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5456422
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Parent(s): 5bb23c3
feat: Next.js frontend for hosted demo + README live-demo section
Browse files- README.md +33 -13
- web/.env.example +4 -0
- web/.gitignore +7 -0
- web/app/globals.css +46 -0
- web/app/layout.tsx +20 -0
- web/app/page.tsx +161 -0
- web/components/BriefForm.tsx +81 -0
- web/components/HowItWorks.tsx +45 -0
- web/components/ResultCard.tsx +78 -0
- web/components/StatsStrip.tsx +22 -0
- web/lib/api.ts +53 -0
- web/lib/types.ts +47 -0
- web/next-env.d.ts +5 -0
- web/next.config.mjs +6 -0
- web/package-lock.json +1664 -0
- web/package.json +24 -0
- web/postcss.config.mjs +9 -0
- web/tailwind.config.ts +46 -0
- web/tsconfig.json +23 -0
README.md
CHANGED
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@@ -9,11 +9,31 @@ retrieve → generate → evaluate → log → improve → repeat
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```
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Every good output becomes future few-shot fuel and a regression baseline; every
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bad output gets flagged for review. The system gets better the more it runs
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without any human editing prompts in the hot path.
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---
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## What it does (and why it's architecturally interesting)
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Most "LLM app" demos are a single prompt with no memory and no notion of
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1. **It judges itself on multiple axes.** Each output is scored 1–5 on four
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independent dimensions (hook strength, brand alignment, clarity, conversion
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intent) by a separate judge model. Dimension scores are first-class and
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stored separately
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2. **It remembers what worked.** High-scoring outputs are embedded by their
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brand brief and stored in a local vector store. On every new run, the agent
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```
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Only `GROQ_API_KEY` is required. Everything else (SQLite at `./agent.db`,
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ChromaDB at `./chroma_db`) is local
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### First run
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@@ -166,7 +186,7 @@ flagged).
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*"below quality threshold."*
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Because winners re-enter memory, the pool of few-shot exemplars improves run
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over run
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---
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| `clarity` | Is the message immediately understandable? | 0.25 |
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| `conversion_intent`| Does it drive toward the stated goal? | 0.20 |
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The weighted average is **internal only**
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All four raw dimensions are always stored separately.
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### Golden dataset (`evals/golden.py`)
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## Prompt versioning & how to swap versions safely
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All prompt text lives in `agent/prompts.py`
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else. Each prompt is a named, versioned constant (`GENERATION_PROMPT_V1`,
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`GENERATION_PROMPT_V2`, …). A single constant selects which is live:
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## Design Decisions
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**Why ChromaDB for memory.** The agent needs *semantic* retrieval
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briefs like this one"
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vector store with cosine similarity and zero external services, and it pairs
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cleanly with local sentence-transformers embeddings. SQLite alone can't do
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nearest-neighbour search over brief semantics; a hosted vector DB would violate
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is unactionable and easy for a judge to anchor on. Scoring four independent
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dimensions tells you *why* copy is weak (great hook, poor clarity) and makes the
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signal far more stable and debuggable. We do compute a weighted average, but
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only for internal thresholds/ranking
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stored, so we never lose information by collapsing too early.
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**Why SQLite for eval storage.** Eval results are structured, relational, and
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queryable (runs → outputs → scores; golden; flagged). SQLite gives ACID
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guarantees, trivial setup, a single-file database, and real SQL
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history and a golden dataset. It needs no server and ships with Python. A hosted
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DB would add infrastructure with no upside for a local, single-node harness.
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```
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## Constraints honoured
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- No LangChain
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- No managed eval platform
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- No external database
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- No prompts hardcoded outside `agent/prompts.py`.
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- Synchronous throughout, except where FastAPI's interface applies.
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```
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Every good output becomes future few-shot fuel and a regression baseline; every
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bad output gets flagged for review. The system gets better the more it runs,
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without any human editing prompts in the hot path.
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---
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## Live Demo
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**🔗 Live demo:** _<add your deployed Vercel URL here>_
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The hosted demo runs the full loop from the browser: fill the brief (pre-filled
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with a FitFuel example), click **Generate**, and watch the agent retrieve past
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winners, generate three variants, and score each on four dimensions in real time.
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- **Frontend:** Next.js (App Router) deployed on **Vercel**, in [`web/`](web/).
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- **Backend:** the FastAPI app deployed on **Railway** (see [`Procfile`](Procfile)),
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with CORS, a per-IP rate limit on `/run`, a `/stats` endpoint, and a startup
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seed so a fresh deployment shows non-zero stats and working retrieval on the
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very first visit.
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> Deployment env vars: the backend needs `GROQ_API_KEY` (and optionally
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> `CORS_ORIGINS` = your Vercel URL); the frontend needs `NEXT_PUBLIC_API_URL` =
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> your Railway backend URL. See the per-app `.env.example` files.
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---
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## What it does (and why it's architecturally interesting)
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Most "LLM app" demos are a single prompt with no memory and no notion of
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1. **It judges itself on multiple axes.** Each output is scored 1–5 on four
|
| 44 |
independent dimensions (hook strength, brand alignment, clarity, conversion
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intent) by a separate judge model. Dimension scores are first-class and
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+
stored separately; there is no single "vibe" score driving decisions.
