Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems
2026-05-28T08:51:55Z•138fdc6085c081dad18d6c6bdb780d289ceb274483690cefd1f94f9738a4cd7a
ARMetaDeltaMCPGUI agentsKimi K2.5 model evaluation','provenance tracking','SOURCETRACKERLLM agentsMCPModel Context ProtocolOpenAPIPlay2CodePlaytestArenaRAMPREST API testingRouterTool Forgeaccessibility repairagentic systemscredential bindingsgame generationincremental regenerationmetamorphic testingproduction systemsruntime evaluationsandbox validationtoolchain governanceweb accessibility
What happened
Collection of recent software-engineering and agentic-LLM research focused on production-grounded evaluation, toolchain governance, testing, and provenance. Key contributions: RAMP — a runtime assessment framework showing severe capability degradation and failure propagation in long-horizon agent workflows; Tool Forge — a validation-carrying toolchain and Router for governed, token-efficient tool exposure (notes governance, credential bindings, and sandbox validation); DeltaMCP — spec-aware incremental regeneration for MCP servers; ARMeta and PlaytestArena/Play2Code — multi-agent LLM workflows
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_se
- Record identifier
- 138fdc6085c081dad18d6c6bdb780d289ceb274483690cefd1f94f9738a4cd7a
- Enrichment time
- 2026-05-28T08:51:55Z
- AI-assisted enrichment
- Yes
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