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Updates output to have correct model name for launch

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Alex Notov
2025-09-27 14:46:00 -06:00
parent 66b61a0a08
commit bca188063e
1 changed files with 55 additions and 4 deletions
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59
tool_use/memory_cookbook.ipynb
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@@ -189,7 +189,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -197,7 +197,7 @@
"output_type": "stream",
"text": [
"✓ API key loaded\n",
"✓ Using model: bobcat-v22-prod\n"
"✓ Using model: claude-sonnet-4-5-20250929\n"
]
}
],
@@ -1032,7 +1032,58 @@
{
"cell_type": "markdown",
"metadata": {},
"source": "### What Claude Actually Learns\n\nThis is what makes memory powerful - **semantic pattern recognition**, not just syntax:\n\n**Session 1: Thread-Based Web Scraper**\n\n```python\n# Bug: Race condition\nclass WebScraper:\n def __init__(self):\n self.results = [] # Shared state!\n \n def scrape_urls(self, urls):\n with ThreadPoolExecutor() as executor:\n for future in as_completed(futures):\n self.results.append(future.result()) # RACE!\n```\n\n**What Claude Stores in Memory** (example file: `/memories/concurrency_patterns/thread_safety.md`):\n\nWhen Claude encounters this pattern, it stores the following insights to its memory files:\n- **Symptom**: Inconsistent results in concurrent operations\n- **Cause**: Shared mutable state (lists/dicts) modified from multiple threads\n- **Solution**: Use locks, thread-safe data structures, or return results instead\n- **Red flags**: Instance variables in thread callbacks, unused locks, counter increments\n\n---\n\n**Session 2: Async API Client** (New conversation!)\n\nClaude checks memory FIRST, finds the thread-safety pattern, then:\n1. **Recognizes** similar pattern in async code (coroutines can interleave too)\n2. **Applies** the solution immediately (no re-learning needed)\n3. **Explains** with reference to stored knowledge\n\n```python\n# Claude spots this immediately:\nasync def fetch_all(self, endpoints):\n for coro in asyncio.as_completed(tasks):\n self.responses.append(await coro) # Same pattern!\n```\n\n---\n\n**Why This Matters:**\n\n- ❌ **Syntax checkers** miss race conditions entirely\n- ✅ **Claude learns** architectural patterns and applies them across contexts\n- ✅ **Cross-language**: Pattern applies to Go, Java, Rust concurrency too\n- ✅ **Gets better**: Each review adds to the knowledge base"
"source": [
"### What Claude Actually Learns\n",
"\n",
"This is what makes memory powerful - **semantic pattern recognition**, not just syntax:\n",
"\n",
"**Session 1: Thread-Based Web Scraper**\n",
"\n",
"```python\n",
"# Bug: Race condition\n",
"class WebScraper:\n",
" def __init__(self):\n",
" self.results = [] # Shared state!\n",
" \n",
" def scrape_urls(self, urls):\n",
" with ThreadPoolExecutor() as executor:\n",
" for future in as_completed(futures):\n",
" self.results.append(future.result()) # RACE!\n",
"```\n",
"\n",
"**What Claude Stores in Memory** (example file: `/memories/concurrency_patterns/thread_safety.md`):\n",
"\n",
"When Claude encounters this pattern, it stores the following insights to its memory files:\n",
"- **Symptom**: Inconsistent results in concurrent operations\n",
"- **Cause**: Shared mutable state (lists/dicts) modified from multiple threads\n",
"- **Solution**: Use locks, thread-safe data structures, or return results instead\n",
"- **Red flags**: Instance variables in thread callbacks, unused locks, counter increments\n",
"\n",
"---\n",
"\n",
"**Session 2: Async API Client** (New conversation!)\n",
"\n",
"Claude checks memory FIRST, finds the thread-safety pattern, then:\n",
"1. **Recognizes** similar pattern in async code (coroutines can interleave too)\n",
"2. **Applies** the solution immediately (no re-learning needed)\n",
"3. **Explains** with reference to stored knowledge\n",
"\n",
"```python\n",
"# Claude spots this immediately:\n",
"async def fetch_all(self, endpoints):\n",
" for coro in asyncio.as_completed(tasks):\n",
" self.responses.append(await coro) # Same pattern!\n",
"```\n",
"\n",
"---\n",
"\n",
"**Why This Matters:**\n",
"\n",
"- ❌ **Syntax checkers** miss race conditions entirely\n",
"- ✅ **Claude learns** architectural patterns and applies them across contexts\n",
"- ✅ **Cross-language**: Pattern applies to Go, Java, Rust concurrency too\n",
"- ✅ **Gets better**: Each review adds to the knowledge base"
]
},
{
"cell_type": "markdown",
@@ -1218,4 +1269,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
}
}