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2. **It remembers what worked.** High-scoring outputs are embedded by their
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brand brief and stored in a local vector store. On every new run, the agent
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```
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Only `GROQ_API_KEY` is required. Everything else (SQLite at `./agent.db`,
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ChromaDB at `./chroma_db`) is local; no other external services.
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### First run
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*"below quality threshold."*
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Because winners re-enter memory, the pool of few-shot exemplars improves run
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over run; that is the "self-improving" part.
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---
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| `clarity` | Is the message immediately understandable? | 0.25 |
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| `conversion_intent`| Does it drive toward the stated goal? | 0.20 |
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The weighted average is **internal only**, used for thresholds and ranking.
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All four raw dimensions are always stored separately.
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### Golden dataset (`evals/golden.py`)
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## Prompt versioning & how to swap versions safely
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+
All prompt text lives in `agent/prompts.py`; nothing is hardcoded anywhere
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else. Each prompt is a named, versioned constant (`GENERATION_PROMPT_V1`,
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`GENERATION_PROMPT_V2`, …). A single constant selects which is live:
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## Design Decisions
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+
**Why ChromaDB for memory.** The agent needs *semantic* retrieval: "find past
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| 270 |
+
briefs like this one", not exact lookups. ChromaDB gives a persistent local
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| 271 |
vector store with cosine similarity and zero external services, and it pairs
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cleanly with local sentence-transformers embeddings. SQLite alone can't do
|
| 273 |
nearest-neighbour search over brief semantics; a hosted vector DB would violate
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is unactionable and easy for a judge to anchor on. Scoring four independent
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dimensions tells you *why* copy is weak (great hook, poor clarity) and makes the
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signal far more stable and debuggable. We do compute a weighted average, but
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+
only for internal thresholds/ranking; the four raw dimensions are always
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stored, so we never lose information by collapsing too early.
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| 282 |
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**Why SQLite for eval storage.** Eval results are structured, relational, and
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queryable (runs → outputs → scores; golden; flagged). SQLite gives ACID
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+
guarantees, trivial setup, a single-file database, and real SQL, ideal for run
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history and a golden dataset. It needs no server and ships with Python. A hosted
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DB would add infrastructure with no upside for a local, single-node harness.
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```
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## Constraints honoured
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+
- No LangChain; the agent loop is built directly.
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+
- No managed eval platform; the judge and runner are custom.
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+
- No external database; SQLite + ChromaDB, local only.
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- No prompts hardcoded outside `agent/prompts.py`.
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- Synchronous throughout, except where FastAPI's interface applies.
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web/.env.example
ADDED
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# URL of the FastAPI backend the frontend calls (/run and /stats).
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# Locally, point this at the running uvicorn server (default port 8000).
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# In production, set it to your Railway backend URL in the Vercel dashboard.
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NEXT_PUBLIC_API_URL=http://localhost:3000
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web/.gitignore
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/node_modules
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/.next
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/out
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.env
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.env*.local
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*.tsbuildinfo
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next-env.d.ts.bak
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web/app/globals.css
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@tailwind base;
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@tailwind components;
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@tailwind utilities;
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:root {
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color-scheme: dark;
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}
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html,
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body {
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background-color: #0a0a0b;
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color: #e4e4e7;
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}
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body {
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-webkit-font-smoothing: antialiased;
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text-rendering: optimizeLegibility;
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}
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/* Thin, restrained scrollbars to match the dashboard aesthetic. */
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* {
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scrollbar-width: thin;
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scrollbar-color: #26262b transparent;
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}
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*::-webkit-scrollbar {
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width: 8px;
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height: 8px;
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}
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*::-webkit-scrollbar-thumb {
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background: #26262b;
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border-radius: 0;
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}
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/* Subtle pulse used by the loading status line. */
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@keyframes softPulse {
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0%,
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100% {
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opacity: 0.45;
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}
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50% {
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opacity: 1;
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}
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}
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.animate-soft-pulse {
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animation: softPulse 1.4s ease-in-out infinite;
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}
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web/app/layout.tsx
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import type { Metadata } from "next";
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import "./globals.css";
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export const metadata: Metadata = {
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title: "Self-Improving Ad Copy Agent",
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description:
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"A DTC ad-copy agent that scores its own outputs with an LLM judge, remembers the winners, and improves over time.",
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};
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export default function RootLayout({
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children,
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}: {
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children: React.ReactNode;
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}) {
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return (
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<html lang="en">
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<body className="font-sans antialiased">{children}</body>
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</html>
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);
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}
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web/app/page.tsx
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"use client";
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import { useCallback, useEffect, useRef, useState } from "react";
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import { BriefForm } from "@/components/BriefForm";
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import { HowItWorks } from "@/components/HowItWorks";
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import { ResultCard } from "@/components/ResultCard";
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| 7 |
+
import { StatsStrip } from "@/components/StatsStrip";
|
| 8 |
+
import { ApiError, getStats, runAgent } from "@/lib/api";
|
| 9 |
+
import type { Brief, RunResponse, Stats } from "@/lib/types";
|
| 10 |
+
|
| 11 |
+
const EXAMPLE_BRIEF: Brief = {
|
| 12 |
+
brand: "FitFuel",
|
| 13 |
+
product: "High-protein meal replacement shake",
|
| 14 |
+
audience: "Busy professionals aged 25-40",
|
| 15 |
+
tone: "Energetic and no-nonsense",
|
| 16 |
+
goal: "Drive trial purchases",
|
| 17 |
+
};
|
| 18 |
+
|
| 19 |
+
// Ordered variant rendering regardless of backend ordering.
