Network engineer building AI-for-NetOps · 20+ years multivendor · senior leader
Juniper · Arista · Cisco · Palo Alto · Fortinet · FRR · VyOS · BGP/MPLS · SD-WAN · SASE · Zero Trust · Python · on-prem & agentic LLMs.
The working name for the stack is GESH.
Sanitize-first network log analysis for NetOps:
- 5-layer EVPN-VXLAN root-cause analysis with downstream alarm suppression
- Log-storm compression and a reversible sanitization vault before any LLM call
- Change plans with rollback-timer remediation (Junos, EOS, NX-OS, IOS-XE)
- 584 tests · 15 MCP tools
pip install netlog-ai · docs
Shipping netlog-ai v1.1.0 (vendor-safe remediation + two-way ITSM). Next: keep public About/docs aligned with releases, and grow the GESH Lab docs hub.
Docs hub → gesh75.github.io
| Project | One-liner | Status |
|---|---|---|
| netlog-ai | AI network observability: EVPN-VXLAN RCA, log compression, rollback-guarded remediation. | v1.1.0 · PyPI · docs |
| multivendor-ai-network-lab | 26-device lab with risk-gated auto-remediation and RFC 6241 confirmed-commit rollback. | v0.6.0 · portal |
| multivendor-cli-configurator | 70k+ CLI commands across 17 vendors — cheatsheet, N-vendor compare, CLI Studio. | v2.0 · docs |
| argus | Supervised, fail-closed defensive assessment — 7-layer guardrail, HMAC audit, 315 tests. | supervised RC · docs |
| aegis | Air-gapped change validation on a containerlab twin; sealed compliance evidence; zero egress. | v0.2.0 · docs |
| napalm-live-lab | Honest live NAPALM coverage matrix + safe command console (cEOS / SR Linux / FRR). | shipped lab · docs |
| network-observability-architecture | Vendor-neutral observability + SoT console (OTLP, NetBox, dual-signal, human-gated AI). | v2.0 · docs |
| claude-skill-lint | Zero-dependency linter for Claude Code Agent Skills — 90+ checks, NetOps pack. | v0.5.0 · docs |
| claude-mastery-hub | Interactive single-page guide to Claude — app, Claude Code, API, MCP, skills, hooks. | v1.0.0 · docs |
| claude-skills | Personal Claude Code skills library — 134 skills, progressive disclosure, skill-stocktake. | library · no release tag |
| gesh75.github.io | Documentation hub for the public network & AI-for-NetOps labs. | live · hub |
Doctrine: fail closed · sanitize first · evidence leaves, packets don't · honest coverage.
Juniper Arista Cisco Palo Alto Fortinet FRR VyOS · BGP/MPLS SD-WAN SASE Zero Trust
Python FastAPI Ansible Nornir Containerlab · Anthropic Claude Grok Pydantic-AI on-prem LLMs · Docker
X @gesh755 · X @GESHFinancial · GESH Finance · Learn · LinkedIn · PyPI netlog-ai · Docs hub



