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Most 8B models pattern-match. Veda-8B reasons.
| Capability | Standard Llama-3-8B | Veda-8B-v1 |
|---|---|---|
| Relational Chain Reasoning | ⚠️ Often fails | ✅ Reliable |
| Multi-hop Logic | ⚠️ Inconsistent | ✅ Strong |
| Code Hallucination | ❌ Common | ✅ Reduced |
| Chain-of-Thought | ⚠️ Partial | ✅ Complete |
A is B's father. C is A's sister. D is C's son. What is D's relation to B?A is B's father → C is B's aunt → D is C's son
∴ D is B's cousin.All Bloops are Razzies. All Razzies are Lazzies. Are all Bloops Lazzies?Bloops ⊆ Razzies ⊆ Lazzies
∴ Yes — by transitivity, all Bloops are definitely Lazzies.Second largest unique number without sort()1def second_largest(nums):
2 unique = set(nums)
3 if len(unique) < 2:
4 return None
5 first = second = float('-inf')
6 for n in unique:
7 if n > first:
8 second, first = first, n
9 elif n > second:
10 second = n
11 return second| Version | Size | RAM | Use |
|---|---|---|---|
| 🥇 Q4_K_M | 4.92 GB | 8 GB | Local dev, edge |
| 🥈 Q8_0 | 8.54 GB | 16 GB | Production |
| 🔬 F16 | 16 GB+ | 32 GB | Research |
1import llama_cpp
2
3llm = llama_cpp.Llama(model_path="./Veda-8B-v1-Q4_K_M.gguf", n_ctx=8192, n_threads=4)
4
5response = llm("A is taller than B. B is taller than C. Is A taller than C?",
6 max_tokens=512, temperature=0.1)