|
| 20 |
+
const ORDER: RunResponse["outputs"][number]["variant_type"][] = [
|
| 21 |
+
"headline",
|
| 22 |
+
"body",
|
| 23 |
+
"cta",
|
| 24 |
+
];
|
| 25 |
+
|
| 26 |
+
const LOADING_PHASES = [
|
| 27 |
+
"Retrieving examples…",
|
| 28 |
+
"Generating variants…",
|
| 29 |
+
"Scoring with the judge…",
|
| 30 |
+
];
|
| 31 |
+
|
| 32 |
+
export default function Page() {
|
| 33 |
+
const [brief, setBrief] = useState<Brief>(EXAMPLE_BRIEF);
|
| 34 |
+
const [loading, setLoading] = useState(false);
|
| 35 |
+
const [phase, setPhase] = useState(0);
|
| 36 |
+
const [result, setResult] = useState<RunResponse | null>(null);
|
| 37 |
+
const [stats, setStats] = useState<Stats | null>(null);
|
| 38 |
+
const [error, setError] = useState<string | null>(null);
|
| 39 |
+
const phaseTimer = useRef<ReturnType<typeof setInterval> | null>(null);
|
| 40 |
+
|
| 41 |
+
const refreshStats = useCallback(async () => {
|
| 42 |
+
try {
|
| 43 |
+
setStats(await getStats());
|
| 44 |
+
} catch {
|
| 45 |
+
// Stats are non-critical; leave them dashed if unreachable.
|
| 46 |
+
}
|
| 47 |
+
}, []);
|
| 48 |
+
|
| 49 |
+
useEffect(() => {
|
| 50 |
+
refreshStats();
|
| 51 |
+
}, [refreshStats]);
|
| 52 |
+
|
| 53 |
+
// Advance the loading status text while a run is in flight.
|
| 54 |
+
useEffect(() => {
|
| 55 |
+
if (loading) {
|
| 56 |
+
setPhase(0);
|
| 57 |
+
phaseTimer.current = setInterval(() => {
|
| 58 |
+
setPhase((p) => Math.min(p + 1, LOADING_PHASES.length - 1));
|
| 59 |
+
}, 1100);
|
| 60 |
+
} else if (phaseTimer.current) {
|
| 61 |
+
clearInterval(phaseTimer.current);
|
| 62 |
+
phaseTimer.current = null;
|
| 63 |
+
}
|
| 64 |
+
return () => {
|
| 65 |
+
if (phaseTimer.current) clearInterval(phaseTimer.current);
|
| 66 |
+
};
|
| 67 |
+
}, [loading]);
|
| 68 |
+
|
| 69 |
+
const onChange = (key: keyof Brief, value: string) =>
|
| 70 |
+
setBrief((b) => ({ ...b, [key]: value }));
|
| 71 |
+
|
| 72 |
+
const onSubmit = async () => {
|
| 73 |
+
setLoading(true);
|
| 74 |
+
setError(null);
|
| 75 |
+
try {
|
| 76 |
+
const data = await runAgent(brief);
|
| 77 |
+
setResult(data);
|
| 78 |
+
await refreshStats();
|
| 79 |
+
} catch (e) {
|
| 80 |
+
const msg = e instanceof ApiError ? e.message : "Something went wrong.";
|
| 81 |
+
setError(msg);
|
| 82 |
+
} finally {
|
| 83 |
+
setLoading(false);
|
| 84 |
+
}
|
| 85 |
+
};
|
| 86 |
+
|
| 87 |
+
const orderedOutputs = result
|
| 88 |
+
? ORDER.map((t) => result.outputs.find((o) => o.variant_type === t)).filter(
|
| 89 |
+
(o): o is RunResponse["outputs"][number] => Boolean(o),
|
| 90 |
+
)
|
| 91 |
+
: [];
|
| 92 |
+
|
| 93 |
+
return (
|
| 94 |
+
<main className="mx-auto max-w-5xl px-5 py-10 sm:py-14">
|
| 95 |
+
{/* Header */}
|
| 96 |
+
<header className="mb-10 flex flex-col gap-4 border-b border-ink-700 pb-6 sm:flex-row sm:items-start sm:justify-between">
|
| 97 |
+
<div>
|
| 98 |
+
<h1 className="text-xl font-semibold tracking-tight text-zinc-50 sm:text-2xl">
|
| 99 |
+
Self-Improving Ad Copy Agent
|
| 100 |
+
</h1>
|
| 101 |
+
<p className="mt-1.5 max-w-xl text-sm leading-relaxed text-zinc-500">
|
| 102 |
+
Generates DTC ad copy, scores its own output with an LLM judge,
|
| 103 |
+
remembers the winners, and gets better with every run.
