diff --git a/course/labs/L1-first-agent/test.txt b/course/labs/L1-first-agent/test.txt
index 2b653c1..ed5f1d5 100644
--- a/course/labs/L1-first-agent/test.txt
+++ b/course/labs/L1-first-agent/test.txt
@@ -1,5 +1,17 @@
-This is a test file for Lab 1.7: Your First Agent.
-It contains sample data for the agent to read and summarize.
-Line 1: Hello world
-Line 2: The quick brown fox jumps over the lazy dog
-Line 3: 42 is the answer to everything
+This is a sample log file from a production agent system running on 2026-05-15.
+It contains session traces, tool calls, and timing data.
+
+Session ID: sess_abc123
+Date: 2026-05-15T14:30:00Z
+Model: claude-sonnet-4-20260501
+
+[14:30:01] AGENT INITIALIZED — Task: "Analyze the latest deployment log"
+[14:30:02] TOOL CALL: read_file(path="logs/deploy-2026-05-15.log")
+[14:30:03] TOOL RESULT: 847 bytes read
+[14:30:04] TOOL CALL: grep_search(pattern="ERROR|FAIL|CRITICAL")
+[14:30:05] TOOL RESULT: 3 matches found
+[14:30:06] TOOL CALL: read_file(path="logs/deploy-2026-05-15.log:42:50")
+[14:30:07] TOOL RESULT: 9 lines read
+[14:30:08] ANALYSIS: Found 2 warnings, 1 critical error
+[14:30:09] FINAL ANSWER: Deployment has a database connection issue
+[14:30:10] SESSION END — Total time: 9.2s, Total cost: $0.042
diff --git a/course/labs/L2-multi-tool/test.txt b/course/labs/L2-multi-tool/test.txt
new file mode 100644
index 0000000..3e45336
--- /dev/null
+++ b/course/labs/L2-multi-tool/test.txt
@@ -0,0 +1,26 @@
+{
+ "app_name": "AgentMonitor",
+ "version": "2.4.1",
+ "environment": "production",
+ "features": {
+ "dashboard": true,
+ "alerts": true,
+ "scheduling": false,
+ "multi_tenant": true
+ },
+ "database": {
+ "host": "db-primary-01.example.com",
+ "port": 5432,
+ "pool_size": 20,
+ "timeout_ms": 5000
+ },
+ "api_keys": [
+ { "service": "openai", "key": "sk-...prod...", "quota": 1000000 },
+ { "service": "anthropic", "key": "sk-ant-...prod...", "quota": 500000 }
+ ],
+ "logging": {
+ "level": "INFO",
+ "format": "json",
+ "sink": "cloudwatch"
+ }
+}
diff --git a/course/labs/_shared/__pycache__/mock_llm.cpython-313.pyc b/course/labs/_shared/__pycache__/mock_llm.cpython-313.pyc
index ee24d24..5b763f4 100644
Binary files a/course/labs/_shared/__pycache__/mock_llm.cpython-313.pyc and b/course/labs/_shared/__pycache__/mock_llm.cpython-313.pyc differ
diff --git a/course/labs/_shared/mock_llm.py b/course/labs/_shared/mock_llm.py
index 2f3c3ff..95504dd 100644
--- a/course/labs/_shared/mock_llm.py
+++ b/course/labs/_shared/mock_llm.py
@@ -133,9 +133,17 @@ def _generate_text_response(prompt: str) -> str:
prompt_lower = prompt.lower()
- # File content responses
+ # Agent session log responses
+ if "session" in prompt_lower and ("agent" in prompt_lower or "tool call" in prompt_lower):
+ return "I've analyzed the session log. Here's what I found:\n\n- The agent completed 3 tool calls successfully\n- 1 critical error was detected (database connection timeout)\n- 2 warnings (deprecated API usage)\n- Total session cost: $0.042\n- Recommendation: Check the database connection pool settings"
+
+ # File content responses - extract what the file is about
if "contents of" in prompt_lower:
- return "Based on the file contents, I can see the document contains sample data. The key information includes test records and example data points. What specific aspect would you like me to analyze?"
+ if "error" in prompt_lower or "FAIL" in prompt_lower:
+ return "I've analyzed the file. It contains session trace data from a production agent deployment. There are signs of a database connection issue that needs investigation."
+ if "deploy" in prompt_lower or "log" in prompt_lower:
+ return "I've reviewed the deployment log. The system ran 3 tool calls successfully with one critical error. The root cause appears to be a database timeout."
+ return "Based on the file contents, I can see it contains sample data with records and configuration details. The key patterns I identified are structured around standard formats."
# Search result responses
if "search" in prompt_lower and ("result" in prompt_lower or "found" in prompt_lower):
diff --git a/site/.vitepress/dist/404.html b/site/.vitepress/dist/404.html
index f908830..5efc293 100644
--- a/site/.vitepress/dist/404.html
+++ b/site/.vitepress/dist/404.html
@@ -6,12 +6,12 @@
Page Not Found | FDSA
-
+
-
+
-
+
@@ -27,7 +27,7 @@
-
+