4. Out-of-Scope for Gap Analysis
+
+- Choice of exact ASCII filename slugs (decided in design phase).
+- Whether to re-encode any image (No — bytes-preserving rename only, per R2.4).
+
+## 5. Implementation Complexity & Risk
+
+- **Effort:** **S (≈ half-day).** All work is text edits + `git mv` of 9 files + 3 README string-substitution passes + 2 description-field edits. No code changes, no tests.
+- **Risk:** **Low.** Single failure mode is broken image links; mitigated by a simple grep + rendered-preview check before commit. No runtime, dependency, or pipeline impact. `git mv` preserves history.
+
+## 6. Recommendations for Design Phase
+
+- Adopt **Option B** (expanded scope including `QQ群.png`).
+- Use `git mv` for all renames so history follows.
+- Pick deterministic ASCII slugs; propose:
+  - `Screenshot/screenshot{1..6}.png`
+  - `wuhan-university-simulation-cover.png`
+  - `dream-of-the-red-chamber-simulation-cover.jpg`
+  - `qq-group.png`
+- Collapse the duplicated tagline lines in `README.md` / `README-EN.md`: delete the Chinese line + `</br>` separator and let the existing `<em>` English subtitle become the lone tagline (avoids a verbatim-duplicate line).
+- Verification step: re-run `rg '[\x{4e00}-\x{9fff}]' README.md README-EN.md package.json backend/pyproject.toml` after edits and confirm only the language-switcher line on each README returns a hit.
+
+## Research items to carry forward
+
+- (Light) confirm no off-repo deep-link into the renamed assets (live demo site, social cards). If a deep link is found, decide whether to leave a redirect / note in the PR.

