Selected systems

Systems built around the decision, not the demo.

Each case makes the operating problem, my role, system decision, boundary, maturity, and evidence visible. Three systems are featured because each earns a different part of the story.

01

AI Automation

Scout

Turn useful public GTM signals into a visible queue without automating the human relationship.

Owned the signal-to-review operating model and its human-action boundary

System decision
Treat a public post as evidence of a problem, then prepare a reviewable response without taking the relationship away from the operator.
Boundary
Scout cannot post, comment, connect, or message. A person decides what happens next.
Maturity
Public v0.1.1 release with controlled live verification
Evidence
Case brief · Public repository · Verification record
02

AI Workflow

Scoped Research Agent

Research across public and opt-in private sources without giving any one session access to all of them.

Owned the source-isolation model and its enforceable access boundaries

System decision
Use one isolated session per source, run them in sequence, then synthesize their findings in a session with no tools.
Boundary
No session holds both web and private-source tools. No write tool is callable. Source content can still reach the model and final report.
Maturity
Public v0.1.0 example project with recorded live verification
Evidence
Case brief · Public repository · Verification record
03

Workflow Observability

SignalFlow

Find what actually blocked an n8n workflow from finishing, not merely which node looked slow in isolation.

Owned the decision to keep measured analysis deterministic and local

System decision
Use graph algorithms and deterministic rules for questions with correct answers, then reserve machine learning for semantic error similarity.
Boundary
Runs locally, has no authentication layer, and should not be exposed to the public internet. It analyzes and recommends but does not auto-apply workflow changes.
Maturity
V1 feature-complete local system with an audited optimize loop
Evidence
Case brief · Public repository · Verification record