Coding Agents

Coding work is brittle because small mistakes can look invisible until they hit users.

A response can sound complete while a route still 404s, a build quietly fails, or an existing page breaks as collateral damage. That is why coding tasks need stricter handling than normal chat tasks.

Take a common request: "Fix the landing page CTA and update routing for the new campaign slug." That sounds simple. In practice it touches copy, templates, route config, internal links, and sometimes sitemap behavior. A single missed check can ship a broken URL.

The reliable workflow is deliberate. Your agent writes a concrete brief with scope and done criteria. It delegates implementation to a coding-focused execution session. It monitors progress while the work runs. Then it verifies outputs before calling anything finished.

Verification is where quality is won or lost. "Implemented" is not enough. The changed files must exist, checks must pass, updated URLs must respond correctly, and existing pages must still work. If routing changed, related pages and sitemap behavior must be re-checked.

This is also why orchestration and execution are often split. The orchestrating agent handles planning, tracking, and acceptance criteria. The coding agent handles file edits and iterative fixes in a workspace built for execution. One owns mission quality, the other owns implementation detail.

For staff, the practical takeaway is simple: stricter process on coding tasks is not overkill. It is how you avoid brittle outcomes that look done in chat but fail in reality.

When your agent pauses to brief, delegate, monitor, and verify, it is doing exactly what reliable software work requires.