.kiro/specs/i18n-readme-tagline-and-assets/requirements.md

@@ -0,0 +1,65 @@
+# Requirements Document
+
+## Project Description (Input)
+Translate the Chinese tagline in README.md, README-EN.md, and package.json to English, and rename Chinese-named image asset files in static/image/Screenshot/ to ASCII filenames (Option A from the ticket), updating all references in README.md and README-ZH.md. Acceptance: no Chinese characters in README.md or README-EN.md body text (except the language switcher link to README-ZH.md); package.json description in English; all image links work. Source: GitHub issue #12 (.ticket/12.md).
+
+## Introduction
+
+This feature removes the remaining Chinese surface text from the English documentation entry points (`README.md`, `README-EN.md`) and from the npm package metadata (`package.json`), and replaces Chinese-named image asset filenames under `static/image/` with ASCII equivalents so that asset URLs are CDN- and tooling-friendly. References to those assets are updated in all three READMEs (`README.md`, `README-EN.md`, `README-ZH.md`) so that the Chinese-language entry point continues to render correctly. The Chinese-language README (`README-ZH.md`) keeps its Chinese body text by design.
+
+## Boundary Context
+
+- **In scope**:
+  - English tagline replacing Chinese tagline in `README.md`, `README-EN.md`, and `package.json` `description`.
+  - Renaming `static/image/Screenshot/运行截图{1..6}.png` to ASCII filenames.
+  - Renaming `static/image/武大模拟演示封面.png` and `static/image/红楼梦模拟推演封面.jpg` to ASCII filenames.
+  - Renaming `static/image/QQ群.png` to an ASCII filename (added per gap-analysis: required by R4 because the existing src path on README.md:220 / README-EN.md:220 contains Chinese characters and would fail the "no Chinese characters in body text" check).
+  - Updating all `<img src="...">` references to those renamed files in `README.md`, `README-EN.md`, and `README-ZH.md`.
+  - Updating `backend/pyproject.toml` `description` field, which carries an identical Chinese tagline string (adjacent twin of `package.json`).
+- **Out of scope**:
+  - Translating the body of `README-ZH.md` (Chinese variant by design).
+  - Translating the language switcher link label `[中文文档]` (allowed by acceptance criteria).
+  - Touching `locales/zh.json` Chinese tagline value (legitimate Chinese locale content).
+- **Adjacent expectations**:
+  - The ticket recommends Option A (rename to ASCII). This spec adopts Option A.
+  - This work is a child of the i18n epic (#11) and follows the project's existing `i18n-*` spec naming.
+
+## Requirements
+
+### Requirement 1: English tagline in English-facing documentation
+**Objective:** As a non-Chinese-reading visitor landing on the GitHub repo or installing the npm package, I want the tagline in the English README files and the npm package metadata to be in English, so that I am not surprised by untranslated Chinese strings on the entry surface.
+
+#### Acceptance Criteria
+1. The README.md file shall contain the English tagline `A Simple and Universal Swarm Intelligence Engine, Predicting Anything` in place of the Chinese tagline `简洁通用的群体智能引擎，预测万物` on the same line.
+2. The README-EN.md file shall contain the same English tagline replacement on the corresponding line.
+3. The package.json `description` field shall contain an English description (no Chinese characters).
+4. The backend/pyproject.toml `description` field shall contain the same English description used in package.json.
+5. The README-ZH.md file shall keep its Chinese tagline unchanged.
+
+### Requirement 2: ASCII filenames for screenshot and video-cover assets
+**Objective:** As a developer cloning the repo or a CDN serving these assets, I want all image filenames under `static/image/` referenced from the READMEs to be ASCII, so that paths are URL-safe, copy-pasteable, and friendly to tools that mishandle non-ASCII filenames.
+
+#### Acceptance Criteria
+1. The `static/image/Screenshot/运行截图{N}.png` files (for N from 1 to 6) shall be renamed to `static/image/Screenshot/screenshot{N}.png`.
+2. The `static/image/武大模拟演示封面.png` file shall be renamed to `static/image/wuhan-university-simulation-cover.png`.
+3. The `static/image/红楼梦模拟推演封面.jpg` file shall be renamed to `static/image/dream-of-the-red-chamber-simulation-cover.jpg`.
+4. The `static/image/QQ群.png` file shall be renamed to `static/image/qq-group.png`.
+5. The renamed asset files shall preserve the original byte content (rename only, no re-encoding).
+6. The static/image/ directory shall not contain duplicate copies of the renamed files (the original Chinese-named files are removed, not kept alongside).
+
+### Requirement 3: All README references updated to the ASCII filenames
+**Objective:** As a reader of any README variant, I want the screenshot and video-cover images to render correctly, so that the documentation remains visually intact after the rename.
+
+#### Acceptance Criteria
+1. The README.md file shall reference each renamed image at its new ASCII path; no `<img src="...">` in the file shall point to a Chinese-named file under `static/image/`.
+2. The README-EN.md file shall reference each renamed image at its new ASCII path; no `<img src="...">` in the file shall point to a Chinese-named file under `static/image/`.
+3. The README-ZH.md file shall reference each renamed image at its new ASCII path; no `<img src="...">` in the file shall point to a Chinese-named file under `static/image/`.
+4. When a reader views the rendered README on GitHub after the change, the system shall display every screenshot and video-cover image without a broken-image placeholder.
+
+### Requirement 4: No residual Chinese in English README body text
+**Objective:** As a reviewer verifying acceptance, I want a single objective check that confirms `README.md` and `README-EN.md` body text contains no Chinese characters (apart from the explicit allowance for the language-switcher link), so that the acceptance criteria from the ticket are unambiguously satisfied.
+
+#### Acceptance Criteria
+1. The README.md file shall contain no Chinese characters (Unicode CJK Unified Ideographs blocks U+4E00–U+9FFF and adjacent CJK punctuation) outside of the language-switcher link `[中文文档](./README-ZH.md)`.
+2. The README-EN.md file shall contain no Chinese characters outside of the same language-switcher link.
+3. If a reviewer runs a Chinese-character scan over `README.md` and `README-EN.md` excluding the language-switcher line, the scan shall report zero matches.

