compiled-ai

GCP foundation for a small team — CIS GCP Benchmarks, Simple profile. Generated by Merlin Studio implements the Compiled AI paradigm: LLMs at build time, deterministic code at runtime.

GCP Landing Zone for a healthcare organization — HIPAA, SOC 2, CIS. Generated by Merlin Studio implements the Compiled AI paradigm: LLMs at build time, deterministic code at runtime.

Example of GCP Landing Zone for US government agency — FedRAMP, NIST, SOC 2, SOX. Generated by Merlin Studio implements the Compiled AI paradigm: LLMs at build time, deterministic code at runtime.

Compile Terraform policy specs into gate-verified Conftest/OPA Rego. Second reference implementation of the Compiled AI paradigm — LLM at compile time, Conftest deterministic at runtime.

Semgrep rules compiled from incidents by an LLM, gate-verified before commit. First reference of the Compiled AI paradigm - open to collaborators on this and adjacent compile targets (OPA, Terraform, Actions).

Reference GCP Landing Zone for EU enterprises with strict data residency. ISO 27001, GDPR, NIS2. EU-only regions . FAST-compatible. Generated by Merlin Studio, which implements the Compiled AI paradigm: LLMs at build time, deterministic code at runtime.

Example GDPR/EUCS/NIS2 AWS enterprise landing zone built with Compiled AI by Merlin Studio — one intent spec deterministically compiled to two IaC formats (AWS LZA + AWS CDK/TypeScript). Multi-region EU data residency, HSM-backed KMS, centralized egress inspection, Direct Connect, 100/100 (A+) security scorecard. A reference, not a turnkey deploy.

Reference GCP Landing Zone for US financial-services workloads — banks, payment processors, fintechs. Covers SOC 2, PCI-DSS, NIST 800-53, SOX with multi-region foundation. FAST-compatible. Generated by Merlin Studio implements the Compiled AI paradigm: LLMs at build time, deterministic code at runtime.

PCI-DSS/SOX/CIS AWS multi-account landing zone built with Compiled AI by Merlin Studio - a regional bank's card platform compiled from one intent spec to OpenTofu + tfvars. SCP-isolated PCI cardholder-data (CDE) account, multi-region warm-standby DR, centralized inspected egress, 97/100 (A+) security scorecard. A reference, not a turnkey deploy

Example CIS-aligned AWS startup landing zone built with Compiled AI by Merlin Studio — one intent spec deterministically compiled to two IaC formats (AWS LZA + Terraform tfvars). Lean single-region baseline: org + security/log/audit accounts, GitHub Actions OIDC, 100/100 (A+) security scorecard. A reference, not a turnkey deploy.

Tax law as a compile target: an LLM compiles the Income Tax Act into a deterministic OpenFisca package — provenance-pinned to verbatim statute, gate-verified to the cent against CRA's published payroll formulas, ambiguity refused. No model at runtime. Canada federal withholding, 2026.

Example FedRAMP High + NIST 800-53 AWS landing zone built with Compiled AI by Merlin Studio — a US federal civilian agency mission system, one intent spec deterministically compiled to AWS LZA config. SCP-isolated CUI account, multi-region warm-standby DR, HSM-backed KMS, 100/100 (A+) security scorecard. A reference, not a turnkey deploy.

Compiled AI — engineering deterministic LLM systems by moving the LLM to compile time and building a trusted corpus. This repo collects articles (republished from various sources) that explain the concept; each example lives in its own repository.

An LLM compiles verbatim ClinicalTrials.gov eligibility criteria into a deterministic, gate-verified OHDSI Circe cohort — at compile time only, no model in the runtime. Indeterminate criteria compile to AMBIGUOUS, never a guess. A Compiled AI reference implementation.

Example HIPAA/CIS/SOC2 AWS multi-account landing zone built with Compiled AI by Merlin Studio — one intent spec deterministically compiled to two IaC formats (AWS LZA + OpenTofu). Dedicated SCP-isolated PHI account, multi-region warm-standby DR, immutable audit logging, 100/100 (A+) security scorecard. A reference, not a turnkey deploy.

GCP landing zone foundation for a SOC 2 / CIS SaaS: folder hierarchy, Shared VPC, CMEK across all data services, 10 enforced org policies, centralized logging. Generated by Merlin Studio as tfvars design artifacts for consumption via Terraform modules (e.g. Google FAST Fabric).

Multi-account AWS landing zone for a SOC 2 + PCI-DSS B2B SaaS: 4 environments, SCP-isolated PCI CDE, Transit Gateway inspection, Object Lock WORM log archive. Generated by Merlin Studio in two formats — Landing Zone Accelerator (LZA) YAML and OpenTofu + Spacelift.

Compile YAML workflows into signed, gate-tested Python artifacts with LTAP receipts.