Distribution Engine
The full demand-to-outcome pipeline: live search-demand signal collection, plausibility gates that reject implausible campaigns, and content generation from verified facts, 37 nodes end to end.
Implementation workflows
Process maps
from real builds.
Not illustrative diagrams, the actual node-by-node plans used to design, build and verify each platform below, each with its own completion tests. Pulled directly from the build record, not redrawn for presentation.
Assistant Widget Rollout
How the live AI assistant widget was rolled out to thetechprinciple.com itself, Q&A fallback, database adapter, live reporting and lead-reason capture, deployed to the site you're reading now.
Business Owner Access & Reporting
End-to-end access model for a client's own site owner: an admin issues a per-client owner token, the owner authenticates on their own site, and gains a reporting view scoped to their data only.
DNA Strategy Directory
A dependency-led build plan from immutable strategy identity and source contracts through analytics, discovery, portfolio intelligence, public launch and multi-market scale.
Local → Hosted Data Sync
How trade evidence actually moves from the local SQL Server instance to both the local directory app and the hosted Render deployment, two pipes, one goal, built from a real diagnosis session, not a theoretical design.
Agentic Arena — Local Design
The original local simulation: a real market, real Python decisions, durable balances. Six stages from browser to settlement, each with its own contract, the seed the live Agentic Arena grew from.
Agentic Arena — PostgreSQL Migration
Moving the Arena's persistence off local SQLite onto PostgreSQL so a live credential survives a redeploy, including the real concurrency bug this surfaced and how it was fixed, not just the happy path.