.kiro/specs/i18n-readme-tagline-and-assets/research.md

@@ -0,0 +1,107 @@
+# Research & Design Decisions — i18n-readme-tagline-and-assets
+
+## Summary
+- **Feature**: `i18n-readme-tagline-and-assets`
+- **Discovery Scope**: Simple Addition (docs cleanup + asset rename, no runtime code paths)
+- **Key Findings**:
+  - The duplicate Chinese-tagline / English-`<em>` structure on lines 7–9 of `README.md` and `README-EN.md` means a verbatim translation produces a duplicate; a structural collapse is preferable.
+  - `git ls-files` shows nine Chinese-named assets under `static/image/`; only the eight visible in READMEs need renaming for this spec (the `MiroFish_logo` files and `shanda_logo.png` already use ASCII names).
+  - `backend/pyproject.toml:4` is a twin of `package.json:4` (identical Chinese tagline string); leaving it untranslated would visibly contradict the spec's intent.
+
+## Research Log
+
+### Topic — Inventory of Chinese-named assets and references
+
+- **Context**: Confirm the full set of files and references the spec must touch so no broken-image regression slips in.
+- **Sources Consulted**: `git ls-files static/image/`, `rg '[\x{4e00}-\x{9fff}]'` over `README.md`, `README-EN.md`, `README-ZH.md`, `package.json`, `backend/pyproject.toml`.
+- **Findings**:
+  - Tracked Chinese-named files (9): `QQ群.png`, six `Screenshot/运行截图{N}.png`, `武大模拟演示封面.png`, `红楼梦模拟推演封面.jpg`.
+  - Each Chinese-named asset is referenced exactly three times — once in each README. No code path or test references them.
+  - `locales/zh.json:36` contains the tagline as a Chinese-locale value (legitimate, out of scope).
+- **Implications**: The rename is a closed set: 9 file moves + (3 README × N references) edits. No runtime impact.
+
+### Topic — Tagline structure on lines 7–9
+
+- **Context**: Decide the cleanest replacement for the Chinese tagline on the English-facing READMEs.
+- **Sources Consulted**: `README.md:7-9`, `README-EN.md:7-9`.
+- **Findings**: The current structure is `<chinese tagline>\n</br>\n<em>English equivalent</em>`. The English subtitle already exists. Naive replacement (substitute Chinese with English on line 7) produces `<english>\n</br>\n<em>English</em>` — visible duplicate.
+- **Implications**: Collapse to the single existing `<em>` line by deleting the Chinese tagline line and the `</br>` separator on both files.
+
+### Topic — `git mv` vs. `rm`/`add` for renames
+
+- **Context**: Choose a rename mechanism that preserves blame/history on the assets.
+- **Sources Consulted**: Project commit history shows `git mv` usage for prior renames (no formal rule, but consistent practice).
+- **Findings**: `git mv "old" "new"` records a rename in the index. Git's heuristic file-move detection also picks up `rm + add` of identical bytes, but `git mv` is unambiguous and preserves rename detection across thresholds.
+- **Implications**: Use `git mv` for all nine renames. Quote source paths (rule from `.claude/rules/file-paths.md`) since they contain non-ASCII characters.
+
+### Topic — Off-repo deep links to renamed assets (light check)
+
+- **Context**: The ticket's gap analysis flagged a research item: confirm no external pages deep-link the Chinese-named files.
+- **Sources Consulted**: `git grep` of repo (no off-repo references). The bilibili links in the READMEs point to videos, not to the cover images. The `mirofish-live-demo` site and `Trendshift` badge are independent assets hosted elsewhere.
+- **Findings**: No in-repo references outside the READMEs. Out-of-repo deep links are not enumerable from inside the repo; the cost of a broken external deep link is low (a missing image on someone else's page) and accepted. If a deep link surfaces post-merge, a same-day re-add of a redirect symlink resolves it.
+- **Implications**: Proceed with hard renames; no redirect/copy-on-rename needed.
+
+## Architecture Pattern Evaluation
+
+| Option | Description | Strengths | Risks / Limitations | Notes |
+|--------|-------------|-----------|---------------------|-------|
+| Strict ticket scope | Rename only the 8 explicitly listed assets; leave `QQ群.png` | Smallest diff | Fails the ticket's own R4 acceptance criterion | Rejected |
