GuidesSelf-Hosted AI Coding: What Going Private Actually Removes
A local model closes one of seven outbound services. The other six are yours, and the one that stops you is memory rather than model quality.
Aug 2612 min read
CATEGORY · 16 ARTICLES
Guides
Articles
Guides
GuidesAI Coding Security Risks: What the Checklist Misses
Zero injection, zero committed secrets, every admin surface guarded — and four unescaped sinks, no CSP, and 548 packages nobody read.
Aug 2512 min read
GuidesAI Coding Tools for Enterprise: The Control Plane
The contract governs the vendor. Files on each developer's machine govern the agent — and most of them never reach a diff.
Aug 2513 min read
GuidesAre AI Coding Tools Worth It? One Repository, Audited
Throughput is measurable to the byte. We counted what an agent produced in 33 days, who it was produced for, and how much of it ever reached a reader.
Aug 2512 min read
GuidesAGENTS.md Explained: How the Open Agent Standard Works
The multi-agent instruction format adopted across 60,000+ repositories. How it is structured, discovered, and executed.
Aug 2411 min read
GuidesAI Coding Rate Limits: Why Usage Caps Hit Mid-Refactor
Why agent sessions exhaust quota in under 20 turns. How rolling windows, reasoning multipliers, and subagents drain usage caps.
Aug 2412 min read
GuidesAI Coding Workflow: 273 Rules, 36 Gates, 0 Automatic
The published workflows are lists of rules. A workflow is the subset that executes whether or not anyone remembered it.
Aug 2312 min read
GuidesAI Test Generation Tools: 8 of 76 Files Need No Mock
The generator is not the bottleneck. On a real Next.js codebase, 87% of modules need a fixture before the first assertion runs.
Aug 2312 min read