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Build & technical

Agents, coding assistants, local models, and harness work.

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5 guides

Local LLMs in 2026: What Actually Runs on a Laptop Now

What a freelancer can actually run locally in August 2026: Qwen 3.8-27B on a 32 GB Mac, why full DeepSeek V4-Flash is not a laptop job, and a one-weekend experiment.

From Prompts to Systems: The Agent Engineering Basics That Matter in 2026

As of August 2026, prompt skill is baseline. A freelancer can build a production-shaped agent with free or self-hosted infrastructure components; model inference is a separate cost or local choice.

How to Run a Multi-Model Content Pipeline on DeepSeek Harness (Field Test)

A field test of running Grok, Claude, and Codex as one content pipeline on DeepSeek Harness—roles, real commands, subscription-quota cost, and when the extra steps are worth it.

Should You Use AI Coding Assistants on Side Projects, or Only for Clients?

A practical test for deciding whether agentic coding tools earn their keep on personal, unpaid projects—and where they quietly cost you.

How to Choose an AI Code Assistant as a Freelancer

A practical guide to choosing between autocomplete, chat-based, and agentic coding assistants based on your work, risk tolerance, and budget.