+| Expanded scope (selected) | Also rename `QQ群.png` and update `backend/pyproject.toml` | Internally consistent with R4; trivial cost | Slightly broader than ticket bullets | Selected |
+| Hybrid (allow exception in R4) | Rename the 8 listed, exempt `QQ群` in the verification scan | Preserves the ticket bullets exactly | Adds an explicit ad-hoc exception that future readers must decode | Rejected |
+
+## Design Decisions
+
+### Decision: Rename `static/image/QQ群.png` to ASCII despite not being in the ticket's bullet list
+
+- **Context**: Acceptance criterion R4 ("no Chinese characters in `README.md` / `README-EN.md` body") would fail because `QQ群` appears in the `<img src>` path on line 220 of both files.
+- **Alternatives Considered**:
+  1. Strict scope — leave `QQ群.png` and accept R4 fail.
+  2. Expand scope — rename and update.
+  3. Exempt `QQ群.png` in R4's verification scope with explicit allow-list.
+- **Selected Approach**: Expand scope. Rename `static/image/QQ群.png` → `static/image/qq-group.png`, update three references.
+- **Rationale**: Trivial cost; same fix shape as the listed assets; the ticket's own acceptance criterion is the source of truth.
+- **Trade-offs**: One extra file move. None material.
+- **Follow-up**: None.
+
+### Decision: Translate `backend/pyproject.toml:4` description in the same PR
+
+- **Context**: `backend/pyproject.toml` carries the identical Chinese tagline as `package.json`. Leaving it untranslated produces a half-finished diff.
+- **Alternatives Considered**:
+  1. Leave it for a follow-up ticket.
+  2. Translate it now alongside `package.json`.
+- **Selected Approach**: Translate now.
+- **Rationale**: Identical string, identical fix, same review surface. Splitting would create needless coordination.
+- **Trade-offs**: One additional one-line diff. None material.
+- **Follow-up**: None.
+
+### Decision: Collapse duplicate tagline structure rather than substitute in place
+
+- **Context**: Lines 7–9 of `README.md` and `README-EN.md` would yield a verbatim duplicate after a one-for-one Chinese-to-English substitution.
+- **Alternatives Considered**:
+  1. Substitute Chinese line in place (produces duplicate).
+  2. Delete Chinese line + `</br>` separator; let the existing `<em>` line stand alone.
+  3. Delete the existing `<em>` line; keep a single non-italic English tagline on line 7.
+- **Selected Approach**: Option 2 — delete lines 7 and 8, keep line 9 (`<em>` English tagline).
+- **Rationale**: Preserves the existing visual treatment (italic subtitle below the Trendshift badge). Avoids style drift on a docs-only PR.
+- **Trade-offs**: Slightly different visual weight (italic only) vs. the prior bilingual stack (plain Chinese + italic English). Acceptable for an English-facing doc.
+- **Follow-up**: None.
+
+### Decision: Use `git mv` for all renames
+
+- **Context**: Need to preserve rename detection.
+- **Alternatives Considered**: `git mv` vs. shell `mv` + `git rm` / `git add`.
+- **Selected Approach**: `git mv "old" "new"` with quoted paths.
+- **Rationale**: Unambiguous record in the index; matches existing project practice.
+- **Trade-offs**: None.
+- **Follow-up**: None.
+
+## Risks & Mitigations
+
+- **Risk:** Broken images on rendered GitHub README after merge. **Mitigation:** Post-edit grep to confirm zero remaining Chinese-named asset references in any README; preview rendered markdown locally or on a branch before merge.
+- **Risk:** Off-repo deep links to old asset URLs (Trendshift cards, social previews). **Mitigation:** Accepted; cost is a single missing image on an external page.
+- **Risk:** Diff churn from accidentally re-encoding a binary on macOS or Windows checkout. **Mitigation:** Use `git mv` (no content transform); verify `git diff --stat` shows only renames for the asset files (no content delta).
+
+## References
+- Ticket source: `.ticket/12.md` / GitHub issue #12.
+- Project rule on quoting paths: `.claude/rules/file-paths.md`.
+- Project commit conventions: `.claude/rules/commits.md` and `.kiro/steering/structure.md`.

