ARCHITECT.BUILD.REVIEW.COMPOUND.
Software production as a closed-loop manufacturing pipeline. Not AI coding—systematic engineering.
DETERMINISTIC
Ambiguity in the prompt is a bug in the code. Rigorous specs before generation.
VERIFIABLE
Trust is good; Evals are better. Automated verification on every output.
COMPOUNDING
A bug happens once. The second time, it's a process failure. Systems that learn.
THE ARCHITECT
The Specifier
"Ambiguity in the prompt is a bug in the code."
Decomposes vague requirements into rigorous, machine-readable specifications. Defines API schemas, data models, and architectural constraints before any code is generated.
THE BUILDER
The Generator
"Code is a compilation artifact of the spec."
Executes spec.md using Agentic IDEs. Connects to internal tools via MCP to fetch live context. Produces code that strictly adheres to the project's style guide.
THE REVIEWER
The Auditor
"Trust is good; Evals are better."
Static analysis against spec requirements. Dynamic evals with golden prompts. Blocks any PR that doesn't meet Context Compliance score.
THE COMPOUNDER
The Optimizer
"A bug happens once. The second time, it's a process failure."
Root cause analysis on failures. Updates System Context to prevent recurrence. Manages the Corporate Brain—cumulative knowledge of decisions and patterns.
AGENTIC TRANSFORMATION
Implementing the 4-Role Architecture in your engineering organization.
SPEC-DRIVEN DEVELOPMENT
Training Senior Engineers to write precise logic contracts. spec.md templates that guarantee high-fidelity agent output.
MCP INFRASTRUCTURE
IDE configuration, Dockerized agent sandboxes, custom MCP servers for secure access to proprietary internal APIs.
EVALOPS IMPLEMENTATION
CI for AI—automated evaluations on every agent-generated PR using LangSmith or custom pipelines.
CONTEXT ENGINEERING
Monthly retainer: reviewing friction points, updating Agent System Prompts, making your entire dev team smarter over time.
Ready to build your Agentic Engineering Pipeline?
Let's discuss implementing the 4-Role Architecture in your organization.
