Evidence
Layer 3 wire forensics, eBPF kernel probes, cgroups, or KRO intent — whichever plane the fault actually lived on.
How an engagement runs
Impact first. Platform resilience. Then the fix.
Our lead engagement is By-Design Platform Resilience & Carrier-Grade SRE — delivering Autonomous AI Systems Assurance, 0 → 1 → 0 process lifecycle guarantees, and zero-defect agent swarms through a disciplined two-phase model:
Phase 1
48-Hour Diagnostic Audit & Root-Cause Brief
Wire & Kernel capture to pinpoint the failure layer across Service, Network, and Compute. Using Wireshark, Kubeshark, and in-kernel eBPF (bpftrace, Cilium, Hubble), we isolate the mechanical fault before any code is modified.
Phase 2
Embedded Remediation & Invariant Gates
Co-engineering the fix and installing pre-merge behavioral gates (9-Layer Verification Engine and 4-Round Quadriad). We sit directly alongside your platform and SRE teams to implement the change and enforce 0 → 1 → 0 invariants in CI.
Lesley Murfin sits at the executive table and with the engineers who own the blast radius, deploying essential Layer 3 wire-forensic diagnostics alongside eBPF, cgroups, and k6 chaos injection to understand impact before — and while — executing the technical fix.
Station 01
Impact first
Name business revenue, service SLOs, and customer session trust before capturing packets. Before opening an analyzer or kernel probe, we isolate the financial exposure, service availability targets, and the broken customer journeys that abort active user sessions.
Station 02
Executive altitude
Clear executive briefing on risk, blast radius, and decision paths in plain language. Leadership receives decisive options and clear architectural trade-offs with the command posture of a national major-incident bridge — not an advisory status meeting that merely re-reads a dashboard.
Station 03
Integrate with your teams
Co-engineer alongside platform, SRE, and product engineers without dropping a black box. Packet captures, eBPF probes, diagnostic dashboards, and CI invariant checks are built in the open with your engineers. Your team stays in control and retains durable operational ownership.
Station 04
Drive to resolution
Stay through the prove-it retest until the 0 → 1 → 0 invariant is verified. We trace symptom → evidence → root cause → config, code, or architecture → prove-it retest. We stay through verification until every process, socket, and PTY cleanly returns to baseline. No recommendations PDF and a wave goodbye.
True SRE
Service Reliability Engineering.
The ladder translates Service → Network → Compute into clear diagnostic layers before touching configuration, code, or architecture. Packet Analysis is an essential Layer 3 wire-forensic tool alongside eBPF, cgroups, and k6 chaos injection when the path must be proved. When platforms must transition under live workloads, K3 / Kubernetes platform migration on demand provides the automated runway with declarative application resource graphs (RileyApplication CRD) as the source of truth.
- Service
User-facing APIs, WebSockets, agentic tool calls, RPC.
- Network
Packet transit, MTU, TCP retransmits, Cilium/Hubble routing, optical taps.
- Compute
Kernel cgroup v2 ceilings, CPU scheduling, PTY lifecycle, socket descriptors.
- Then
Config, code, or architecture — and a prove-it retest until the 0 → 1 → 0 invariant holds.
What you leave with
A cause, a change, a retest.
The change
Config, code, or architecture. For a fleet, a Declarative Application Resource Graph (RileyApplication CRD) and a runway, not another hand-written sync.
The proof
Expected-Red before the patch, Expected-Green after, and 0→1→0 where processes, sockets, and PTYs must return.
Your team
Still in the room. Complex architectural design — networks, data centers, cloud, applications — is done with them, not around them.