.kiro/specs/i18n-readme-tagline-and-assets/spec.json

@@ -0,0 +1,23 @@
+{
+  "feature_name": "i18n-readme-tagline-and-assets",
+  "created_at": "2026-05-07T19:24:24Z",
+  "updated_at": "2026-05-07T19:32:00Z",
+  "language": "en",
+  "phase": "tasks-generated",
+  "ticket": "12",
+  "approvals": {
+    "requirements": {
+      "generated": true,
+      "approved": true
+    },
+    "design": {
+      "generated": true,
+      "approved": true
+    },
+    "tasks": {
+      "generated": true,
+      "approved": false
+    }
+  },
+  "ready_for_implementation": true
+}

.kiro/specs/i18n-readme-tagline-and-assets/tasks.md

@@ -0,0 +1,47 @@
+# Implementation Plan
+
+- [x] 1. Translate Chinese taglines to English in the project's English-facing metadata
+  - In `README.md`, delete the Chinese tagline line and the immediately following `</br>` line so the existing italic English subtitle on the next line stands as the lone tagline; verify the result still renders with one tagline visible above the Shanda badge
+  - Apply the identical edit to `README-EN.md`
+  - In `package.json`, set the `description` value to `MiroFish - A Simple and Universal Swarm Intelligence Engine, Predicting Anything`
+  - In `backend/pyproject.toml`, set the `description` value to the same English string used in `package.json`
+  - Leave `README-ZH.md` line 7 (the Chinese tagline) untouched
+  - Observable completion: a ripgrep scan for `[\x{4e00}-\x{9fff}]` over `README.md`, `README-EN.md`, `package.json`, and `backend/pyproject.toml` returns hits **only** on the language-switcher line of the two READMEs
+  - _Requirements: 1.1, 1.2, 1.3, 1.4, 1.5_
+
+- [x] 2. (P) Rename Chinese-named static image assets to ASCII filenames using git mv
+  - Move the six screenshot files `static/image/Screenshot/运行截图{1..6}.png` to `static/image/Screenshot/screenshot{1..6}.png`
+  - Move `static/image/武大模拟演示封面.png` to `static/image/wuhan-university-simulation-cover.png`
+  - Move `static/image/红楼梦模拟推演封面.jpg` to `static/image/dream-of-the-red-chamber-simulation-cover.jpg`
+  - Move `static/image/QQ群.png` to `static/image/qq-group.png`
+  - Quote source paths in shell invocations because they contain non-ASCII characters
+  - Use `git mv` (not shell `mv` + `git add`) so rename detection is recorded directly in the index
+  - Observable completion: `git status` reports nine `renamed:` entries with no other file modifications; `git diff --stat -M` shows zero content-line delta for each asset
+  - _Requirements: 2.1, 2.2, 2.3, 2.4, 2.5, 2.6_
+  - _Boundary: static/image/_
+
+- [x] 3. Update README image references to point at the renamed ASCII asset paths
+  - In `README.md`, rewrite the nine `<img src="...">` paths on lines 52–61, 71, 79, and 220 so each points at the corresponding ASCII filename from task 2
+  - Apply the identical nine edits to `README-EN.md`
+  - Apply the identical nine edits to `README-ZH.md` (asset path updates only — Chinese body text and Chinese alt attributes preserved)
+  - Observable completion: a ripgrep search for `运行截图|武大模拟演示封面|红楼梦模拟推演封面|QQ群` in `README.md`, `README-EN.md`, and `README-ZH.md` returns zero matches
+  - _Requirements: 3.1, 3.2, 3.3_
+  - _Depends: 2_
+
+- [x] 4. Verify acceptance gates before commit
+- [x] 4.1 Run the Chinese-character verification scan and confirm zero residual hits in the EN READMEs body
+  - Execute `rg --pcre2 '[\x{4e00}-\x{9fff}]' README.md README-EN.md | rg -v 'README-ZH\.md'` from the repo root
+  - Observable completion: the pipeline produces zero output lines, confirming the only Chinese characters left in the EN READMEs are inside the language-switcher link to `README-ZH.md`
+  - _Requirements: 4.1, 4.2, 4.3_
+
+- [x] 4.2 Confirm asset renames are byte-preserving and unambiguous
+  - Run `git diff --stat -M` and verify each of the nine asset files appears as a pure rename (no `+` or `-` line counts)
+  - Run `git status` and confirm there are no untracked Chinese-named files left behind in `static/image/` or `static/image/Screenshot/`
+  - Observable completion: nine `renamed:` entries in `git status`; zero untracked Chinese-named asset files; zero content delta on the asset rows of `git diff --stat`
+  - _Requirements: 2.5, 2.6, 3.4_
+
+- [x] 4.3 Confirm rendered images by spot-checking the README in a Markdown previewer
+  - Open `README.md`, `README-EN.md`, and `README-ZH.md` in a Markdown preview (GitHub preview on the feature branch or local previewer) and inspect the screenshot grid, the two video-cover thumbnails, and the QQ group image on each file
+  - Observable completion: every `<img>` element renders an actual image (no broken-image placeholder) on all three READMEs
+  - _Requirements: 3.4_
+  - **Note**: This task ran in an autonomous environment where no Markdown previewer was available; instead, every `<img src>` path in all three READMEs was cross-checked against the working tree and all 33 references resolved to existing files (zero broken paths). A reviewer should still spot-check on the GitHub-rendered PR preview.

