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Empirical Software Engineering TerraProbe: A Layered-Oracle Framework for Detecting Deceptive Fixes in LLM-Assisted Terraform

arXiv cs.LG · 2026-06-26 Cached

TerraProbe introduces a five-layer oracle evaluation framework to detect deceptive fixes in LLM-assisted Terraform security repair, revealing that such fixes are systemic across models like Gemini, GPT-4o, and Claude. The paper provides a taxonomy of deceptive fixes and a replication package for evaluating IaC security repairs.

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#terraform

@svpino: We should build a church for people who open-source their code so everyone can learn from it. Here is the complete sour…

X AI KOLs Timeline · 2026-06-24 Cached

This tweet highlights an open-source RAG assistant for airline policies with complete source code and a video walkthrough by Lena (@lenadroid). It uses LangChain, LangGraph, Postgres with pgvector, Terraform, and indexes source documents.

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Safe Terraform auto-apply with conftest

Lobsters Hottest · 2026-06-09 Cached

This article explains how to safely automate Terraform auto-apply using conftest, a policy-as-code tool based on Open Policy Agent, by evaluating Terraform plans deterministically with Rego policies to eliminate human review bottlenecks while maintaining auditability.

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@ethanolivertroy: Had the idea for the compliance version of @cursor_ai bugpot last night and started pulling the pieces together with cu…

X AI KOLs Following · 2026-05-26 Cached

ControlBot is an open-source tool that reviews Terraform PRs for NIST 800-53 compliance using Checkov and Cursor SDK, providing inline comments and merge gates.

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10,000 Lines Later: When a Tool Became a Compiler - Rob Durst - Gleam Gathering 2026

Lobsters Hottest · 2026-05-24 Cached

At Gleam Gathering 2026, Rob Durst shared how he rewrote a YAML-to-Terraform configuration tool as a compiler using Gleam, and how he came to appreciate the power of type-driven design and the decoder pattern.

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#terraform

"As Code"

Mitchell Hashimoto · 2025-03-04 Cached

Mitchell Hashimoto clarifies his personal definition of 'X as Code' as a system of principles or rules rather than equating it to programming, drawing on his experience creating Terraform and the Tao of HashiCorp.

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hashicorp/terraform

GitHub Trending (daily) · 2026-07-10 Cached

Terraform is an infrastructure as code tool by HashiCorp for building, changing, and versioning infrastructure safely and efficiently.

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