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habbido

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خاتم الهبد for your LinkedIn feed. Detects AI hype with rules + LLM and stamps it with the official seal of the Supreme Authority of Habad.

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# Habbido (هبيدو)

> *حرر نفسك من الهبد.*
> — الهيئة العليا للهبد

A Chrome extension that detects AI hype on LinkedIn and stamps it with **خاتم الهبد** — the official seal of the Supreme Authority of Habad. Three-tier classification: regex rules on-device, an optional local Ollama model, and Azure GPT-4o for the close calls.

It does not block. It does not silence. It applies a stamp. *Show anyway* always works.

---

## ما هو الهبد؟

Egyptian Arabic. Approximately: *bullshit delivered in the cadence of authority.* A LinkedIn post that says *"Cognition will rebuild what software ate"* but wouldn't survive a 30-second technical follow-up. You know it when you scroll into it.

**Habbido (هبيدو)** is the diminutive — affectionate, slightly ridiculous. Lil' BS detector. That's what this is.

---

## Why this exists

> 54% of long-form LinkedIn posts have been AI-generated since ChatGPT launched.
> — [Originality.AI, 2025](https://originality.ai/blog/ai-content-published-linkedin)

A meaningful chunk of that is habad. Some of it is real ideas wrapped in habad. Habbido is the difference engine.

---

## How it works

```
              ┌─────────────────────────┐
              │   LinkedIn feed post    │
              └────────────┬────────────┘
                           │
          ┌────────────────▼────────────────┐
          │  ① Rule classifier   (in-page)  │   instant, regex-based
          └────────────┬────────────────────┘
                       │ UNCERTAIN
          ┌────────────▼────────────────────┐
          │  ② Local backend   (loopback)   │   127.0.0.1:3000
          └────────────┬────────────────────┘
                       │
              ┌────────▼────────┐
              │   Ollama (LLM)  │   optional, on-device
              └────────┬────────┘
                       │ still UNCERTAIN
              ┌────────▼────────────┐
              │   Azure GPT-4o      │   the heavy artillery
              └────────┬────────────┘
                       │
              ┌────────▼─────────────┐
              │  HYPE / SAFE / ?     │
              └────────┬─────────────┘
                       │
                ┌──────▼──────┐
                │  Apply seal │
                └─────────────┘
```

The rule layer is shared between the service worker and the backend (`src/rules.js`). One source of truth, calibrated together. Tune it once, both sides move.

---

## Install

### 1. The issuing authority (backend)

```bash
cd backend
cp .env.example .env
# put your Azure key into AZURE_OPENAI_KEY
npm install
npm start
```

Expected output:

```
Anti-Hype backend listening on http://127.0.0.1:3000
  Azure configured: true
  Ollama enabled:   true
  API version:      2024-10-21
```

### 2. The seal applicator (extension)

1. Open `chrome://extensions`
2. Toggle **Developer mode**
3. Click **Load unpacked** → select the project root
4. Pin Habbido to your toolbar
5. Click the popup. A green dot next to *azure ready* means you're operational.

### 3. Optional — local LLM (so nothing leaves your machine)

```bash
ollama serve &
ollama pull llama3.1
```

Set `LOCAL_OLLAMA_ENABLED=true` and `OLLAMA_MODEL=llama3.1` in `backend/.env`.

---

## What counts as habad

Ten patterns. A post hitting three or more is habad — even if it also names a real concept.

| # | Pattern | Example phrase |
|---|---|---|
| 1 | Buzzword stacking | "AGI is the next paradigm shift to disrupt the future of intelligence" |
| 2 | Unsupported certainty | "This guarantees AI will replace…" |
| 3 | Vague extraordinary metrics | "10x productivity, unprecedented growth" |
| 4 | Citation-shaped without citation | "Studies show…" (linking to nothing) |
| 5 | **Era-stacking with oracular finale** | "Software ate the world. Cognition will rebuild it." |
| 6 | Emotional inflation | "Mind-blowing. You won't believe…" |
| 7 | **LinkedIn influencer formula** | "Here's what nobody is talking about. 7 things. Save this. Tag a founder." |
| 8 | Product hype as insight | "Built this in 5 minutes with AI" (no artifact) |
| 9 | Confident future predictions | "By 2026, every developer will be replaced" |
| 10 | Anthropomorphism overreach | "GPT-4 truly understands what you feel" |

The full taxonomy, decision rules, and three-shot calibration live in `backend/server.js` as `CLASSIFICATION_TAXONOMY`. Two decision rules carry most of the load:

- **Rhetorical density rule.** A post hitting 3+ HYPE patterns is HYPE ≥0.85 even if it also makes one accurate technical observation.
- **Manifesto-with-real-reference rule.** Naming a real concept (Innovator's Dilemma, a real paper) does not redeem a post built on patterns 1, 2, 5, 7, and 9. The named reference is a fig leaf, not a citation.

