Development

Code

Jalaran Code generates, completes and reviews code across Python, TypeScript, JavaScript, SQL and Bash on self-hosted inference, so proprietary source never leaves your infrastructure.

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Who Code is for

For developers under a policy — or a contract — that forbids sending source to a third-party API, which rules out most commercial coding assistants entirely. Also for anyone who would simply rather their employer’s code not become someone else’s training data.

What Code does

Code runs on Jalaran’s own hardware, which is the reason to use it: proprietary or client code can be reviewed without leaving your infrastructure. Three modes cover the real workflow — generate from a description, complete existing code, and review with structured findings at explicit severity levels rather than a wall of undifferentiated suggestions. Prompts are tailored per language, because idiomatic SQL and idiomatic Bash have almost nothing in common.

Generate, complete and review modes
Five languages with per-language prompts
Structured review with severity levels
Self-hosted, so code never leaves your infrastructure

How Code works

Pick the language
Python, TypeScript, JavaScript, SQL or Bash. Prompts are tailored per language rather than shared.
Generate, complete or review
Write from a description, finish existing code, or get a structured review of what you have.
Read the review by severity
Findings at explicit levels, so a real bug is not buried among style preferences.
Verify before you ship
Generated code is a draft. Read it and test it — plausible and wrong is the characteristic failure.

What Code does not do

Code sees what you paste. It does not read your repository, follow imports, understand your architecture or run anything, so a review covers the snippet and not its context — where a lot of real bugs live. It covers five languages and no C or C++; embedded firmware is Embed, which carries hardware constraints a general assistant gets actively wrong. Always read generated code before shipping it.

Common questions

Does my code get sent to an external API?

No. Inference runs on Jalaran’s own hardware, which is the whole reason the module exists. Proprietary and client code can be reviewed without leaving your infrastructure.

Can it see my whole codebase?

No. It works on what you paste — no repository access, no import following, no architectural context. That is a real limitation for reviews, since plenty of bugs live in the interaction rather than the snippet.

Does it handle C or C++?

No. Its five languages include neither. For Arduino/C++ and MicroPython, Embed is the module, and it carries hardware constraints a general assistant answers wrongly.