Business need and fit
Engineering information is often distributed across requirements, repositories, interface specifications and issue trackers. A new team member or an engineer changing an interface must first understand the business context, implementation, callers and previous problems. Differences between document and code versions add another layer of checking.
ASWORK develops engineering knowledge assistants that retrieve information within project permissions and selected versions. Answers reference files, commits or issue records. This scope suits organizations maintaining established projects, coordinating across modules or building an internal technical knowledge entry point.
Supporting an interface change
For a question about which interfaces and tests need checking when a device status field changes, retrieval is scoped to the specified project version.
- Confirm the project, branch or commit, the field and its intended business use.
- Retrieve relevant requirements, interface definitions, code locations, issue history and test material.
- Prepare referenced relationships and a checklist, identifying missing information and items to verify.
- Let the engineer confirm the impact before continuing through the team's change, review and testing process.
The retrieved relationships support understanding; they do not establish that every affected component has been found. Actual dependencies and runtime behavior still require engineering verification.
Development and integration scope
- Connectors to agreed repositories, document stores and issue management interfaces.
- Version-aware retrieval with branch, commit and document update information.
- Task entry points for module explanations, interface lookup, issue search and checklist preparation.
- Project and role permissions, index update records, feedback and search logs.
Code change generation can be a separate scope linked to branches, change records and review. Running commands, invoking development tools or writing to repositories requires explicit permission design and is not part of a default read-only search capability.
Project scope and handover
An initial project can cover one repository, a set of interface documents and real engineering questions. Source relationships, version filtering and references are evaluated before expansion. Deliverables can include the team interface, connectors, search service, access configuration, agreed source code, maintenance instructions and evaluation records.
Evaluation checks the selected version, valid source locations, project isolation and index updates after changes. Code correctness, test coverage and merge decisions continue to follow the team's engineering process.
What to prepare
Provide authorized project material, repository structure, document samples, typical questions and the permission model. Explain branch management, code confidentiality, allowed model services and indexing frequency.
Historical cleanup, missing interface documentation and automated code changes can be assessed separately. Repository size, integration coverage, update frequency and hosting conditions affect the work involved.
Frequently asked questions
Will private repository content be sent to an external model?
The deployment design must define that data flow. Internal models or services meeting company requirements can be assessed. Storage, indexing, retrieved excerpts and model requests each need an agreed processing location.
Can the assistant replace code review and testing?
This scope supports retrieval and engineering work. Reviews, executable tests and merge approval remain in the team's process, and engineers verify generated checklists.
How are mismatched document and code versions handled?
Results should retain their version and update information and request verification when correspondence cannot be established. Version filters, obsolete content handling and conflict explanations are defined in the project.