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