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Research2026-07-26 · source-backed
Mohamed Jouini evaluates seven agentic strategies on IaC-Eval v2, 186 AWS/Terraform tasks with Rego v1 intent policies (arXiv 2607.20478). ReAct with MCP or ChromaDB-backed RAG lifts Qwen2.5-Coder 7B from 14.0% to 45.7%; iterative refinement on verifier feedback reaches 62.9% for the 7B and 84.4% for GPT-4o. GEPA reflective instruction optimization adds +7.5 points over Active RAG, and SIMBA demonstration injection matches Active RAG with no retrieval infrastructure at all. The diagnostic: 79% of post-refinement OPA policy failures are information-gap failures that vanish once the policy text is actually visible to the agent. Show the agent the rule it's being graded against.
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Anthropic released MCP / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Anthropic released MCP); both cover GPT, MCP; reported by the same outlet (arxiv.org).
Anthropic released MCP / Shared entities / Same source domain / Earlier coverage / Tension
Linked by a graph relationship (Anthropic released MCP); both cover MCP, RAG; reported by the same outlet (arxiv.org).
Claude uses MCP / Shared entity: GPT / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Claude uses MCP); both cover GPT; reported by the same outlet (arxiv.org).
Claude Code uses MCP / Shared entities / Same source domain / Earlier coverage
Linked by a graph relationship (Claude Code uses MCP); both cover GPT, MCP; reported by the same outlet (arxiv.org).
Amazon Bedrock supports MCP / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Amazon Bedrock supports MCP); both cover AWS, GPT; overlapping topics (against, agentic).
ChatGPT supports MCP / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (ChatGPT supports MCP); both cover MCP, RAG; overlapping topics (agent, agentic).
Cloudflare supports MCP / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Cloudflare supports MCP); both cover MCP, RAG; overlapping topics (agent, agentic).
Claude uses MCP / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Claude uses MCP); both cover MCP, RAG; overlapping topics (against, agent).