Buy Now, Maybe Pay Later: Dealing with Prompt-Tax While Staying at the Frontier - Andrew Thomspson

AI Engineer June 3, 2025
Video Thumbnail
AI Engineer Logo

AI Engineer

@aidotengineer

About

Talks, workshops, events, and training for AI Engineers.

Video Description

Frontier LLMs now drop at warp speed. Each upgrade hits you with a Prompt‑Tax: busted prompts, cranky domain experts, and evals that show up fashionably late. In this talk I’ll share 18 months of bruises (and wins) from shipping an agentic product for real‑estate lawyers: • The challenge of an evolving prompt library that breaks every time the model jumps • The bare‑bones tactics that actually work for faster migrations • Our “betting on the model” mantra: ship the newest frontier model even when it’s rough around the edges, then race to close the gaps before anyone else does Walk away with a playbook to stay frontier‑fresh without blowing up your roadmap or your team’s sanity.

You May Also Like

Frontier-Focused Tech Must-Haves

AI-recommended products based on this video

Loading...
10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

(1)
$99.99
FREE delivery Mon, Aug 11
Loading...
ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

(49)
$117.29$102.21
$6.86 delivery Thu, Aug 14
Loading...
7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

(61)
$68.99
FREE delivery Tue, Aug 12
Loading...
BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

(288)
$54.14
FREE delivery Sun, Jun 22
Loading...
Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black
Best Seller

Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black

(17,871)
$27.98$22.38
FREE delivery Tue, Oct 14 on your first order
500+ bought in past month
Loading...
Logitech G305 Lightspeed Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black

Logitech G305 Lightspeed Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black

(35,879)
$49.99$44.99
FREE delivery Mon, Jan 26
1K+ bought in past month
Loading...
Dell UltraSharp 24 Monitor - U2424H

Dell UltraSharp 24 Monitor - U2424H

(43)
$309.44$262.14
FREE delivery Aug 22 - 25Only 8 left in stock.
Loading...
Dell UltraSharp U2723QE 27" 4K UHD WLED LCD Monitor - 16:9 - Black, Silver EPEAT

Dell UltraSharp U2723QE 27" 4K UHD WLED LCD Monitor - 16:9 - Black, Silver EPEAT

(13)
$699.99$650.99
FREE delivery Tue, Oct 7
50+ bought in past month
Loading...
Dell UltraSharp U2725QE 27' 4K Thunderbolt-Hub-Monitor mit Bildwiederholfrequenz Von 120Hz

Dell UltraSharp U2725QE 27' 4K Thunderbolt-Hub-Monitor mit Bildwiederholfrequenz Von 120Hz

(50)
$1,059.91
FREE delivery Oct 7 - 8
Loading...
TP-Link USB C To Ethernet Adapter (UE300C) - J45 To USB C [Thunderbolt 3/4 Compatible] Type-C Gigabit Ethernet LAN Network Adapter, Compatible With Apple MacBook Pro 2017-2023, MacBook Air, And More

TP-Link USB C To Ethernet Adapter (UE300C) - J45 To USB C [Thunderbolt 3/4 Compatible] Type-C Gigabit Ethernet LAN Network Adapter, Compatible With Apple MacBook Pro 2017-2023, MacBook Air, And More

(11,192)
$12.99$10.39
FREE delivery Sat, Jun 14 on your first order
500+ bought in past month
Loading...
TP-Link USB to Ethernet Adapter (UE306) - Foldable USB 3.0 to Gigabit Ethernet LAN Laptop Network Adapter, Supports Nintendo Switch, Windows, Linux, Apple MacBook OS 10.11- OS 12, Surface

TP-Link USB to Ethernet Adapter (UE306) - Foldable USB 3.0 to Gigabit Ethernet LAN Laptop Network Adapter, Supports Nintendo Switch, Windows, Linux, Apple MacBook OS 10.11- OS 12, Surface

