FROM THE TRENCHES Issue №288

Practical decisions for AI and software

Technical guides to choose models, verify software and plan delivery.

Latest articles

New comparisons, practical guides and engineering lessons.

An automated AI video pipeline turning a topic into script, voice, stock footage, subtitles and a finished short Delivery & QA

MoneyPrinterTurbo Review 2026: Free AI Video, Real Costs

MoneyPrinterTurbo turns a topic into a narrated short, but free code is only the start. See its setup, hidden costs, licensing, platform risk and production fit.

Kevin Riedl
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AirLLM streams one model layer from storage through RAM to limited GPU VRAM AI & Agents

AirLLM on 4 GB VRAM: How Layer-Wise Inference Really Works

AirLLM can execute models far larger than GPU memory by streaming weights layer by layer. Separate the measured VRAM claim from disk, latency, quantization and production reality.

Kevin Riedl
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TrueForge agent harness connecting models, MCP tools, subagents, approvals, sandboxed code and traces AI & Agents

TrueForge Review: Is the Open-Source Agent Harness Production-Ready?

A buyer-focused review of TrueForge, its agent loop, context controls, benchmark economics, deployment modes and enterprise production gaps.

Kevin Riedl
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One page served as HTML, as a Markdown mirror and as an llms.txt entry, with a build gate checking all three AI & Agents

Agent-Readable Websites: llms.txt, Markdown Mirrors and What Breaks

What public HTML, crawler controls and optional machine formats actually do, with the conversion failures our build gate catches.

Kevin Riedl
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Delivery team size compared across a solo operator, a micro agency and a mid-size agency Leadership & Teams

Micro Agency vs Mid-Size Agency: How Big Should Your Software Partner Be in 2026?

The one-person agency versus micro agency argument is a debate between sellers. Here is the buyer's version, with the team-size research, the 2026 agency margin data, and the four clauses that make a small partner safe to hire.

Kevin Riedl
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Self-hosted screen agent operating a desktop interface inside a single-GPU deployment AI & Agents

Qwen3.8-27B: Self-Hosted Computer-Use Agents Without Exporting Screenshots

An open-weight model now leads desktop-operation benchmarks. What that changes for back-office automation you cannot send to a hosted API.

Kevin Riedl
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One English slug per document across four language prefixes, with hreflang links pointing between the versions AI & Agents

Localized URL Slugs vs hreflang: Why We Keep One English Slug

Localized slugs are valid, but they add a mapping layer around hreflang. Why we keep one language-independent slug across four languages, and what that costs us.

Kevin Riedl
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An Odoo database beside a team's own integration service, with the call ceiling, the transaction boundary and the upgrade clock drawn between them Delivery & QA

Odoo API integration: the five limits that decide your architecture

Odoo Cloud treats one call per second as acceptable use, every JSON-2 call is its own transaction, and XML-RPC has a removal date. What that forces on an integration.

Kevin Riedl
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An agent reading a page on one side and completing a task against an authorized tool surface on the other AI & Agents

Can an AI Agent Use Your Product, or Only Read About It?

Readable means an assistant can cite you. Usable means it can complete a task and be refused when it should be. The second is an authorization problem, not a model problem.

Kevin Riedl
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