Vanguard's new AI tool for advisors (opens in a new tab)
Headlined Barron's Advisor Daily Newsletter on launch day.
[ 0.000000] Linux version 6.18.28_1 (jeff-mills@jeffmills.dev) (gcc 13.2.0) #1 SMP PREEMPT_DYNAMIC Tue May 22 18:00:00 EDT 2026 [ 0.000123] Command line: BOOT_IMAGE=/boot/vmlinuz-6.18 root=UUID=a1b2c3d4-e5f6-7890-abcd-ef1234567890 ro quiet splash [ 0.000345] x86/fpu: Supporting XSAVE feature 0x001: 'x87 floating point registers' [ 0.000567] x86/fpu: Supporting XSAVE feature 0x002: 'SSE registers' [ 0.000789] x86/fpu: Supporting XSAVE feature 0x004: 'AVX registers' [ 0.001012] BIOS-provided physical RAM map: [ 0.001234] BIOS-e820: [mem 0x0000000000000000-0x000000000009fbff] usable [ 0.001456] BIOS-e820: [mem 0x000000000009fc00-0x000000000009ffff] reserved [ 0.001678] BIOS-e820: [mem 0x00000000000f0000-0x00000000000fffff] reserved [ 0.001890] BIOS-e820: [mem 0x0000000000100000-0x00000000bffdffff] usable [ 0.002345] efi: EFI v2.70 by EDK II [ 0.003456] ACPI: Early table checksum verification disabled [ 0.004567] ACPI: RSDP 0x00000000BFFE0014 000024 (v02 BOCHS ) [ 0.005678] ACPI: XSDT 0x00000000BFFE2147 00005C (v01 BOCHS BXPC 00000001 BXPC 00000001) [ 0.006789] ACPI: FACP 0x00000000BFFE1F8B 0000F4 (v03 BOCHS BXPC 00000001 BXPC 00000001) [ 0.007890] ACPI: DSDT 0x00000000BFFE0148 001E43 (v01 BOCHS BXPC 00000001 BXPC 00000001) [ 0.009123] No NUMA configuration found [ 0.012345] Booting paravirtualized kernel on KVM [ 0.023456] cpu: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz [ 0.034567] smpboot: Allowing 4 CPUs, 0 hotplug CPUs [ 0.045678] Memory: 32741M/32768M available (16384K kernel code, 4096K rwdata, 2048K rodata) [ 0.056789] tsc: Detected 2500.012 MHz processor [ 0.067890] random: crng init done [ 0.078901] clocksource: tsc: mask: 0xffffffffffffffff max_cycles: 0x24093656c5b, max_idle_ns: 440795200381 ns [ 0.123456] pci 0000:00:00.0: [8086:1237] type 00 class 0x060000 [ 0.134567] pci 0000:00:01.0: [8086:7000] type 00 class 0x060100 [ 0.145678] pci 0000:00:01.3: [8086:7113] type 00 class 0x068000 [ 0.156789] pci 0000:00:02.0: [1234:1111] type 00 class 0x030000 [ 0.167890] pci 0000:00:03.0: [8086:100e] type 00 class 0x020000 [ 0.178901] vgaarb: loaded [ 0.234567] usb usb1: New USB device found, idVendor=1d6b, idProduct=0002, bcdDevice=6.18 [ 0.245678] usb usb1: Manufacturer: Linux 6.18 ehci_hcd [ 0.256789] hub 1-0:1.0: USB hub found [ 0.267890] hub 1-0:1.0: 6 ports detected [ 0.345678] e1000e 0000:00:19.0: (PCI Express:2.5GT/s:Width x1) 08:00:27:00:00:00 [ 0.356789] e1000e: Intel(R) PRO/1000 Network Driver 3.8.7-k [ 0.367890] e1000e: Copyright(c) 1999 - 2024 Intel Corporation. [ 0.456789] tcp_listen_portaddr_hash hash table entries: 32768 (order: 7, 524288 bytes) [ 0.467890] TCP established hash table entries: 524288 (order: 10, 4194304 bytes) [ 0.567890] systemd[1]: Detected virtualization kvm. [ 0.578901] systemd[1]: