FROM THE TRENCHES Issue №244

Opinions, Not Press Releases

Browse a curated front page, then move through focused topic and cluster hubs without losing older work to chronology.

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06
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12
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244

Latest articles

Nine articles per page, ordered by publication date.

Coding with Claude Fable 5.1: model routing across Fable, Opus, Sonnet, and Haiku AI & Agents

How to Use Claude Fable 5.1 in Claude Code

A practical Claude Code workflow for Fable 5.1: select the model, plan first, route implementation, verify with tools, and handle safeguard fallbacks.

Anthropic rejects an open-weights ban while model competition changes enterprise AI costs AI & Agents

Anthropic Says No Open-Weights Ban. The Cost War Is Still Real.

Anthropic explicitly rejects a protectionist open-weights ban while seeking action against illicit industrial distillation. What its policy, Coinbase's first-party cost report, and EU rules actually mean for buyers.

Agile De-engineering and the erosion of engineering culture in the enterprise Delivery & QA

Agile De-engineering

How a movement built to liberate engineers came to erode engineering culture in the enterprise. Alexandre Kotcherguine and Kevin Riedl trace the commercialisation, ritual capture, metric inversion, and craft erosion behind it.

What an internal AI assistant costs in DACH 2026 AI & Agents

What an Internal AI Assistant Actually Costs in the DACH Region (2026)

Embeddings, vector DB, tokens, hosting, and the maintenance line everyone forgets. A directional per-seat cost breakdown for a DACH internal AI assistant.

Minimum credible product replacing the traditional MVP in the age of AI Product & MVP

The MVP Is Dead. Build a Minimum Credible Product.

AI can reduce prototype effort, not the need for product judgment. Avoidable roughness may damage the signal an MVP should collect. A practical case for less scope, one trustworthy path, and decision-grade evidence.

LLM gateways compared in 2026 AI & Agents

LLM Gateways Compared 2026: LiteLLM vs OpenRouter vs Portkey vs RouteLLM

One endpoint over many providers, with fallback, caching, spend limits, and routing in one place. How LiteLLM, OpenRouter, Portkey, and RouteLLM differ, and how to choose on the constraint that binds you.

Self-hosting open-weight LLMs in the EU AI & Agents

Self-Hosting LLMs in the EU: When Open Weights Actually Pay Off

The GPU is the cheap part. Here is the real cost of self-hosting open weights, a defensible break-even formula, the GDPR trade-offs, and the vLLM production stack.

Open-weight LLM comparison 2026: DeepSeek vs Qwen vs Kimi vs GLM vs Llama AI & Agents

Best Open-Weight LLMs 2026: DeepSeek vs Qwen vs Kimi vs GLM vs Llama

DeepSeek V4, Qwen3.8, Kimi K3, GLM-5.3 and Llama 4 compared on context, license, deployment scale and EU self-hosting.

An honest guide to AI consulting in Austria 2026 Business & Regulation

AI Consulting in Austria 2026: An Honest Guide for SMEs

What AI consulting really covers, what it costs in 2026, which use cases pay off, what the EU AI Act asks today, and how funding works. An engineering view, not a sales pitch.

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