Use cases

VLADOS is general purpose, but these are the jobs people bring to it most often.

For engineering teams

Debugging

Paste a stack trace or failing test and get a ranked list of likely causes with concrete fixes.

Code review

Ask for a second opinion on a diff, including readability, edge cases and performance notes.

Documentation

Turn a module or API into a readable reference with examples in the language you use.

Migration help

Translate patterns between frameworks and languages, and plan a step by step rollout.

For business and operations

Client communication

Draft proposals, follow ups and difficult replies with the tone and length you specify.

Research summaries

Condense long material into decisions, risks and next actions your team can act on.

Process drafting

Turn a rough workflow into a documented procedure with owners and checkpoints.

Data explanation

Explain what a set of numbers implies, what is missing and which questions to ask next.

For students and self learners

Work through proofs, get concepts explained at the level you choose, generate practice questions, and check your own reasoning line by line. Ask VLADOS to teach the method rather than hand over the answer when you are studying for an exam.