Detected architecture x86-64. [ 0.589012] systemd[1]: Hostname set to <jeffmills.dev>. [ 0.701234] systemd[1]: Reached target Local File Systems (Pre). [ 0.712345] systemd[1]: Starting Journal Service... [ 0.823456] systemd[1]: Started Journal Service. [ 0.834567] systemd[1]: Mounting Huge Pages File System... [ 0.945678] systemd[1]: Mounted Huge Pages File System. [ 0.956789] systemd[1]: Listening on D-Bus System Message Bus Socket. [ 1.067890] systemd[1]: Starting Network Manager... [ 1.178901] NetworkManager[823]: <info> [1716487201.1234] NetworkManager (version 1.42.0) starting... (boot:2bf94b4e) [ 1.289012] NetworkManager[823]: <info> [1716487201.2345] DNS-MGR: init: dns=default rc-manager=symlink [ 1.301234] systemd[1]: Started Network Manager. [ 1.412345] dhclient[845]: DHCPDISCOVER on enp0s3 to 255.255.255.255 port 67 interval 8 [ 1.523456] dhclient[845]: DHCPOFFER from 10.0.2.2 [ 1.534567] dhclient[845]: DHCPREQUEST for 10.0.2.15 on enp0s3 to 255.255.255.255 port 67 [ 1.545678] dhclient[845]: DHCPACK from 10.0.2.2 (xid=0x12345678) [ 1.556789] dhclient[845]: bound to 10.0.2.15 -- renewal in 43200 seconds. [ 1.567890] systemd[1]: Reached target Network is Online. [ 2.012345] systemd[1]: Starting OpenSSH server daemon... [ 2.123456] sshd[867]: Server listening on 0.0.0.0 port 22. [ 2.134567] sshd[867]: Server listening on :: port 22. [ 2.145678] systemd[1]: Started OpenSSH server daemon. [ 2.256789] cloudflared[891]: 2026-05-22T18:00:02Z INF starting tunnel tunnelID=jeffmills-dev [ 2.267890] cloudflared[891]: 2026-05-22T18:00:02Z INF registered tunnel with cloudflare edge connections=4 [ 2.278901] cloudflared[891]: 2026-05-22T18:00:02Z INF route propagation complete jeffmills.dev [ 2.345678] systemd[1]: Reached target Multi-User System. [ 3.012345] login[923]: pam_unix(login:session): session opened for user kobura(uid=1000) by LOGIN(uid=0) [ 3.234567] kernel: jm-fonts: ibm-plex-mono loaded regular=18432B bold=18988B [ 3.345678] kernel: jm-paint: first contentful paint 38 ms [ 3.456789] kernel: jm-paint: largest contentful paint 142 ms [ 3.567890] kernel: jm-paint: time to interactive 198 ms [ 4.012345] kernel: gen-ui-demo: mock pipeline armed, USE_MOCKS=true [ 4.123456] kernel: crt-overlay: phosphor halo attached r=140px opacity=0.05 [ 4.234567] kernel: crt-overlay: grid mask attached cell=12px lines=0.22 [ 4.345678] kernel: crt-overlay: log stream attached lines=70 duration=35s [ 4.456789] kernel: pointer-tracker: armed at viewport 1920x1080 [ 5.012345] kernel: 80 columns rendered. all systems nominal. [ 7.234567] kernel: visitor session id b3f8a2c1-7d4e-4f8a-9c2b-1a3f4b5d6e7f connected [ 12.345678] kernel: cursor tracker armed. phosphors stable. no errors. no carrier. [ 18.567890] kernel: heartbeat ok. still warm. [ 0.000000] Linux version 6.18.28_1 (jeff-mills@jeffmills.dev) (gcc 13.2.0) #1 SMP PREEMPT_DYNAMIC Tue May 22 