Add AWS AgentCore integration blog post#1377
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benfrank241 merged 5 commits intomainfrom May 1, 2026
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Blog covers persistent memory for multi-turn agent workflows, including: - HindsightRuntimeAdapter architecture (before_turn, run_turn, after_turn) - TurnContext-based memory scoping for multi-tenant deployments - Three real-world use cases (customer support, data analysis, code review) - Configuration examples and best practices Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Corrected all code examples to use actual HindsightRuntimeAdapter API: - Changed from passing hindsight_client to using configure() - Fixed TurnContext fields: runtime_session_id, user_id, agent_name, tenant_id, request_id - Updated run_turn signature: context, payload, agent_callable - Fixed agent_callable signature: async (payload, memory_context) -> dict - Updated all three use cases with correct async/await patterns - Clarified memory scoping with actual bank ID generation - Verified all examples against actual API (tests pass) Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Major revisions based on feedback:
1. Added 'Hindsight vs AgentCore Memory' comparison section explaining:
- Why Hindsight over AgentCoreMemory (higher-level ops, richer retrieval, automation)
- When to use each service (choice matrix with 5 differentiators)
- Automation differences (Hindsight reads+writes, AgentCore write-only)
2. Simplified tone from infrastructure-focused to developer-focused:
- Rewrote 'Why Your Agents Need Memory' with customer context example
- Updated 'How Memory Works' to emphasize developer experience
- Renamed sections for clarity ('Adding Memory to Your Agent' vs 'Setting Up')
- Practical best practices for developers building agents
- Developer-centric troubleshooting guidance
3. Added 'Where to Deploy Hindsight' section:
- Hindsight Cloud (managed) vs Self-Hosted OSS option
- Clear recommendation: start with Cloud, migrate if needed
All code examples verified and unchanged. Blog now targets AWS developers building agents, not infrastructure engineers.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Move cover image to start of content (after truncate marker) to match other blog posts. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Change publication date from April 29 to May 1, 2026 to align with current review timeline. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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Summary
Blog post covering persistent memory for AWS AgentCore (Bedrock Agents) with Hindsight integration.
Covers the HindsightRuntimeAdapter architecture, multi-tenant memory scoping with TurnContext, three real-world use cases (customer support, data analysis, code review), and best practices for production deployments.
Test plan
npm run build)/img/blog/agentcore-persistent-memory.png🤖 Generated with Claude Code