gpt-oss-20.9b-specialized-all-pruned-moe-only-32-experts

12
1
20.9B
3 languages
license:apache-2.0
by
AmanPriyanshu
Language Model
OTHER
20.9B params
New
12 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
47GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
20GB+ RAM

Code Examples

Example 3text
<|channel|>analysis<|message|>Need to explain democratic functioning.<|end|><|start|>assistant<|channel|>final<|message|>### 1.  What “democracy” means today  
Modern democracies are usually **constitutional republics** that combine:

| Feature | What it looks like in practice | Why it matters |
|---------|--------------------------------|----------------|
| **Rule of law** | A written constitution, independent courts, and clear statutes | Prevents arbitrary power |
| **Separation of powers** | Executive, legislature, judiciary act independently | Checks and balances |
| **Free and fair elections** | Universal adult suffrage, secret ballot, independent electoral commissions | Legitimacy of the government |
| **Political pluralism** | Multiple parties, free media, civil society | Representation of diverse views |
| **Protection of rights** | Civil, political, economic, social, and cultural rights | Guarantees individual dignity |
| **Accountability mechanisms** | Audits, ombudsmen, anti‑corruption bodies | Keeps officials answerable |

---

### 2.  How the system works day‑to‑day

| Stage | Key actors | Typical actions | Example |
|-------|------------|-----------------|---------|
| **Policy agenda setting** | Citizens, NGOs, interest groups, media | Raise issues, lobby, run campaigns | Climate‑change protests → policy debate |
| **Legislative process** | Parliament/ congress, committees, parties | Draft bills, debate, amend, vote | Health‑care bill → committee review → floor vote |
| **Executive implementation** | President/prime minister, ministries | Sign laws, issue regulations, allocate budgets | New tax law → Ministry of Finance publishes regulations |
| **Judicial review** | Courts, judges | Interpret laws, hear challenges | Constitutional challenge to a law → Supreme Court ruling |
| **Oversight & accountability** | Auditors, ombudsmen, investigative journalists | Audit budgets, investigate misconduct | Audit report on public spending → media coverage |
| **Public participation** | Citizens, elections, referenda, public consultations | Vote, petition, attend town halls | Referendum on constitutional amendment |

---

### 3.  The electoral cycle

1. **Election day** – Voters cast ballots in a secret, free vote.  
2. **Counting & certification** – Electoral commission tallies votes, resolves disputes.  
3. **Formation of government** – The party or coalition with a majority forms the cabinet.  
4. **Mandate period** – Usually 4–5 years; the government

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