|
| 104 |
+
</p>
|
| 105 |
+
</div>
|
| 106 |
+
<div className="sm:pt-1">
|
| 107 |
+
<StatsStrip stats={stats} />
|
| 108 |
+
</div>
|
| 109 |
+
</header>
|
| 110 |
+
|
| 111 |
+
{/* Brief form */}
|
| 112 |
+
<BriefForm
|
| 113 |
+
brief={brief}
|
| 114 |
+
onChange={onChange}
|
| 115 |
+
onSubmit={onSubmit}
|
| 116 |
+
loading={loading}
|
| 117 |
+
statusText={LOADING_PHASES[phase]}
|
| 118 |
+
/>
|
| 119 |
+
|
| 120 |
+
{/* Error */}
|
| 121 |
+
{error && (
|
| 122 |
+
<div className="mt-5 border border-red-500/40 bg-red-500/10 px-4 py-3 text-sm text-red-300">
|
| 123 |
+
{error}
|
| 124 |
+
</div>
|
| 125 |
+
)}
|
| 126 |
+
|
| 127 |
+
{/* Results */}
|
| 128 |
+
{result && (
|
| 129 |
+
<section className="mt-8">
|
| 130 |
+
{result.retrieved_count > 0 && (
|
| 131 |
+
<p className="mb-3 font-mono text-xs text-zinc-500">
|
| 132 |
+
<span className="text-emerald-400">↺</span> Informed by{" "}
|
| 133 |
+
{result.retrieved_count} past high-scoring example
|
| 134 |
+
{result.retrieved_count === 1 ? "" : "s"}.
|
| 135 |
+
</p>
|
| 136 |
+
)}
|
| 137 |
+
<div className="grid grid-cols-1 gap-4 lg:grid-cols-3">
|
| 138 |
+
{orderedOutputs.map((o) => (
|
| 139 |
+
<ResultCard key={o.variant_type} output={o} />
|
| 140 |
+
))}
|
| 141 |
+
</div>
|
| 142 |
+
<p className="mt-3 font-mono text-[11px] text-zinc-600">
|
| 143 |
+
run #{result.run_id} · prompt {result.prompt_version}
|
| 144 |
+
{result.feedback.promoted_to_golden.length > 0 &&
|
| 145 |
+
` · promoted: ${result.feedback.promoted_to_golden.join(", ")}`}
|
| 146 |
+
</p>
|
| 147 |
+
</section>
|
| 148 |
+
)}
|
| 149 |
+
|
| 150 |
+
{/* How it works */}
|
| 151 |
+
<div className="mt-12">
|
| 152 |
+
<HowItWorks />
|
| 153 |
+
</div>
|
| 154 |
+
|
| 155 |
+
<footer className="mt-10 border-t border-ink-700 pt-5 font-mono text-[11px] text-zinc-600">
|
| 156 |
+
Backend: FastAPI on Railway · Frontend: Next.js on Vercel · Judge &
|
| 157 |
+
generator: llama-3.3-70b
|
| 158 |
+
</footer>
|
| 159 |
+
</main>
|
| 160 |
+
);
|
| 161 |
+
}
|
web/components/BriefForm.tsx
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import type { Brief } from "@/lib/types";
|
| 2 |
+
|
| 3 |
+
const FIELDS: { key: keyof Brief; label: string; placeholder: string }[] = [
|
| 4 |
+
{ key: "brand", label: "Brand", placeholder: "FitFuel" },
|
| 5 |
+
{ key: "product", label: "Product", placeholder: "High-protein meal replacement shake" },
|
| 6 |
+
{ key: "audience", label: "Audience", placeholder: "Busy professionals aged 25-40" },
|
| 7 |
+
{ key: "tone", label: "Tone", placeholder: "Energetic and no-nonsense" },
|
| 8 |
+
{ key: "goal", label: "Goal", placeholder: "Drive trial purchases" },
|
| 9 |
+
];
|
| 10 |
+
|
| 11 |
+
export function BriefForm({
|
| 12 |
+
brief,
|
| 13 |
+
onChange,
|
| 14 |
+
onSubmit,
|
| 15 |
+
loading,
|
| 16 |
+
statusText,
|
| 17 |
+
}: {
|
| 18 |
+
brief: Brief;
|
| 19 |
+
onChange: (key: keyof Brief, value: string) => void;
|
| 20 |
+
onSubmit: () => void;
|
| 21 |
+
loading: boolean;
|
| 22 |
+
statusText: string;
|
| 23 |
+
}) {
|
| 24 |
+
return (
|
| 25 |
+
<form
|
| 26 |
+
onSubmit={(e) => {
|
| 27 |
+
e.preventDefault();
|
| 28 |
+
onSubmit();
|
| 29 |
+
}}
|
| 30 |
+
className="border border-ink-700 bg-ink-900"
|
| 31 |
+
>
|
| 32 |
+
<div className="border-b border-ink-700 px-5 py-3">
|
| 33 |
+
<h2 className="font-mono text-xs uppercase tracking-wider text-zinc-400">
|
| 34 |
+
Brand Brief
|
| 35 |
+
</h2>
|
| 36 |
+
</div>
|
| 37 |
+
|
| 38 |
+
<div className="grid grid-cols-1 gap-4 px-5 py-5 sm:grid-cols-2">
|
| 39 |
+
{FIELDS.map((f) => (
|
| 40 |
+
<div
|
| 41 |
+
key={f.key}
|
| 42 |
+
className={f.key === "product" ? "sm:col-span-2" : undefined}
|
| 43 |
+
>
|
| 44 |
+
<label
|
| 45 |
+
htmlFor={f.key}
|
| 46 |
+
