Update README - remove personal info

README.md

@@ -103,35 +103,34 @@ We tested Hito 1.7B against leading small models on counting, math, and self-awa
 | Claude 3.5 Haiku | ~8B | 70% | 33% | 100% |
 | Qwen3 1.7B base | 1.7B | 17% | 0% | 17% |
 
-### The Famous Strawberry Test
+### The Bat and Ball Test (Cognitive Bias)
 
-*"How many r's are in 'strawberry'?"*
+*"A bat and a ball cost $1.10 together. The bat costs $1.00 more than the ball. How much does the ball cost?"*
 
-<div align="center">
-<img src="benchmarks/counting_comparison.png" alt="Counting Comparison" width="80%"/>
-</div>
+Most AI (and humans) answer 10 cents. **That's wrong.**
 
 | Model | Answer | Correct |
 |-------|--------|---------|
-| **Hito 1.7B** | **3** | ✅ |
-| Qwen3 1.7B (base) | 2 | ❌ |
-| GPT-4o-mini | 2 | ❌ |
-| Claude 3.5 Haiku | 2 | ❌ |
-
-**Hito 1.7B solved the counting problem that larger models failed!**
+| **Hito 1.7B** | **$0.05** | ✅ |
+| Qwen3 1.7B (base) | $0.10 | ❌ |
+| GPT-4o-mini | $0.10 | ❌ |
 
-### Why? The `<think>` Tag in Action
+### Why? The `<doubt>` Tag in Action
 
 ```xml
 <think>
-Let me spell it out: s-t-r-a-w-b-e-r-r-y
-Counting r's: position 3 (r), position 8 (r), position 9 (r)
-Total: 3
+<understand>Ball + Bat = $1.10, Bat = Ball + $1.00</understand>
+<doubt>Intuition says 10 cents... but let me verify.</doubt>
+<logic>
+If ball = $0.10, bat = $1.10, total = $1.20. WRONG.
+Let ball = x: x + (x + 1) = 1.10, 2x = 0.10, x = 0.05
+</logic>
+<verify>Ball $0.05 + Bat $1.05 = $1.10 ✓</verify>
 </think>
-3
+The ball costs five cents.
 ```
 
-The cognitive training teaches the model to **verify** instead of guessing.
+The cognitive training teaches the model to **doubt intuition** and verify algebraically.
 
 ---
 
@@ -305,7 +304,7 @@ from transformers import AutoModelForCausalLM, AutoTokenizer
 model = AutoModelForCausalLM.from_pretrained("hitonet/hito-1.7b")
 tokenizer = AutoTokenizer.from_pretrained("hitonet/hito-1.7b")
 
-messages = [{"role": "user", "content": "How many r's are in strawberry?"}]
+messages = [{"role": "user", "content": "A bat and a ball cost $1.10 together. The bat costs $1.00 more than the ball. How much does the ball cost?"}]
 inputs = tokenizer.apply_chat_template(messages, return_tensors="pt", add_generation_prompt=True)
 outputs = model.generate(inputs, max_new_tokens=256)
 print(tokenizer.decode(outputs[0]))
@@ -359,7 +358,7 @@ For the full technical details, methodology, and formal analysis, see our resear
 
 **[Nested Cognitive Reasoning: A Tree-Structured Approach to Language Model Thinking](https://hitonet.com/research/nested-cognitive-reasoning)**
 
-*Drissi, O.S. (2025). Hitonet Research.*
+*Hitonet Research (2025).*
 
 ---
 
@@ -379,7 +378,7 @@ For the full technical details, methodology, and formal analysis, see our resear
 > 
 > **Commercial use of the NCR method requires a license.**
 > 
-> Contact: **[email protected]** | **[email protected]**
+> Contact: **[email protected]**
 
 ---
 
@@ -389,7 +388,7 @@ For the full technical details, methodology, and formal analysis, see our resear
 
 *Trained on 300 examples. Learned to doubt itself. That's pretty cool.*
 
-**Author: Ouissam Said Drissi**
+**By: Hitonet Research**
 
 </div>