README-EN.md

@@ -4,8 +4,6 @@
 
 <a href="https://trendshift.io/repositories/16144" target="_blank"><img src="https://trendshift.io/api/badge/repositories/16144" alt="666ghj%2FMiroFish | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 
-简洁通用的群体智能引擎，预测万物
-</br>
 <em>A Simple and Universal Swarm Intelligence Engine, Predicting Anything</em>
 
 <a href="https://www.shanda.com/" target="_blank"><img src="./static/image/shanda_logo.png" alt="666ghj%2MiroFish | Shanda" height="40"/></a>
@@ -49,16 +47,16 @@ Welcome to visit our online demo environment and experience a prediction simulat
 <div align="center">
 <table>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图1.png" alt="Screenshot 1" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图2.png" alt="Screenshot 2" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot1.png" alt="Screenshot 1" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot2.png" alt="Screenshot 2" width="100%"/></td>
 </tr>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图3.png" alt="Screenshot 3" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图4.png" alt="Screenshot 4" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot3.png" alt="Screenshot 3" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot4.png" alt="Screenshot 4" width="100%"/></td>
 </tr>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图5.png" alt="Screenshot 5" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图6.png" alt="Screenshot 6" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot5.png" alt="Screenshot 5" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot6.png" alt="Screenshot 6" width="100%"/></td>
 </tr>
 </table>
 </div>
@@ -68,7 +66,7 @@ Welcome to visit our online demo environment and experience a prediction simulat
 ### 1. Wuhan University Public Opinion Simulation + MiroFish Project Introduction
 
 <div align="center">
-<a href="https://www.bilibili.com/video/BV1VYBsBHEMY/" target="_blank"><img src="./static/image/武大模拟演示封面.png" alt="MiroFish Demo Video" width="75%"/></a>
+<a href="https://www.bilibili.com/video/BV1VYBsBHEMY/" target="_blank"><img src="./static/image/wuhan-university-simulation-cover.png" alt="MiroFish Demo Video" width="75%"/></a>
 
 Click the image to watch the complete demo video for prediction using BettaFish-generated "Wuhan University Public Opinion Report"
 </div>
@@ -76,7 +74,7 @@ Click the image to watch the complete demo video for prediction using BettaFish-
 ### 2. Dream of the Red Chamber Lost Ending Simulation
 
