DARK VECTOR COGNITION
We audit brittle agent workflows, expose reliability failures, and turn vague AI systems into bounded operating plans teams can actually ship.
THE PROBLEM
Bad deploys throw errors. Bad agents keep working while the intent drifts, the memory goes stale, or a tool call crosses a boundary nobody wrote down. DVC exists to find those failures before they compound.
The diagnostic tests the whole path: instruction, context, permission, action, and business result.
WHAT WE TEST
What the agent owns, what stays human, where escalation happens, and which business outcome it is actually responsible for.
Which facts the agent can retrieve, which sources override others, how stale context is detected, and how decisions write back.
Which actions are allowed, which require approval, which leave an audit trail, and where a confident model can still do damage.
THE METHOD STACK
DVC uses its own agent council, retrieval checks, context graph, and operating gates to inspect real workflows. The public artifact is simple: what is reliable, what is not, and what to do next.
WHAT YOU GET
DIAGNOSTIC
A written call on whether the workflow is safe to operate, needs guardrails, or should not be automated yet.
Deep dive →
TRACE
The drift points, stale memory paths, ambiguous permissions, and hidden human dependencies that create risk.
PLAN
A sequenced fix list with owners, acceptance gates, and the smallest implementation path that would make it real.
GATE
A founder-level recommendation on whether DVC should build next, your team should own it, or the idea should stop.
OPERATING PRINCIPLES
The diagnostic does not sprawl into a transformation program. We pick the workflow where agent failure would matter and test that path.
A working animation is not proof. A dashboard is not proof. The proof is whether the agent's intent, context, authority, and output hold together.
DVC does not sell a bigger implementation until the diagnostic earns it. The first job is to name what is true.
Agent reliability depends on the notes, tools, logs, and decisions around the work. The diagnostic traces those surfaces before prescribing a fix.