Updates
Changelog for LLMOps and AgentOps in Production
Last Updated
June 13, 2026
Change History
2026-06-13
Change Summary
- Normalized a non-standard
Callouttype in the "Security First" note (warning→warn) so it renders as a supported variant. - Minor review-pass cleanup; no changes to guidance, formulas, or source baselines.
Affected Chapters
versioning-release.mdx
2026-05-18
Change Summary
- Created the English edition from the Korean
llmops-agentopshandbook. - Localized chapter titles, navigation links, formulas, callouts, evidence tables, and verification records.
- Preserved source baselines and freshness markers from the 2026-05-17 Korean 4th verification.
Affected Chapters
index.mdxsystem-architecture.mdxversioning-release.mdxevaluation.mdxonline-guardrails.mdxobservability-slo.mdxcost-latency.mdxexperimentation.mdxincident-management.mdxverification.mdxverification-archive.mdxupdates.mdx
2026-05-17
Source Edition Change Summary
- Corrected A2A from
v0.3.0 Draftto latestv1.0.0(Ch1) - Added MCP 2025-11-25 security requirements: OAuth 2.1, Protected Resource Metadata, Client ID Metadata Documents, token audience binding, token passthrough prohibition (Ch1)
- Reflected OpenAI Agents SDK operating surfaces: guardrails, human review, resumable approval state, hosted/private MCP, tracing, agent evals, voice agents (Ch3-Ch5)
- Added supply-chain, permission, and telemetry controls from OWASP MCP Top 10 and Agentic Skills Top 10 (Ch4, Ch8)
- Corrected OTel GenAI to
Developmentand OWASP AOS to work-in-progress (Ch5) - Refreshed model pricing around GPT-5.5/GPT-5.4/GPT-5.4 mini, Claude Opus/Sonnet/Haiku 4.x, and DeepSeek V4 Flash/Pro (Ch6)
- Fixed the
λ_riskmismatch in the experiment decision formula (Ch7) - Added MCP/Skill compromise, A2A abuse, and voice/realtime degradation incident types (Ch8)
- Added chapter-level source baselines,
check:freshness, operational examples, and verification archive separation
Primary Sources
- https://developers.openai.com/api/docs/guides/agents
- https://developers.openai.com/api/docs/guides/agents/guardrails-approvals
- https://developers.openai.com/api/docs/guides/agents/integrations-observability
- https://developers.openai.com/api/docs/guides/agent-evals
- https://openai.com/api/pricing/
- https://modelcontextprotocol.io/specification/2025-11-25
- https://a2a-protocol.org/latest/specification/
- https://opentelemetry.io/docs/specs/semconv/gen-ai/
- https://aos.owasp.org/aos/
- https://owasp.org/www-project-mcp-top-10/
- https://owasp.org/www-project-agentic-skills-top-10/
- https://docs.claude.com/en/docs/test-and-evaluate/strengthen-guardrails/handle-streaming-refusals
- https://platform.claude.com/docs/en/about-claude/pricing
- https://api-docs.deepseek.com/quick_start/pricing/
- https://www.langchain.com/blog/introducing-langsmith-fleet
- https://www.braintrust.dev/docs/loop
- https://www.pagerduty.com/newsroom/pagerduty-expands-ai-ecosystem-to-supercharge-ai-agents/
Template
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