// Blog

Notes from the
engineering team.

Long-form on the platforms we run, the engagements we take, and the principles we hold ourselves to. We post when we have something worth saying — not on a content calendar.

A Production Document-Intelligence Stack: The Nine Layers, End to End

What goes into a document-intelligence system that actually ships — layer by layer, with the choices that turn a demo into a production pipeline.

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Build vs. Buy at Every Layer of the AI Stack — A Framework

A nine-layer decision framework for what to build, what to buy, and what to defer when standing up a production AI system.

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Sprintsail Is Live — Deploy Production Apps in Under 60 Seconds

Sprintsail is a fully managed Application PaaS on AWS, Azure, and GCP. Push your source code, get a live app with database, TLS, monitoring, and auto-scaling.

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Shortlist Is Live — A Verified Talent Pipeline That Kills Resume Theatre

AI-powered talent pipeline where candidates earn a Verified check through assessments, labs, and an SME interview. Employers hire from a pool that's already proven.

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Horizontal Scale or Vertical Depth: The AI Choice Every Leader Needs to Make

The AI providers shaping the next decade are splitting into two camps — horizontal scale vs vertical depth. A practical framework for which one fits your business.

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Cloud Foundry on Kubernetes — The Managed PaaS for Secure, Compliant Workloads

Cloud Foundry's developer experience meets Kubernetes' operational power. How Korifi brings cf push to K8s — and why it matters for teams running secure workloads.

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AI Agent Development for Business: A Practical Guide

AI agents do work autonomously — browsing, writing, calling APIs, making decisions. What business AI agents actually are, what they cost, and how to build one that works.

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Why We Built Shortlist Differently: SME Recruiters and Anti-Fraud by Design

Traditional job platforms are broken — flooded with fake postings and bot applications. How SME recruiters and rate-limited verification fix hiring.

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AWS CDK Consulting: What It Is, When You Need It, and What to Expect

AWS CDK lets you define cloud infrastructure in real code — but getting it right requires experience. What CDK consulting looks like and when to bring in help.

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NYC's $600K AI Chatbot: Why Government AI Projects Fail

New York City spent $600,000 on an AI chatbot described as "basically unusable." What went wrong and how to build AI that actually works.

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The Best Heroku Alternative in 2026

Heroku's pricing and reliability have pushed teams away. Here are the best alternatives in 2026 — including one that runs in your own AWS account.

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