className="mb-1.5 block font-mono text-[11px] uppercase tracking-wider text-zinc-500"
|
| 47 |
+
>
|
| 48 |
+
{f.label}
|
| 49 |
+
</label>
|
| 50 |
+
<input
|
| 51 |
+
id={f.key}
|
| 52 |
+
type="text"
|
| 53 |
+
value={brief[f.key]}
|
| 54 |
+
placeholder={f.placeholder}
|
| 55 |
+
onChange={(e) => onChange(f.key, e.target.value)}
|
| 56 |
+
disabled={loading}
|
| 57 |
+
className="w-full border border-ink-700 bg-ink-950 px-3 py-2 text-sm text-zinc-100 outline-none transition-colors placeholder:text-zinc-600 focus:border-zinc-500 disabled:opacity-60"
|
| 58 |
+
/>
|
| 59 |
+
</div>
|
| 60 |
+
))}
|
| 61 |
+
</div>
|
| 62 |
+
|
| 63 |
+
<div className="flex items-center justify-between gap-4 border-t border-ink-700 px-5 py-4">
|
| 64 |
+
<p
|
| 65 |
+
className={`font-mono text-xs text-zinc-500 ${
|
| 66 |
+
loading ? "animate-soft-pulse" : ""
|
| 67 |
+
}`}
|
| 68 |
+
>
|
| 69 |
+
{loading ? statusText : "Ready"}
|
| 70 |
+
</p>
|
| 71 |
+
<button
|
| 72 |
+
type="submit"
|
| 73 |
+
disabled={loading}
|
| 74 |
+
className="border border-zinc-300 bg-zinc-100 px-4 py-2 text-sm font-medium text-ink-950 transition-colors hover:bg-white disabled:cursor-not-allowed disabled:border-ink-600 disabled:bg-ink-700 disabled:text-zinc-400"
|
| 75 |
+
>
|
| 76 |
+
{loading ? "Running…" : "Generate Copy"}
|
| 77 |
+
</button>
|
| 78 |
+
</div>
|
| 79 |
+
</form>
|
| 80 |
+
);
|
| 81 |
+
}
|
web/components/HowItWorks.tsx
ADDED
|
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
const STEPS = [
|
| 2 |
+
{
|
| 3 |
+
n: "01",
|
| 4 |
+
title: "Generate",
|
| 5 |
+
body: "The agent turns a brand brief into three ad-copy variants: a headline hook, body copy, and a CTA.",
|
| 6 |
+
},
|
| 7 |
+
{
|
| 8 |
+
n: "02",
|
| 9 |
+
title: "Judge",
|
| 10 |
+
body: "A separate LLM-as-judge scores each variant 1–5 on four dimensions: hook strength, brand alignment, clarity, and conversion intent.",
|
| 11 |
+
},
|
| 12 |
+
{
|
| 13 |
+
n: "03",
|
| 14 |
+
title: "Remember",
|
| 15 |
+
body: "Outputs scoring ≥ 4.0 are promoted into a golden dataset and a vector memory; weak ones (< 2.5) get flagged for review.",
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
n: "04",
|
| 19 |
+
title: "Improve & guard",
|
| 20 |
+
body: "Future runs retrieve those winners as few-shot examples, so quality compounds, and a regression gate blocks any prompt change that drops golden scores.",
|
| 21 |
+
},
|
| 22 |
+
];
|
| 23 |
+
|
| 24 |
+
export function HowItWorks() {
|
| 25 |
+
return (
|
| 26 |
+
<section className="border border-ink-700 bg-ink-900">
|
| 27 |
+
<div className="border-b border-ink-700 px-5 py-3">
|
| 28 |
+
<h2 className="font-mono text-xs uppercase tracking-wider text-zinc-400">
|
| 29 |
+
How it works
|
| 30 |
+
</h2>
|
| 31 |
+
</div>
|
| 32 |
+
<div className="grid grid-cols-1 gap-px bg-ink-700 sm:grid-cols-2 lg:grid-cols-4">
|
| 33 |
+
{STEPS.map((s) => (
|
| 34 |
+
<div key={s.n} className="bg-ink-900 px-5 py-5">
|
| 35 |
+
<div className="mb-2 flex items-center gap-2">
|
| 36 |
+
<span className="font-mono text-xs text-zinc-600">{s.n}</span>
|
| 37 |
+
<span className="text-sm font-medium text-zinc-200">{s.title}</span>
|
| 38 |
+
</div>
|
| 39 |
+
<p className="text-[13px] leading-relaxed text-zinc-500">{s.body}</p>
|
| 40 |
+
</div>
|
| 41 |
+
))}
|
| 42 |
+
</div>
|
| 43 |
+
</section>
|
| 44 |
+
);
|
| 45 |
+
}
|
web/components/ResultCard.tsx
ADDED
|
@@ -0,0 +1,78 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import type { Output, Scores } from "@/lib/types";
|
| 2 |
+
|
| 3 |
+
const VARIANT_LABEL: Record<Output["variant_type"], string> = {
|
| 4 |
+
headline: "Headline",
|
| 5 |
+
body: "Body",
|
| 6 |
+
cta: "CTA",
|
| 7 |
+
};
|
| 8 |
+
|
| 9 |
+
// Badge / accent color by weighted average: green >=4.0, amber 2.5-4.0, red <2.5.