---

## The seal

Issued by:
- **الهيئة العليا للهبد** *(Supreme Authority of Habad)*
- **إدارة شؤون الهبد** *(Department of Habad Affairs)*

The seal identifies. It does not silence. *Show anyway* always works. The point is informed scrolling, not censorship.

---

## Privacy

- Rule layer runs in your browser's service worker. Never leaves the browser.
- Backend binds to **127.0.0.1 only.** No external interface, no port forwarding.
- Ollama runs on your machine.
- Azure OpenAI is the only network call — and only fires when both rule layer and Ollama are uncertain.

No analytics. No telemetry. The Supreme Authority does not collect data.

---

## Configuration

```bash
# backend/.env
AZURE_OPENAI_ENDPOINT=https://YOUR-RESOURCE.openai.azure.com
AZURE_OPENAI_KEY=...
AZURE_OPENAI_DEPLOYMENT=gpt-4o
AZURE_OPENAI_API_VERSION=2024-10-21

OLLAMA_ENDPOINT=http://127.0.0.1:11434
OLLAMA_MODEL=llama3.1
LOCAL_OLLAMA_ENABLED=true

PORT=3000
```

Sensitivity (popup or options page):
- **Strict** — catches more, accepts more false positives
- **Balanced** — sane default
- **Lenient** — only the obvious habad

---

## Development

```
habbido/
├── manifest.json
├── README.md
├── backend/
│   ├── server.js              Express + axios + the taxonomy
│   ├── .env.example
│   ├── README.md
│   └── package.json
├── src/
│   ├── rules.js               Shared regex layer
│   ├── local_classifier.js    Re-export shim
│   ├── service_worker.js      SW + cache + nav listener
│   ├── content_script.js      DOM scan + overlay
│   ├── popup.html|css|js      Toolbar popup
│   └── options.html|css|js    Settings page
└── images/
    ├── khatm-elhabad.jpg
    ├── demo.png
    └── free-yourself-from-habad.jpg
```

Watch the backend stream classifications:

Test the API directly:

```bash
curl -sS http://127.0.0.1:3000/api/classify \
  -H 'Content-Type: application/json' \
  -d '{"text":"AGI is inevitable. The future of cognition is upon us. Save this post.", "sensitivity":"balanced"}' \
  | jq
```

Syntax-check everything:

```bash
node --check src/*.js
node --check backend/server.js
```

---

## FAQ

**Will my LinkedIn account get banned?**
No. Habbido never modifies the underlying post. It paints a local overlay on your DOM. LinkedIn's servers see nothing.

**Why not just unfollow these people?**
Some of them are clients. Some are family. The seal is more diplomatic than unfollowing.

**Why is the seal in Arabic?**
Because the joke is in Arabic. The Supreme Authority of Habad does not translate.

**Why doesn't it just hide the post entirely?**
Because sometimes habad wraps a real argument. *Show anyway* is the whole feature.

**The backend logs say "Azure deployment does not support json_schema". Is something broken?**
No. Your `gpt-4o` deployment is on a snapshot older than `2024-08-06`. Habbido auto-falls-back to `json_object` mode. Update the deployment when convenient.

**Can I add my own patterns?**
Yes. Edit `src/rules.js` (regex layer) or extend `CLASSIFICATION_TAXONOMY` in `backend/server.js`. Both are designed to be tuned.

**Does it work on Twitter / X / Threads / Bluesky?**
Not yet. Different DOM, different vocabulary, different cultural register. PRs welcome.

---

## Changelog

- **0.2.0** — Habbido brand. Cream overlay with the seal as centerpiece. SPA navigation triggers (no more reload-to-classify). Few-shot calibration anchored on the manifesto pattern. Auto-fallback from `json_schema` to `json_object` for older deployments. Toolbar popup with stats, backend status, and re-scan.
- **0.1.0** — Original prototype.

---

## License

MIT. The seal is on loan from the Supreme Authority and may be revoked at any time without notice.

---

## Acknowledgements

- **الهيئة العليا للهبد** — for the seal, and for setting standards
- **Captain Majid** — for emotional support during sprint zero
- Everyone whose feed inspired the taxonomy. You know who you are.

> *حرر نفسك من الهبد.*

habbido

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