
One-time challenge replay guard
A local challenge guard that binds principal, action and expiry to one consume decision.
5/5 local tests passed
Engineering / Things I build
I have built and supported native mobile applications, backend services and security controls used in enterprise environments. I tend to start at the trust boundary, trace the request to the service that owns the decision, and then look at what happens under concurrency, degraded dependencies and a difficult rollout. Publicly shared descriptions, code samples and captured test evidence are separated from private customer systems.
These are systems I built and worked on in enterprise environments. I explain the implementation and failure modes, and leave out customer code, internal topology and private operational data.
VOICE / AGENT INTEGRATIONS
I built the workflow APIs, adversarial evaluations, operational models, CRM event processing and native mobile integration interfaces, and documented the trust boundaries and rollout decisions.
SPEECH & AUDIO ML
I implemented a small neural vector-quantized codec, ASR metrics, offline speech synthesis with prosody planning, streaming endpoint detection and controlled ML ablations. The results are measured on clearly described local datasets.
16 passing local assertions across three small implementations I built to reproduce failure modes (November 5, 2026). They are not production benchmarks.

A local challenge guard that binds principal, action and expiry to one consume decision.
5/5 local tests passed

Tenant-scoped operation keys, matching request fingerprints and a shared effect callback.
6/6 local tests passed

Single-use refresh credentials with token-family generation, revocation and expiry.
5/5 local tests passed