18:00:00 EDT 2026 [ 0.000123] Command line: BOOT_IMAGE=/boot/vmlinuz-6.18 root=UUID=a1b2c3d4-e5f6-7890-abcd-ef1234567890 ro quiet splash [ 0.000345] x86/fpu: Supporting XSAVE feature 0x001: 'x87 floating point registers' [ 0.000567] x86/fpu: Supporting XSAVE feature 0x002: 'SSE registers' [ 0.000789] x86/fpu: Supporting XSAVE feature 0x004: 'AVX registers' [ 0.001012] BIOS-provided physical RAM map: [ 0.001234] BIOS-e820: [mem 0x0000000000000000-0x000000000009fbff] usable [ 0.001456] BIOS-e820: [mem 0x000000000009fc00-0x000000000009ffff] reserved [ 0.001678] BIOS-e820: [mem 0x00000000000f0000-0x00000000000fffff] reserved [ 0.001890] BIOS-e820: [mem 0x0000000000100000-0x00000000bffdffff] usable [ 0.002345] efi: EFI v2.70 by EDK II [ 0.003456] ACPI: Early table checksum verification disabled [ 0.004567] ACPI: RSDP 0x00000000BFFE0014 000024 (v02 BOCHS ) [ 0.005678] ACPI: XSDT 0x00000000BFFE2147 00005C (v01 BOCHS BXPC 00000001 BXPC 00000001) [ 0.006789] ACPI: FACP 0x00000000BFFE1F8B 0000F4 (v03 BOCHS BXPC 00000001 BXPC 00000001) [ 0.007890] ACPI: DSDT 0x00000000BFFE0148 001E43 (v01 BOCHS BXPC 00000001 BXPC 00000001) [ 0.009123] No NUMA configuration found [ 0.012345] Booting paravirtualized kernel on KVM [ 0.023456] cpu: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz [ 0.034567] smpboot: Allowing 4 CPUs, 0 hotplug CPUs [ 0.045678] Memory: 32741M/32768M available (16384K kernel code, 4096K rwdata, 2048K rodata) [ 0.056789] tsc: Detected 2500.012 MHz processor [ 0.067890] random: crng init done [ 0.078901] clocksource: tsc: mask: 0xffffffffffffffff max_cycles: 0x24093656c5b, max_idle_ns: 440795200381 ns [ 0.123456] pci 0000:00:00.0: [8086:1237] type 00 class 0x060000 [ 0.134567] pci 0000:00:01.0: [8086:7000] type 00 class 0x060100 [ 0.145678] pci 0000:00:01.3: [8086:7113] type 00 class 0x068000 [ 0.156789] pci 0000:00:02.0: [1234:1111] type 00 class 0x030000 [ 0.167890] pci 0000:00:03.0: [8086:100e] type 00 class 0x020000 [ 0.178901] vgaarb: loaded [ 0.234567] usb usb1: New USB device found, idVendor=1d6b, idProduct=0002, bcdDevice=6.18 [ 0.245678] usb usb1: Manufacturer: Linux 6.18 ehci_hcd [ 0.256789] hub 1-0:1.0: USB hub found [ 0.267890] hub 1-0:1.0: 6 ports detected [ 0.345678] e1000e 0000:00:19.0: (PCI Express:2.5GT/s:Width x1) 08:00:27:00:00:00 [ 0.356789] e1000e: Intel(R) PRO/1000 Network Driver 3.8.7-k [ 0.367890] e1000e: Copyright(c) 1999 - 2024 Intel Corporation. [ 0.456789] tcp_listen_portaddr_hash hash table entries: 32768 (order: 7, 524288 bytes) [ 0.467890] TCP established hash table entries: 524288 (order: 10, 4194304 bytes) [ 0.567890] systemd[1]: Detected virtualization kvm. [ 0.578901] systemd[1]: Detected architecture x86-64. [ 0.589012] systemd[1]: Hostname set to <jeffmills.dev>. [ 0.701234] systemd[1]: Reached target Local File Systems (Pre). [ 0.712345] systemd[1]: Starting Journal Service... [ 0.823456] systemd[1]: