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TUR Tech Pulse — follow updates from the tools I use and recommend. Occasional, curated.

Writings

Automatic Model Watch: Know What New Models Are Good At Before You Route Traffic

field note ·
A practical pattern for watching new LLMs automatically — capability smoke tests, failure modes, and when to promote a model into production routing.

Operating Note 002: Right Agent, Right Model, Best ROI

operating note ·
My niche: cost-optimize agent systems by routing each task through OpenRouter to the cheapest capable model and agent role — without killing reliability.

When Cheap Models Get Expensive: Pricing Failure Into Agent ROI

analysis ·
Token price is a trap. A free model that fails silently and burns human hours is expensive — here’s a simple way to price failure into agent ROI.

Autonomous Content Org on €35/Month: What Actually Runs

case study ·
How one person runs a multi-site content organisation with AI agents on roughly €35/month of infrastructure — roles, approvals, costs, and failure modes.

Company OS vs Agent Framework vs Orchestration

analysis ·
Agent frameworks, workflow orchestration, and Company OS solve different problems. A practical comparison so you stop buying the wrong layer.

Agent Cost & Model Selection Series — Start Here

article · · Updated
Hub for the cost/ROI series: right agent, right model, model watch, routing tables, eval fixtures, and pricing failure — positioning through practice.

n8n Workflow Hub: Start Here

article ·
Canonical entry point for n8n on this site: comparisons, architecture patterns, and the node guides worth reading — instead of another thin node post.

Code Insights — Local Coding Analytics for AI Developers Without Cloud Tracking

tutorial ·
How I implemented and am testing Code Insights — a privacy-first CLI tool that tracks my coding patterns locally in SQLite, without API keys and without data leaving my machine.