|
| 10 |
+
function band(weighted: number) {
|
| 11 |
+
if (weighted >= 4.0) {
|
| 12 |
+
return { text: "text-emerald-400", border: "border-emerald-500/40", bg: "bg-emerald-500/10", bar: "bg-emerald-400/70" };
|
| 13 |
+
}
|
| 14 |
+
if (weighted >= 2.5) {
|
| 15 |
+
return { text: "text-amber-400", border: "border-amber-500/40", bg: "bg-amber-500/10", bar: "bg-amber-400/70" };
|
| 16 |
+
}
|
| 17 |
+
return { text: "text-red-400", border: "border-red-500/40", bg: "bg-red-500/10", bar: "bg-red-400/70" };
|
| 18 |
+
}
|
| 19 |
+
|
| 20 |
+
const DIMS: { key: keyof Scores; label: string }[] = [
|
| 21 |
+
{ key: "hook_strength", label: "Hook" },
|
| 22 |
+
{ key: "brand_alignment", label: "Brand" },
|
| 23 |
+
{ key: "clarity", label: "Clarity" },
|
| 24 |
+
{ key: "conversion_intent", label: "Conv" },
|
| 25 |
+
];
|
| 26 |
+
|
| 27 |
+
function ScoreBar({ label, value, barClass }: { label: string; value: number; barClass: string }) {
|
| 28 |
+
const pct = Math.max(0, Math.min(100, (value / 5) * 100));
|
| 29 |
+
return (
|
| 30 |
+
<div className="flex items-center gap-2">
|
| 31 |
+
<span className="w-14 font-mono text-[10px] uppercase tracking-wider text-zinc-500">
|
| 32 |
+
{label}
|
| 33 |
+
</span>
|
| 34 |
+
<div className="h-1.5 flex-1 bg-ink-800">
|
| 35 |
+
<div className={`h-full ${barClass}`} style={{ width: `${pct}%` }} />
|
| 36 |
+
</div>
|
| 37 |
+
<span className="w-4 text-right font-mono text-[11px] tabular-nums text-zinc-400">
|
| 38 |
+
{value}
|
| 39 |
+
</span>
|
| 40 |
+
</div>
|
| 41 |
+
);
|
| 42 |
+
}
|
| 43 |
+
|
| 44 |
+
export function ResultCard({ output }: { output: Output }) {
|
| 45 |
+
const { scores } = output;
|
| 46 |
+
const c = band(scores.weighted_average);
|
| 47 |
+
|
| 48 |
+
return (
|
| 49 |
+
<div className="flex flex-col border border-ink-700 bg-ink-900">
|
| 50 |
+
<div className="flex items-center justify-between border-b border-ink-700 px-4 py-2.5">
|
| 51 |
+
<span className="font-mono text-xs uppercase tracking-wider text-zinc-400">
|
| 52 |
+
{VARIANT_LABEL[output.variant_type]}
|
| 53 |
+
</span>
|
| 54 |
+
<span
|
| 55 |
+
className={`border ${c.border} ${c.bg} ${c.text} px-2 py-0.5 font-mono text-xs tabular-nums`}
|
| 56 |
+
title="Weighted average score"
|
| 57 |
+
>
|
| 58 |
+
{scores.weighted_average.toFixed(2)}
|
| 59 |
+
</span>
|
| 60 |
+
</div>
|
| 61 |
+
|
| 62 |
+
<div className="flex-1 px-4 py-4">
|
| 63 |
+
<p className="text-sm leading-relaxed text-zinc-100">{output.content}</p>
|
| 64 |
+
</div>
|
| 65 |
+
|
| 66 |
+
<div className="space-y-2 border-t border-ink-700 px-4 py-3">
|
| 67 |
+
{DIMS.map((d) => (
|
| 68 |
+
<ScoreBar
|
| 69 |
+
key={d.key}
|
| 70 |
+
label={d.label}
|
| 71 |
+
value={Number(scores[d.key])}
|
| 72 |
+
barClass={c.bar}
|
| 73 |
+
/>
|
| 74 |
+
))}
|
| 75 |
+
</div>
|
| 76 |
+
</div>
|
| 77 |
+
);
|
| 78 |
+
}
|
web/components/StatsStrip.tsx
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import type { Stats } from "@/lib/types";
|
| 2 |
+
|
| 3 |
+
export function StatsStrip({ stats }: { stats: Stats | null }) {
|
| 4 |
+
const item = (label: string, value: number | null) => (
|
| 5 |
+
<span className="inline-flex items-baseline gap-1.5">
|
| 6 |
+
<span className="text-zinc-500">{label}</span>
|
| 7 |
+
<span className="font-mono text-zinc-200 tabular-nums">
|
| 8 |
+
{value === null ? "–" : value}
|
| 9 |
+
</span>
|
| 10 |
+
</span>
|
| 11 |
+
);
|
| 12 |
+
|
| 13 |
+
return (
|
| 14 |
+
<div className="flex items-center gap-3 border border-ink-700 bg-ink-850 px-3 py-1.5 text-xs">
|
| 15 |
+
{item("Runs", stats?.runs ?? null)}
|
| 16 |
+
<span className="text-ink-600">·</span>
|
| 17 |
+
{item("Golden", stats?.golden ?? null)}
|
| 18 |
+
<span className="text-ink-600">·</span>
|
| 19 |
+
{item("Flagged", stats?.flagged ?? null)}
|
| 20 |
+
</div>
