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🎯 Milestone-Driven Learning Paths

Choose your engineering journey in AI & Hyperscale Infrastructure Architecture, Network Site Reliability Engineering (SRE), Cybersecurity & DevSecOps, NetDevOps & Automation, Low-Latency Financial Engineering, or Technical Program Management (TPM).

Every learning path is structured in progressive milestone stages backed by executable containerlab topologies, automated guided runners (./run.sh --guided), and live verification tests.


🗺️ Choose Your Career Journey

  • 🌐 1. Network for AI & Hyperscale Architect   40–50 hrs


    For engineers building next-generation AI clusters & cloud backbones.

    • Lossless AI Transport: RoCEv2, PFC (802.1Qbb), ECN & buffer tuning
    • Datacenter Fabrics: 5-Stage Clos, EVPN-VXLAN, ESI All-Active Multihoming
    • Routing & Backbone: RFC 7938 BGP, MP-BGP VPNv4, SR-MPLS & Ti-LFA

    Start AI & Hyperscale Path →

  • 🤖 2. Network SRE & Observability   30–35 hrs


    For engineers ensuring five-nines availability and real-time visibility.

    • Sub-Second Convergence: BFD hardware offload & route flap dampening
    • Push Telemetry: gNMI gRPC Protobuf, OpenConfig YANG, Prometheus & Grafana
    • Reliability Engineering: CoPP CPU protection, PyATS assertions & incident drills

    Start Network SRE Path →

  • 🔒 3. Cybersecurity & DevSecOps   30–35 hrs


    For engineers defending network fabrics and cloud-native workloads.

    • Network Hardening: Control Plane Policing (CoPP), iACLs, VRF microsegmentation
    • Zero-Trust Identity: OAuth2, OIDC, mutual TLS (mTLS), and HashiCorp Vault
    • Runtime & AppSec: OWASP Top 10 WAF, Falco eBPF kernel detection, and SIEM

    Start Cybersecurity Path →

  • 🤖 4. NetDevOps & Infrastructure Automation   35–40 hrs


    For developers treating network infrastructure as code.

    • Data Modeling: YAML Single Source of Truth & Jinja2 template rendering
    • Pre-Flight Static Analysis: Batfish AST simulation proving reachability offline
    • CI/CD Automation: GitHub Actions, Containerlab headless testbeds, and PyATS

    Start NetDevOps Path →

  • 5. Low-Latency Financial Network Engineer   25–30 hrs


    For high-frequency trading (HFT) and co-location architects.

    • Multicast Market Feeds: PIM-SM, Anycast RP, and IGMP fast-leave tuning
    • Sub-50ms Failover: Aggressive microsecond BFD timers on optical cross-connects
    • Line-Rate Security: IEEE 802.1AE MACsec AES-256-GCM hardware encryption

    Start Low-Latency Path →

  • 📋 6. TPM & Hyperscale System Design   20–25 hrs


    For infrastructure program leaders and systems architects.

    • Fabric Sizing Math: Non-blocking Clos formulas and oversubscription ratios
    • Protocol Governance: RFC 7938 eBGP vs. iBGP blast-radius containment
    • SLA & Vendor RFPs: Sub-50ms Ti-LFA error budgets and OpenConfig standards

    Start TPM System Design Path →


📊 Comprehensive Path Comparison Matrix

Learning Path Primary Focus Flagship Technologies Target Industry Roles Est. Time
🌐 AI & Hyperscale Architect Non-blocking AI fabrics & core routing RoCEv2, PFC/ECN, EVPN-VXLAN, BGP, SR-MPLS Architect - Network for AI, Staff Infrastructure Architect 40–50 hrs
🤖 Network SRE & Observability Sub-second failover & streaming telemetry BFD, gNMI, OpenConfig, Prometheus, PyATS Network SRE, Production Reliability Engineer 30–35 hrs
🔒 Cybersecurity & DevSecOps Infrastructure defense & Zero-Trust CoPP, iACLs, VRF, Falco eBPF, mTLS, WAF Cybersecurity Engineer, DevSecOps Architect 30–35 hrs
🤖 NetDevOps & Automation Infrastructure as Code & CI/CD YAML, Jinja2, Batfish, GitHub Actions, pygnmi NetDevOps Engineer, Automation Architect 35–40 hrs
⚡ Low-Latency Financial Nanosecond HFT & multicast tick feeds PIM-SM, IGMP, BFD microsecond, MACsec Low-Latency Network Engineer, HFT Architect 25–30 hrs
📋 TPM & System Design Capacity math, SLAs & program governance 5-Stage Clos math, BGP blast radius, RFP criteria Technical Program Manager, Infrastructure Director 20–25 hrs

🚀 How Every Path is Executed

  1. Step-by-Step Curriculum: Read the mental model, protocol mechanics, and failure modes in the portal.
  2. Automated Guided Runner: Launch ./run.sh --guided inside the lab folder on macOS (OrbStack) or Linux (Docker).
  3. Inspect or Type: Preview configs or apply them manually using the provided syntax.
  4. Instant Verification Gates: Run automated verifier scripts that assert routing tables, forwarding states, and end-to-end ping reachability.