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reopt Handbook
LLMOps and AgentOps in Production

Architecture and Release

Ch1. System ArchitectureCh2. Versioning and ReleaseCh3. Evaluation Framework

Operational Reliability

Ch4. Online GuardrailsCh5. Observability and SLOsCh6. Cost and Latency Optimization

Growth and Response

Ch7. Experiment OperationsCh8. Incident Management Runbook

Verification

Verification ReportVerification ArchiveUpdates
Handbook›LLMOps and AgentOps›Verification Archive
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Verification Archive

Historical verification records and correction history for LLMOps and AgentOps in Production

Key takeaways

  • This page is a historical archive of past verification rounds; use the current Verification Report as the operating baseline.
  • The 2nd verification (2026-03-13) confirmed tool versions such as Langfuse v4.0.0, Arize Phoenix v13.0.3, DeepEval v3.8.9, and the Lakera-to-Check Point acquisition.
  • Several 3rd-verification (2026-03-26) items were later superseded in the 4th verification, including GPT-5.4 nano pricing, DeepSeek V3.2 pricing, and A2A versioning.
  • The generalized "LLM API price decline" claim was removed and replaced with provider-specific pricing, caching, and batch conditions.

Archive Notice

This page contains historical verification records. Use Verification Report as the current operating baseline.

2nd Verification (2026-03-13)

Tool and Framework Version Checks

ItemVerificationResult
Langfuse v4.0.02026-03-10 release, MIT open source verifiedPass
Arize Phoenix v13.0.32026-02-14 release, CLI v0.1.0+ verifiedPass
DeepEval v3.8.92026-03-05 release, 13K+ GitHub stars verifiedPass
RAGAS v0.4.32026-01-13 release, PyPI verifiedPass
Inspect AI v0.3.1862026-03-03 release, UK AISI verifiedPass
NeMo Guardrails v0.20.0OTel migration verifiedPass
MCP spec 2025-11-25Reworked around authorization/security requirements during 2026-05-17 verificationExpanded
A2A v0.3.0Corrected to latest v1.0.0 during 2026-05-17 verificationSuperseded

Cost Optimization Data Checks

ItemVerificationResult
Anthropic prompt cachingReworked around model-specific caching multipliers during 2026-05-17 verificationExpanded
OpenAI prompt cachingReworked around model-specific cached input pricing during 2026-05-17 verificationExpanded
Lakera to Check Point acquisition2025.09 acquisition complete, approximately $300MPass

2nd Verification External Sources

SourceChecked AreaStatus
Langfuse Changelogv4.0.0 release200
Arize Phoenix GitHub Releasesv13.0.3 release200
DeepEval GitHubv3.8.9, evaluation metrics200
OpenTelemetry GenAI DocsSemantic Conventions experimental (2nd verification baseline)200
Anthropic API Docs (Prompt Caching)Caching pricing policy200
Check Point acquisition releaseLakera Guard acquisition200

3rd Verification (2026-03-26)

2026-05-17 Correction

Model pricing, DeepSeek model naming, A2A versioning, and some vendor links from the 3rd verification were replaced with current baselines during the 4th verification. This section remains as history only.

New Content Checks

ItemVerificationResult
OWASP AOSThree axes verified: Instrumentable, Traceable, InspectablePass
LangSmith Fleet rebrandAgent Builder to LangSmith Fleet and four new capabilities verifiedPass
Braintrust Loop AINatural-language scorer generation, four SDK additions, OTel native support verifiedPass
GPT-5.4 nano pricingCorrected to GPT-5.4 mini pricing table during 2026-05-17 verificationSuperseded
DeepSeek V3.2 pricingReplaced with DeepSeek V4 Flash/Pro pricing during 2026-05-17 verificationSuperseded
Anthropic 1M surcharge removalReworked into official Claude 4.x model pricing during 2026-05-17 verificationSuperseded
LLM API price decline claimRemoved generalized decline-rate language and replaced with provider-specific pricing, caching, and batch conditionsCorrected
LiveCodeBench/AIME 2026Benchmark existence and usage verifiedPass
TAU-bench Retail/JBDistillAgent and safety benchmarks verifiedPass
PagerDuty AI agentic operationsAgentic cloud operations model and automated recovery capability verifiedPass

3rd Verification External Sources

SourceChecked AreaStatus
OWASP official projectAgent Observability Standard200
LangChain blogLangSmith Fleet rebrand announcement200
Braintrust docsLoop AI, new SDKs200
Anthropic pricing pageClaude 4.x model pricingChecked
OpenAI pricing pageGPT-5.4 mini/GPT-5.4/GPT-5.5 pricingChecked
DeepSeek API DocsV4 Flash/Pro pricingChecked
PagerDuty blogAgentic Cloud Operations200

Related docs

Verification Report

Structure, link, metric, and logic verification for LLMOps and AgentOps in Production

Ch6. Cost and Latency Optimization

Manage unit cost and response time without sacrificing quality

Pricing and Packaging

AI-Era GTM · Design AI-era SaaS pricing models, packaging, margins, and governance.

Verification Report

Expo Enterprise Production · Official sources, freshness, source conflicts, and code example verification for the Expo SDK 56 handbook.

Verification Report

Structure, link, metric, and logic verification for LLMOps and AgentOps in Production

Updates

Changelog for LLMOps and AgentOps in Production

On this page

2nd Verification (2026-03-13)Tool and Framework Version ChecksCost Optimization Data Checks2nd Verification External Sources3rd Verification (2026-03-26)New Content Checks3rd Verification External Sources