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Agents and engineers, together

Agents read, correlate and fix first-line. Engineers design, review and approve. Every write is logged.

FirewallWi-Ficontroller + APsSwitchesPBXIPTVHR systemMailAIR Managerone reconciled pictureAI agentreads, correlates, proposesEngineerdesigns, reviews, approvesevery write is logged with who, or what, did it

One reconciled picture

Seven systems, one console, two readers

Firewall, Wi-Fi, switches, PBX, IPTV, HR and mail land in AIR Manager, the console we built. The agent and the engineer read the same data.

AIR Manager, our console

Room monitor

Rooms, four systems on one row

Switch ports

Live front panel, drift flagged

AP map on a fictional floor plan

APs on the floor plan

DPSK keys

One key per outlet, QR to join

Syslog with flap banner

Logs that flag flapping ports

Network map

Map built from LLDP, always current

Every IPTV channel, live

AIR Manager IPTV mosaic: a live still of every multicast channel with its status

Packhound refreshes a still of every multicast channel each minute; a dead or degraded channel shows up here and in the alert feed before a guest calls.

Case studies

AIR Manager room monitor: one row per room showing access point, TV port, TV registration and phone

One console, one answer

A five-console, 20-minute hunt is now one search.

More

Firewall cluster, hundreds of access points, switch stacks, PBX, IPTV, HR and mail, joined one connector at a time. Why has the meeting-room phone got the wrong IP? Under a minute, and the same answer whoever asks.

AIR Manager IPTV mosaic: a live still of every multicast channel with its status

IPTV you can actually see

Every channel watched; a dead stream is known before a guest calls.

More

Packhound, our open-source probe, reports every multicast channel as Receiving, Degraded or Lost. It also catches the missing IGMP querier that floods 400 to 700 Mbps out of every port.

IPDNSNTPResult
DHCPinternalnoneok
DHCPinternalpool.ntp.orgcrash
Staticinternalnistok
Staticpublicpool.ntp.orgok

Switches that crashed on boot AI-assisted

One line fixed it. The vendor got the bug report.

More

New switch stacks rebooted the moment they joined the controller. Working with an AI agent, an 11-case test matrix isolated one combination of internal DNS and a public NTP pool.

090 s: tunnel forgets the phone020 minphone silent until next SIP registrationIncoming call in the gap: unreachable. Fix: idle timeout raised to 900 s on the data plane.

Phones that went silent AI-assisted

A 90-second timeout met a 20-minute timer.

More

Wi-Fi handsets were unreachable after sitting idle. The agent traced it to the tunnel idle timeout, fixed on the data plane and verified with a packet capture.

HR systemjoins, leavesAIR ManagerWi-Fione key per personDevicescan QRleaver at 09:00 in HR, key revoked by 09:05, nobody logged in anywhere

Wi-Fi keys that follow HR

Joiners get a key. Leavers lose it. Nobody logs in anywhere.

More

Staff keys come from the HR system; contractors get sponsored, time-boxed keys; every guest room has its own. Blocking a device across every SSID is one row.

BEFOREAFTERHTTP only, no certificateHTTPS, auto-renewingCMS with known remote exploitexploit blocked at the edgeworld-writable secrets fileread-only, exec blockedno verified backupbackup verified, offsitefield-router backup pipeline untouched throughout; every step approved by an engineer

Agents run our own infrastructure AI-assisted

Assessed, hardened and documented, with an engineer saying yes.

More

An agent installed secure connectors, enabled HTTPS, ran a vulnerability assessment and hardened a legacy server while a live backup pipeline for hundreds of field routers kept running.

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