Production AI Systems, Not Prototypes

Dotzlaw Consulting ships AI that runs against real data at real scale.

We audit business workflows, identify where AI delivers the highest ROI, and build the systems ourselves. Every engagement ships against your real data.

Agentic infrastructure · Defense-in-depth security · Modernizing legacy systems

Production Projects

Claude Code · MCP · CodeGraphContext

The Ultimate Agent Coding Workflow on Claude Code

A state-of-the-art multi-agent coding harness rebuilt entirely on Claude Code, running on a large enterprise codebase with 10,000+ functions across 22 modules. Six independent layers, each a component we built, measured, and shipped as its own project: a 44% reversible tool-output token reduction, 2.1x fewer context tokens per edit, and an independent-judge gate that took task success from 0/3 to 3/3. A companion to our GitHub Copilot Agent Pipelines project. Six-layer harness, eight shipped + measured instruments · 44% reversible tool-output token reduction (ContextLedger) · 2.1x fewer context tokens per edit (MapKit) · 10,000+ functions, 1,000+ files, 22 modules

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The Ultimate Agent Coding Workflow on Claude Code