|
| 21 |
+
);
|
| 22 |
+
}
|
web/lib/api.ts
ADDED
|
@@ -0,0 +1,53 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import type { Brief, RunResponse, Stats } from "./types";
|
| 2 |
+
|
| 3 |
+
const API_URL = process.env.NEXT_PUBLIC_API_URL ?? "http://localhost:8000";
|
| 4 |
+
|
| 5 |
+
/** Raised for any non-OK API response, with a user-friendly message. */
|
| 6 |
+
export class ApiError extends Error {
|
| 7 |
+
status: number;
|
| 8 |
+
constructor(message: string, status: number) {
|
| 9 |
+
super(message);
|
| 10 |
+
this.name = "ApiError";
|
| 11 |
+
this.status = status;
|
| 12 |
+
}
|
| 13 |
+
}
|
| 14 |
+
|
| 15 |
+
async function parseError(res: Response): Promise<string> {
|
| 16 |
+
if (res.status === 429) {
|
| 17 |
+
return "Rate limit reached (10 runs/minute). Give it a minute and try again.";
|
| 18 |
+
}
|
| 19 |
+
try {
|
| 20 |
+
const data = await res.json();
|
| 21 |
+
if (data?.detail) return String(data.detail);
|
| 22 |
+
} catch {
|
| 23 |
+
/* fall through to generic */
|
| 24 |
+
}
|
| 25 |
+
return `Request failed (${res.status}).`;
|
| 26 |
+
}
|
| 27 |
+
|
| 28 |
+
export async function getStats(): Promise<Stats> {
|
| 29 |
+
const res = await fetch(`${API_URL}/stats`, { cache: "no-store" });
|
| 30 |
+
if (!res.ok) throw new ApiError(await parseError(res), res.status);
|
| 31 |
+
return res.json();
|
| 32 |
+
}
|
| 33 |
+
|
| 34 |
+
export async function runAgent(brief: Brief): Promise<RunResponse> {
|
| 35 |
+
let res: Response;
|
| 36 |
+
try {
|
| 37 |
+
res = await fetch(`${API_URL}/run`, {
|
| 38 |
+
method: "POST",
|
| 39 |
+
headers: { "Content-Type": "application/json" },
|
| 40 |
+
body: JSON.stringify(brief),
|
| 41 |
+
});
|
| 42 |
+
} catch {
|
| 43 |
+
// Network / CORS / backend down.
|
| 44 |
+
throw new ApiError(
|
| 45 |
+
"Could not reach the backend. Is the API running and NEXT_PUBLIC_API_URL set correctly?",
|
| 46 |
+
0,
|
| 47 |
+
);
|
| 48 |
+
}
|
| 49 |
+
if (!res.ok) throw new ApiError(await parseError(res), res.status);
|
| 50 |
+
return res.json();
|
| 51 |
+
}
|
| 52 |
+
|
| 53 |
+
export { API_URL };
|
web/lib/types.ts
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
export interface Brief {
|
| 2 |
+
brand: string;
|
| 3 |
+
product: string;
|
| 4 |
+
audience: string;
|
| 5 |
+
tone: string;
|
| 6 |
+
goal: string;
|
| 7 |
+
}
|
| 8 |
+
|
| 9 |
+
export type VariantType = "headline" | "body" | "cta";
|
| 10 |
+
|
| 11 |
+
export interface Scores {
|
| 12 |
+
hook_strength: number;
|
| 13 |
+
brand_alignment: number;
|
| 14 |
+
clarity: number;
|
| 15 |
+
conversion_intent: number;
|
| 16 |
+
weighted_average: number;
|
| 17 |
+
rationale?: string;
|
| 18 |
+
}
|
| 19 |
+
|
| 20 |
+
export interface Output {
|
| 21 |
+
variant_type: VariantType;
|
| 22 |
+
content: string;
|
| 23 |
+
scores: Scores;
|
| 24 |
+
}
|
| 25 |
+
|
| 26 |
+
export interface Feedback {
|
| 27 |
+
promoted_to_golden: string[];
|
| 28 |
+
flagged_for_review: string[];
|
| 29 |
+
golden_threshold: number;
|
| 30 |
+
flag_threshold: number;
|
| 31 |
+
}
|
| 32 |
+
|
| 33 |
+
export interface RunResponse {
|
| 34 |
+
run_id: number;
|
| 35 |
+
brief: Brief;
|
| 36 |
+
prompt_version: string;
|
| 37 |
+
retrieved_count: number;
|
| 38 |
+
retrieved_examples: number;
|
| 39 |
+
outputs: Output[];
|
| 40 |
+
feedback: Feedback;
|
| 41 |
+
}
|
| 42 |
+
|
| 43 |
+
export interface Stats {
|
| 44 |
+
runs: number;
|
| 45 |
+
golden: number;
|
| 46 |
+
flagged: number;
|
| 47 |
+
}
|
web/next-env.d.ts
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
/// <reference types="next" />
|
| 2 |
+
/// <reference types="next/image-types/global" />
|
| 3 |
+
|
| 4 |
+
// NOTE: This file should not be edited
|
| 5 |
+
// see https://nextjs.org/docs/app/building-your-application/configuring/typescript for more information.
