AI EngineeringF.016 min
Why most AI agents fail in production
The difference between a working demo and a system that survives real traffic. Three things we instrument from day one — and one we don't ship without.
22 Apr 2026Read note
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Short, opinionated essays on AI agents, automation patterns, web performance, and search systems. Written by the people building them.
(field notes · in progress)
Written by engineers, for the next engineer.
AI EngineeringThe difference between a working demo and a system that survives real traffic. Three things we instrument from day one — and one we don't ship without.
AutomationWe're platform-agnostic, but not random. Here's the decision tree we use when scoping a new automation: ownership, complexity, and cost-at-scale.
SEO + GEOWhy Schema.org, /llms.txt, and answer-shaped FAQs matter more than backlinks for the next wave of search. Field notes from our own deployment.
Web Engineeringcoming soonPerformance budgets enforced in CI mean we can't ship a regression. Here's the bundle, image, and font budget every Value Tech site lives within.
AI Engineeringcoming soonEval suites, golden datasets, regression checks, and the human-review loop that catches what numbers miss. Sample evals at the bottom.
Studio Notescoming soonHow we scope projects so neither side is surprised three weeks in. The exact tradeoff doc we write before signing — share it with your next agency.
n8n AutomationA step-by-step n8n + Gmail follow-up workflow that replies to every inbound in under a minute. Includes the JSON export, the prompt template, and the confidence threshold we use in production.
AutomationA practical cost + power comparison of n8n vs Zapier for Indian founders. INR pricing math, data-residency notes, and when to pick which based on volume.
GoHighLevelThe exact GoHighLevel agency setup we use for Indian marketing agencies — snapshot structure, INR billing, WhatsApp + SMS routing, and the automations that move the needle.
The same notes our team writes for itself — shared with you a week later, plus the templates we used.
30-minute strategy call. We'll map the highest-leverage automations in your business, scope a website if you need one, and quote a fixed price — whether you hire us or not.