Independent product lab
DevLookForward builds evidence-bearing systems for capture, diagnostics, learning, and human-controlled automation.
Current anchors
capture / production
The command center of the Focalane family: it carries each piece of content from script through filming, editing, rendering, and review, coordinates FocalaneRecorder and FocalaneCapture at their verified boundaries, and publishes nothing without Christian's explicit approval.
diagnostics
A read-only diagnostic system for the owner's Jeep that compares the vehicle against its own history, traces each finding to its source recording or scan, and answers 'Unknown' when the evidence cannot support a conclusion.
learning / reasoning
CertGraph is built to teach people preparing for SAA-C03, and cloud engineers sharpening their AWS architecture judgment, to turn scenario constraints into architecture decisions. Today it is an accepted browser-only SAA-C03 learning prototype, with synthetic practice and independent AWS review still open.
Capability map
Native acquisition, reviewable takes, and controlled media workflows.
Hardware-facing records that preserve identity, state, and provenance.
Systems that expose the constraints behind an answer or decision.
Bounded authority, local security, and evidence before action.
Method / evidence first
Implemented, fixture-tested, attended-tested, and accepted are not interchangeable. Every public record names its evidence level and the authority that remains human.