|
web/next.config.mjs
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
/** @type {import('next').NextConfig} */
|
| 2 |
+
const nextConfig = {
|
| 3 |
+
reactStrictMode: true,
|
| 4 |
+
};
|
| 5 |
+
|
| 6 |
+
export default nextConfig;
|
web/package-lock.json
ADDED
|
@@ -0,0 +1,1664 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
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|
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|
|
|
|
|
|
|
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|
|
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|
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web/package.json
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|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "self-improving-agent-web",
|
| 3 |
+
"version": "1.0.0",
|
| 4 |
+
"private": true,
|
| 5 |
+
"scripts": {
|
| 6 |
+
"dev": "next dev",
|
| 7 |
+
"build": "next build",
|
| 8 |
+
"start": "next start"
|
| 9 |
+
},
|
| 10 |
+
"dependencies": {
|
| 11 |
+
"next": "14.2.35",
|
| 12 |
+
"react": "18.3.1",
|
| 13 |
+
"react-dom": "18.3.1"
|
| 14 |
+
},
|
| 15 |
+
"devDependencies": {
|
| 16 |
+
"@types/node": "20.16.11",
|
| 17 |
+
"@types/react": "18.3.11",
|
| 18 |
+
"@types/react-dom": "18.3.0",
|
| 19 |
+
"autoprefixer": "10.4.20",
|
| 20 |
+
"postcss": "8.5.10",
|
| 21 |
+
"tailwindcss": "3.4.14",
|
| 22 |
+
"typescript": "5.6.3"
|
| 23 |
+
}
|
| 24 |
+
}
|
web/postcss.config.mjs
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
/** @type {import('postcss-load-config').Config} */
|
| 2 |
+
const config = {
|
| 3 |
+
plugins: {
|
| 4 |
+
tailwindcss: {},
|
| 5 |
+
autoprefixer: {},
|
| 6 |
+
},
|
| 7 |
+
};
|
| 8 |
+
|
| 9 |
+
export default config;
|
web/tailwind.config.ts
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import type { Config } from "tailwindcss";
|
| 2 |
+
|
| 3 |
+
const config: Config = {
|
| 4 |
+
content: [
|
| 5 |
+
"./app/**/*.{ts,tsx}",
|
| 6 |
+
"./components/**/*.{ts,tsx}",
|
| 7 |
+
],
|
| 8 |
+
theme: {
|
| 9 |
+
extend: {
|
| 10 |
+
colors: {
|
| 11 |
+
// Restrained, dashboard-style neutral palette.
|
| 12 |
+
ink: {
|
| 13 |
+
950: "#0a0a0b",
|
| 14 |
+
900: "#0e0e10",
|
| 15 |
+
850: "#141417",
|
| 16 |
+
800: "#1b1b1f",
|
| 17 |
+
700: "#26262b",
|
| 18 |
+
600: "#3a3a42",
|
| 19 |
+
},
|
| 20 |
+
},
|
| 21 |
+
fontFamily: {
|
| 22 |
+
sans: [
|
| 23 |
+
"ui-sans-serif",
|
| 24 |
+
"system-ui",
|
| 25 |
+
"-apple-system",
|
| 26 |
+
"Segoe UI",
|
| 27 |
+
"Roboto",
|
| 28 |
+
"Helvetica Neue",
|
| 29 |
+
"Arial",
|
| 30 |
+
"sans-serif",
|
| 31 |
+
],
|
| 32 |
+
mono: [
|
| 33 |
+
"ui-monospace",
|
| 34 |
+
"SFMono-Regular",
|
| 35 |
+
"Menlo",
|
| 36 |
+
"Consolas",
|
| 37 |
+
"Liberation Mono",
|
| 38 |
+
"monospace",
|
| 39 |
+
],
|
| 40 |
+
},
|
| 41 |
+
},
|
| 42 |
+
},
|
| 43 |
+
plugins: [],
|
| 44 |
+
};
|
| 45 |
+
|
| 46 |
+
export default config;
|
web/tsconfig.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"compilerOptions": {
|
| 3 |
+
"target": "ES2017",
|
| 4 |
+
"lib": ["dom", "dom.iterable", "esnext"],
|
| 5 |
+
"allowJs": true,
|
| 6 |
+
"skipLibCheck": true,
|
| 7 |
+
"strict": true,
|
| 8 |
+
"noEmit": true,
|
| 9 |
+
"esModuleInterop": true,
|
| 10 |
+
"module": "esnext",
|
| 11 |
+
"moduleResolution": "bundler",
|
| 12 |
+
"resolveJsonModule": true,
|
| 13 |
+
"isolatedModules": true,
|
| 14 |
+
"jsx": "preserve",
|
| 15 |
+
"incremental": true,
|
| 16 |
+
"plugins": [{ "name": "next" }],
|
| 17 |
+
"paths": {
|
| 18 |
+
"@/*": ["./*"]
|
| 19 |
+
}
|
| 20 |
+
},
|
| 21 |
+
"include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
|
| 22 |
+
"exclude": ["node_modules"]
|
| 23 |
+
}
|