How to manage complex business logic as one model
Manage complex business logic by writing it once as a model you can validate, draw and query, then let Claude Code read and edit it over MCP with Appling.
Latest Articles
You're losing customers you already have
Businesses lose repeat customers to a missing follow-up workflow, not to a bad product. What structured customer data, timing and a reviewed offer change.
Claude Code in your browser: point, don't describe
Two extensions connect Claude Code to your browser: Claude in Chrome so it reads the live page, Vibe Annotations so you point at the broken element instead.
Why calling it AI was the industry's costliest mistake
The word AI does two jobs at once: it inflates what investors will pay and lowers what users will trust. The technology is fine. The name is the liability.
The AI prototype iceberg: is your MVP production ready?
AI builds the prototype in an afternoon. Four phases below the waterline decide whether it survives production — scope, architecture, execution, operation.
Kimi K3 vs Claude pricing: the real cost
Token prices do not tell you what an AI model costs. Cache-hit rate, retries and routing decide the bill, measured across 5,848 of our own agent requests.
Three Ways to Run a Private AI for Your Business
Three practical ways to run a private AI for your business: a redaction gateway, a rented EU GPU, or owned bare metal, with the costs and trade-offs of each.
Build a custom MCP server for Claude Code in Go
A hands-on how-to for building a custom MCP server as a single Go binary with an embedded database, wiring it into .mcp.json, and driving it from Claude Code.
The AI Chat Terminal That Replaces Your App Stack
One AI chat terminal is becoming the single interface for every business system — CRM, mail, ERP, ticketing. Why the app stack is going headless in 2026.
Run Claude Code autonomously without losing control
A step-by-step how-to for running Claude Code unattended on real client code: the sandbox, auto mode, and loops that keep long sessions safe to leave alone.
Claude Code: six setup lessons we learned the hard way
Claude Code can finish almost any task — the real question is how much manual steering it costs. Six lessons we learned the hard way, and the myths we dropped.
From bare metal to bare glass: AI's final hardware
A thought experiment: an LLM frozen into a glass cube, computing with light. What photonics already does, what breaks, and what it means for the AI bubble.
AI and the illusion that you no longer need partners
AI tempts every party to believe it no longer needs a partner. That illusion breaks the trust chains a stable economy depends on — and the storm is here.
Building a 24/7 AI Accountant: The Techthos Stack
A hosted AI accountant for Greek SMBs — built on five composable Go tools, orchestrated through GPT-5, Skills, and MCP, running around the clock.
Your Identity Is the New Attack Surface: Protecting Yourself in the Age of Agentic AI
Voice cloning, AI phishing, and agentic account takeovers now target everyone, not just executives. A concrete 2026 defence plan for SMBs, families, and finance teams.
Beyond Passwords: What a Modern Identity Stack Looks Like for Small Businesses
A practical, build-it-this-quarter identity guide for SMBs: passkeys, hardware keys, SSO, callback protocols, device trust, and a realistic phased rollout with cost brackets.
AI Business Integration: What Actually Works for SMBs in 2026
AI business integration is not a product purchase. It is a workflow change with a model behind it. A concrete walk-through, anchored in the Taxisfox build, of where AI integration into business operations earns its keep — and where it quietly burns money.
Getting Started with React: A Modern Approach
Learn the fundamentals of React development and how to build performant web applications using modern best practices.
Move Fast and Break Trust: The Real Cost of Irresponsible AI Deployments
A short catalogue of 2025–2026 AI failures — hallucinated advice, leaked prompts, autonomous spenders, leaky RAG — and the governance patterns that would have prevented each one.
The Senior Engineer Drought: Why 2025 Was the Hardest Year to Hire — And What Changed
A retrospective on the 2025 senior-engineer shortage in the Greek and EU software market: what caused it, how companies adapted, and what worked.
Hire Less, Partner More: The Fractional Team Model for 2026
When to hire, when to partner, when to do both. A decision matrix for SMBs and mid-market companies comparing headcount to fractional delivery teams on cost, continuity, and risk.
Responsible AI Is a Procurement Problem, Not a Philosophy Problem
Responsible AI lives in vendor contracts, DPAs, and procurement checklists — not mission statements. The specific clauses and controls buyers should require in 2026.
If You Can Spot Fake News, You Can Spot Fake Video: A Practical Detection Playbook
The reasoning muscles you already use for misinformation transfer to deepfakes. A concrete detection playbook — and an honest note on where heuristics will stop working.
Provenance Over Pixels: Why C2PA and Content Credentials Matter for Your Brand
Fake storefronts, cloned vendor sites, and AI-generated staff are a brand-safety problem. A plain-language guide to C2PA, Content Credentials, and a 2026-readiness audit.
The Affordability Flip: Why the Businesses That Never Digitised Have the Biggest Opportunity Right Now
Digital transformation used to be an enterprise budget line. In 2026 it's an SMB afternoon project. For businesses that never digitised, that flip is the biggest unclaimed opportunity.
Behind on Digital? Good. You Get to Skip 15 Years of Bad Decisions.
A 90-day digital transformation roadmap for late-starter SMBs — honest timelines, budget brackets, and the warnings nobody tells you upfront.