(11,241)
$13.97$9.43
FREE delivery Sun, Jun 22 on your first order
500+ bought in past month
Loading...
NEEWER Advanced 18 inch LED Ring Light for Phone, LCD Touch Screen, 2.4G Remote Lights Control, 3200-5600K, Tripod Light for iPhone Action Camera, for Studio Makeup TikTok YouTube Video Salon (Black)

NEEWER Advanced 18 inch LED Ring Light for Phone, LCD Touch Screen, 2.4G Remote Lights Control, 3200-5600K, Tripod Light for iPhone Action Camera, for Studio Makeup TikTok YouTube Video Salon (Black)

(2,807)
$181.49
FREE delivery Sun, Aug 10
Loading...
HOMIEE HOMIEE 15.6-Inch Laptop Backpack, High-Capacity Backpack for Men Women USB Charging Port Travel/Business/College Backpack, Blue

HOMIEE HOMIEE 15.6-Inch Laptop Backpack, High-Capacity Backpack for Men Women USB Charging Port Travel/Business/College Backpack, Blue

(1,409)
$37.99
PrimeFREE delivery Sat, Jun 14
Loading...
RAOYI 5Pack 64GB USB Flash Drive USB Stick USB 2.0 Memory Stick Slide Retractable Thumb Drive 64G USB Drive USB Key for Data Storage (Black Red Blue Green Purple)

RAOYI 5Pack 64GB USB Flash Drive USB Stick USB 2.0 Memory Stick Slide Retractable Thumb Drive 64G USB Drive USB Key for Data Storage (Black Red Blue Green Purple)

(4,402)
$26.09
Prime
1K+ bought in past month
Loading...
Asus ZenScreen 16” Portable USB Monitor (MB169CK) - Full HD, IPS, Dual USB-C, Eye Care, Flicker Free, Blue Light Filter, Anti-Glare Surface, 360° Kickstand, 3 yr Warranty

Asus ZenScreen 16” Portable USB Monitor (MB169CK) - Full HD, IPS, Dual USB-C, Eye Care, Flicker Free, Blue Light Filter, Anti-Glare Surface, 360° Kickstand, 3 yr Warranty

(111)
$129.99$100.27
FREE delivery Jan 9 - Feb 4
100+ bought in past month
Loading...
RAOYI 5pcs 32GB USB 3.0 Flash Drive Memory Stick Fold Storage Thumb Stick Pen Drive U Disk Swivel Design (5 Mixed Colors: Black Red Blue Green Purple)

RAOYI 5pcs 32GB USB 3.0 Flash Drive Memory Stick Fold Storage Thumb Stick Pen Drive U Disk Swivel Design (5 Mixed Colors: Black Red Blue Green Purple)

(1,667)
$31.99
FREE delivery Sat, Jun 14 on your first order
Loading...
Anti Barking Device, Bark Control Device, Dog Barking Deterrent with 3 Adjustable Level Sonic Bark Up Dog Training Tools to 33 Ft Range Safe for Dogs and Human

Anti Barking Device, Bark Control Device, Dog Barking Deterrent with 3 Adjustable Level Sonic Bark Up Dog Training Tools to 33 Ft Range Safe for Dogs and Human

(4)
$39.99
FREE delivery Thu, Sep 11
Loading...
GEEKOM A7 Max Mini PC (Flagship Level Performance), AMD Ryzen 9 7940HS (Up to 5.2GHz),Mini Computer 16GB DDR5 RAM and 1TB PCIe 4.0 SSD, Windows 11 Pro, Quad 8K Display, USB4, Dual 2.5G LAN, Wi-Fi 6E

GEEKOM A7 Max Mini PC (Flagship Level Performance), AMD Ryzen 9 7940HS (Up to 5.2GHz),Mini Computer 16GB DDR5 RAM and 1TB PCIe 4.0 SSD, Windows 11 Pro, Quad 8K Display, USB4, Dual 2.5G LAN, Wi-Fi 6E

(115)
$1,199.00
FREE delivery Sat, Jan 3