Started Journal Service. [ 0.834567] systemd[1]: Mounting Huge Pages File System... [ 0.945678] systemd[1]: Mounted Huge Pages File System. [ 0.956789] systemd[1]: Listening on D-Bus System Message Bus Socket. [ 1.067890] systemd[1]: Starting Network Manager... [ 1.178901] NetworkManager[823]: <info> [1716487201.1234] NetworkManager (version 1.42.0) starting... (boot:2bf94b4e) [ 1.289012] NetworkManager[823]: <info> [1716487201.2345] DNS-MGR: init: dns=default rc-manager=symlink [ 1.301234] systemd[1]: Started Network Manager. [ 1.412345] dhclient[845]: DHCPDISCOVER on enp0s3 to 255.255.255.255 port 67 interval 8 [ 1.523456] dhclient[845]: DHCPOFFER from 10.0.2.2 [ 1.534567] dhclient[845]: DHCPREQUEST for 10.0.2.15 on enp0s3 to 255.255.255.255 port 67 [ 1.545678] dhclient[845]: DHCPACK from 10.0.2.2 (xid=0x12345678) [ 1.556789] dhclient[845]: bound to 10.0.2.15 -- renewal in 43200 seconds. [ 1.567890] systemd[1]: Reached target Network is Online. [ 2.012345] systemd[1]: Starting OpenSSH server daemon... [ 2.123456] sshd[867]: Server listening on 0.0.0.0 port 22. [ 2.134567] sshd[867]: Server listening on :: port 22. [ 2.145678] systemd[1]: Started OpenSSH server daemon. [ 2.256789] cloudflared[891]: 2026-05-22T18:00:02Z INF starting tunnel tunnelID=jeffmills-dev [ 2.267890] cloudflared[891]: 2026-05-22T18:00:02Z INF registered tunnel with cloudflare edge connections=4 [ 2.278901] cloudflared[891]: 2026-05-22T18:00:02Z INF route propagation complete jeffmills.dev [ 2.345678] systemd[1]: Reached target Multi-User System. [ 3.012345] login[923]: pam_unix(login:session): session opened for user kobura(uid=1000) by LOGIN(uid=0) [ 3.234567] kernel: jm-fonts: ibm-plex-mono loaded regular=18432B bold=18988B [ 3.345678] kernel: jm-paint: first contentful paint 38 ms [ 3.456789] kernel: jm-paint: largest contentful paint 142 ms [ 3.567890] kernel: jm-paint: time to interactive 198 ms [ 4.012345] kernel: gen-ui-demo: mock pipeline armed, USE_MOCKS=true [ 4.123456] kernel: crt-overlay: phosphor halo attached r=140px opacity=0.05 [ 4.234567] kernel: crt-overlay: grid mask attached cell=12px lines=0.22 [ 4.345678] kernel: crt-overlay: log stream attached lines=70 duration=35s [ 4.456789] kernel: pointer-tracker: armed at viewport 1920x1080 [ 5.012345] kernel: 80 columns rendered. all systems nominal. [ 7.234567] kernel: visitor session id b3f8a2c1-7d4e-4f8a-9c2b-1a3f4b5d6e7f connected [ 12.345678] kernel: cursor tracker armed. phosphors stable. no errors. no carrier. [ 18.567890] kernel: heartbeat ok. still warm.
Coverage of work I’ve led at Vanguard FAS, including Expert Insights, Vanguard’s AI-powered portfolio analysis tool for advisors, launched April 9, 2026.
Headlined Barron's Advisor Daily Newsletter on launch day.
First to publish on launch day. Included in The Daily Upside's Advisor Upside newsletter, which reaches roughly 110,000 advisors.