 <div align="center">
-<a href="https://www.bilibili.com/video/BV1cPk3BBExq" target="_blank"><img src="./static/image/红楼梦模拟推演封面.jpg" alt="MiroFish Demo Video" width="75%"/></a>
+<a href="https://www.bilibili.com/video/BV1cPk3BBExq" target="_blank"><img src="./static/image/dream-of-the-red-chamber-simulation-cover.jpg" alt="MiroFish Demo Video" width="75%"/></a>
 
 Click the image to watch MiroFish's deep prediction of the lost ending based on hundreds of thousands of words from the first 80 chapters of "Dream of the Red Chamber"
 </div>
@@ -217,7 +215,7 @@ npm run frontend  # Start frontend only
 ## 📬 Join the Conversation
 
 <div align="center">
-<img src="./static/image/QQ群.png" alt="QQ Group" width="60%"/>
+<img src="./static/image/qq-group.png" alt="QQ Group" width="60%"/>
 </div>
 
 &nbsp;

README-ZH.md

@@ -49,16 +49,16 @@ MiroFish 致力于打造映射现实的群体智能镜像，通过捕捉个体
 <div align="center">
 <table>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图1.png" alt="截图1" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图2.png" alt="截图2" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot1.png" alt="截图1" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot2.png" alt="截图2" width="100%"/></td>
 </tr>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图3.png" alt="截图3" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图4.png" alt="截图4" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot3.png" alt="截图3" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot4.png" alt="截图4" width="100%"/></td>
 </tr>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图5.png" alt="截图5" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图6.png" alt="截图6" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot5.png" alt="截图5" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot6.png" alt="截图6" width="100%"/></td>
 </tr>
 </table>
 </div>
@@ -68,7 +68,7 @@ MiroFish 致力于打造映射现实的群体智能镜像，通过捕捉个体
 ### 1. 武汉大学舆情推演预测 + MiroFish项目讲解
 
 <div align="center">
-<a href="https://www.bilibili.com/video/BV1VYBsBHEMY/" target="_blank"><img src="./static/image/武大模拟演示封面.png" alt="MiroFish Demo Video" width="75%"/></a>
+<a href="https://www.bilibili.com/video/BV1VYBsBHEMY/" target="_blank"><img src="./static/image/wuhan-university-simulation-cover.png" alt="MiroFish Demo Video" width="75%"/></a>
 
 点击图片查看使用微舆BettaFish生成的《武大舆情报告》进行预测的完整演示视频
 </div>
@@ -76,7 +76,7 @@ MiroFish 致力于打造映射现实的群体智能镜像，通过捕捉个体
 ### 2. 《红楼梦》失传结局推演预测
 
 <div align="center">
-<a href="https://www.bilibili.com/video/BV1cPk3BBExq" target="_blank"><img src="./static/image/红楼梦模拟推演封面.jpg" alt="MiroFish Demo Video" width="75%"/></a>
+<a href="https://www.bilibili.com/video/BV1cPk3BBExq" target="_blank"><img src="./static/image/dream-of-the-red-chamber-simulation-cover.jpg" alt="MiroFish Demo Video" width="75%"/></a>
 
 点击图片查看基于《红楼梦》前80回数十万字，MiroFish深度预测失传结局
 </div>
@@ -217,7 +217,7 @@ npm run frontend  # 仅启动前端
 ## 📬 更多交流
 
 <div align="center">
-<img src="./static/image/QQ群.png" alt="QQ交流群" width="60%"/>
+<img src="./static/image/qq-group.png" alt="QQ交流群" width="60%"/>
 </div>
 
 &nbsp;

README.md

@@ -4,8 +4,6 @@
 
 <a href="https://trendshift.io/repositories/16144" target="_blank"><img src="https://trendshift.io/api/badge/repositories/16144" alt="666ghj%2FMiroFish | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 
-简洁通用的群体智能引擎，预测万物
-</br>
 <em>A Simple and Universal Swarm Intelligence Engine, Predicting Anything</em>
 
