awslabs · akshseh · Jun 22, 2026 · Jun 16, 2026 · Jun 18, 2026 · Jun 18, 2026
diff --git a/.gitignore b/.gitignore
@@ -286,6 +286,10 @@ plan/
 **/agent_state_*.json
 **/optimize_state_*.json
 **/runtime_config.json
+**/aws-targets.json
+!01-features/07-centralize-and-govern-your-ai-infrastructure/01-gateway/**/aws-targets.json
+!06-workshops/02-AgentCore-gateway/**/aws-targets.json
+**/.cli/deployed-state.json
 
 # Evaluation and session results
 **/batch_eval_*_result.json

diff --git a/...auth/04-inbound-auth-pingfederate/agent/private-idp-ping-agent/agentcore/aws-targets.json b/...auth/04-inbound-auth-pingfederate/agent/private-idp-ping-agent/agentcore/aws-targets.json
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/.gitignore b/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/.gitignore
@@ -21,4 +21,9 @@ Thumbs.db
 
 # Temporary files
 *.tmp
-*.temp
+*.temp
+
+# Generated state and output files (contain account-specific ARNs)
+agent_state_*.json
+optimize_state_*.json
+insights_result.json
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/.pylintrc b/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/.pylintrc
@@ -0,0 +1,3 @@
+[FORMAT]
+# Match ruff's default line length so the two tools don't conflict.
+max-line-length=120
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/README.md b/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/README.md
diff --git a/...bserve-evaluate-optimize-your-agent/03-optimize/images/observe-eval-improve.png b/...bserve-evaluate-optimize-your-agent/03-optimize/images/observe-eval-improve.png
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/insights.py b/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/insights.py
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/requirements.txt b/01-features/06-observe-evaluate-optimize-your-agent/03-optimize/requirements.txt
@@ -1,5 +1,5 @@
-bedrock-agentcore>=1.7.0
-boto3>=1.43.0
+bedrock-agentcore>=1.15.0
+boto3>=1.43.32
 strands-agents[otel]
 aws-opentelemetry-distro
 requests
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/AGENT-LOOPS.PNG b/01-features/06-observe-evaluate-optimize-your-agent/AGENT-LOOPS.PNG
diff --git a/01-features/06-observe-evaluate-optimize-your-agent/README.md b/01-features/06-observe-evaluate-optimize-your-agent/README.md
@@ -6,19 +6,7 @@ automated evaluation, and AI-driven optimization with A/B testing.
 
 ## Overview
 
-```
-┌─────────────────────────────────────────────────────────────────┐
-│                  Agent Lifecycle on AgentCore                   │
-│                                                                 │
-│  [Infrastructure Setup]    [Observe]    [Evaluate]  [Optimize]  │
-│         (one-time)          │               │           │       │
-│             │               ▼               ▼           ▼       │
-│  Enable Transaction ──► Advanced      ──► Batch    ──► Config   │
-│  Search + ADOT           OTel Techniques  Eval         Bundles  │
-│                         Custom Spans    Online Eval  A/B Tests  │
-│                         Data Protection GT Datasets  AI Recs    │
-└─────────────────────────────────────────────────────────────────┘
-```
+![Agent development to production loops](AGENT-LOOPS.png)
 
 ## Before You Start — Enable observability Infrastructure
 

diff --git a/...eatures/07-centralize-and-govern-your-ai-infrastructure/03-registry/TEST_LOG.md b/...eatures/07-centralize-and-govern-your-ai-infrastructure/03-registry/TEST_LOG.md
diff --git a/...tity/08-IDP-examples/PingFederate/agent/private-idp-ping-agent/agentcore/aws-targets.json b/...tity/08-IDP-examples/PingFederate/agent/private-idp-ping-agent/agentcore/aws-targets.json
diff --git a/06-workshops/07-AgentCore-evaluations/00-prereqs/agents_config.json b/06-workshops/07-AgentCore-evaluations/00-prereqs/agents_config.json
diff --git a/...ps/07-AgentCore-evaluations/02-running-evaluations/02-langgraph/evals_results/output.json b/...ps/07-AgentCore-evaluations/02-running-evaluations/02-langgraph/evals_results/output.json