 <a href="https://www.shanda.com/" target="_blank"><img src="./static/image/shanda_logo.png" alt="666ghj%2MiroFish | Shanda" height="40"/></a>
@@ -49,16 +47,16 @@ Welcome to visit our online demo environment and experience a prediction simulat
 <div align="center">
 <table>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图1.png" alt="Screenshot 1" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图2.png" alt="Screenshot 2" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot1.png" alt="Screenshot 1" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot2.png" alt="Screenshot 2" width="100%"/></td>
 </tr>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图3.png" alt="Screenshot 3" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图4.png" alt="Screenshot 4" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot3.png" alt="Screenshot 3" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot4.png" alt="Screenshot 4" width="100%"/></td>
 </tr>
 <tr>
-<td><img src="./static/image/Screenshot/运行截图5.png" alt="Screenshot 5" width="100%"/></td>
-<td><img src="./static/image/Screenshot/运行截图6.png" alt="Screenshot 6" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot5.png" alt="Screenshot 5" width="100%"/></td>
+<td><img src="./static/image/Screenshot/screenshot6.png" alt="Screenshot 6" width="100%"/></td>
 </tr>
 </table>
 </div>
@@ -68,7 +66,7 @@ Welcome to visit our online demo environment and experience a prediction simulat
 ### 1. Wuhan University Public Opinion Simulation + MiroFish Project Introduction
 
 <div align="center">
-<a href="https://www.bilibili.com/video/BV1VYBsBHEMY/" target="_blank"><img src="./static/image/武大模拟演示封面.png" alt="MiroFish Demo Video" width="75%"/></a>
+<a href="https://www.bilibili.com/video/BV1VYBsBHEMY/" target="_blank"><img src="./static/image/wuhan-university-simulation-cover.png" alt="MiroFish Demo Video" width="75%"/></a>
 
 Click the image to watch the complete demo video for prediction using BettaFish-generated "Wuhan University Public Opinion Report"
 </div>
@@ -76,7 +74,7 @@ Click the image to watch the complete demo video for prediction using BettaFish-
 ### 2. Dream of the Red Chamber Lost Ending Simulation
 
 <div align="center">
-<a href="https://www.bilibili.com/video/BV1cPk3BBExq" target="_blank"><img src="./static/image/红楼梦模拟推演封面.jpg" alt="MiroFish Demo Video" width="75%"/></a>
+<a href="https://www.bilibili.com/video/BV1cPk3BBExq" target="_blank"><img src="./static/image/dream-of-the-red-chamber-simulation-cover.jpg" alt="MiroFish Demo Video" width="75%"/></a>
 
 Click the image to watch MiroFish's deep prediction of the lost ending based on hundreds of thousands of words from the first 80 chapters of "Dream of the Red Chamber"
 </div>
@@ -217,7 +215,7 @@ npm run frontend  # Start frontend only
 ## 📬 Join the Conversation
 
 <div align="center">
-<img src="./static/image/QQ群.png" alt="QQ Group" width="60%"/>
+<img src="./static/image/qq-group.png" alt="QQ Group" width="60%"/>
 </div>
 
 &nbsp;

backend/pyproject.toml

@@ -1,7 +1,7 @@
 [project]
 name = "mirofish-backend"
 version = "0.1.0"
-description = "MiroFish - 简洁通用的群体智能引擎，预测万物"
+description = "MiroFish - A Simple and Universal Swarm Intelligence Engine, Predicting Anything"
 requires-python = ">=3.11"
 license = { text = "AGPL-3.0" }
 authors = [

package.json

@@ -1,7 +1,7 @@
 {
   "name": "mirofish",
   "version": "0.1.0",
-  "description": "MiroFish - 简洁通用的群体智能引擎，预测万物",
+  "description": "MiroFish - A Simple and Universal Swarm Intelligence Engine, Predicting Anything",
   "scripts": {
     "setup": "npm install && cd frontend && npm install",
     "setup:backend": "cd backend && uv sync",