An applied engineer's first month, made discussable.
Follow a new engineer and manager turning broad expectations into an agreed learning conversation.
Fictional product walkthrough. Sample people and actions. No live messages, integrations or AI calls.
Ready to play when in view.
With HirebrewContext moves with the work
Hirebrew GrowIllustrative workspace
CE
Chika EzeApplied AI engineer
Applied engineer first-month goals
What support does Chika need for the first-month goals?
Role expectationsDevelopment goalsCheck-in notes
Employee opens the development plan
Start with expectations people can discuss
The manager records learning expectations and an early check-in, without inventing delivery targets.
→
Role expectationsManager drafting
In progress
○
Learning needNot yet recorded
Pending
○
Check-in actionInitial outline
Pending
↳
Nana, engineering manager
Let's start by understanding the team's evaluation approach and how decisions are reviewed.
Employee records a learning need
Progress needs context, not assumptions
Chika adds a specific learning need rather than being judged from an assumed performance signal.
✓
Role expectationsShared with Chika
Ready
→
Learning needWalkthrough requested
In progress
○
Check-in actionEmployee adds context
Pending
↳
Chika Eze
I would like a walkthrough of how the team documents evaluation decisions.
Manager prepares the check-in
Turn the update into a conversation
The manager brings that request into the check-in and proposes an introduction to the relevant colleague.
✓
Role expectationsDiscussed together
Ready
✓
Learning needOwner identified
Ready
→
Check-in actionManager preparing
In progress
↳
Nana, engineering manager
We can arrange a walkthrough with our evaluation lead and use the next check-in to discuss your questions.
Manager and employee record an action
Leave with a useful next step
Chika and the manager record the learning conversation and agree who will follow up.
✓
Role expectationsAgreed context
Ready
✓
Learning needLearning action agreed
Ready
✓
Check-in actionFollow-up recorded
Ready
↳
Chika Eze
The walkthrough will help. I have added the questions I want to discuss at our next check-in.
✓
In this exampleThe role has a shared starting point.
A scripted illustration, not a customer result or a promise of production availability. People review decisions.
Exceptional specialists need a shared team context.
Hiring a researcher, applied engineer or solutions lead involves different kinds of evidence. Fast-changing role requirements make it tempting to improvise every interview. Hirebrew helps you explore a more deliberate process, where the team agrees on the work, assesses relevant skills and carries those expectations into the new employee's first months.
Define the role before the search
Separate research depth, production engineering and customer problem-solving. Use the requisition and panel criteria to make the actual capability gap clear to everyone involved.
Keep evaluation human and explainable
Collect structured interviewer feedback and review the evidence together. Candidate selection should remain an accountable team decision, not an opaque model score.
Connect joining with contribution
Organise onboarding tasks, manager check-ins and early goals. For teams distributed across African markets and beyond, make ownership explicit rather than assuming proximity will fill the gaps.
From an ambitious role to a grounded plan.
Explore a sample applied AI engineer journey involving engineering, product and the future manager.
Illustrative workflow. Explore the ownership at each handoff.
Workflow ownerTechnical lead + HR
Name the problem the hire will solve
Connect the role request to specific team needs. Agree on essential skills and the parts of the job that the employee can learn after joining.
Workflow ownerEngineering + product panel
Bring complementary evidence together
Use scorecards to capture technical judgement, collaboration and practical problem-solving. Keep candidate communication open while the panel resolves differing views.
Workflow ownerManager + new hire
Set up the first learning loop
Explore first-week tasks and a 30/60/90-day plan. Assign introductions and learning responsibilities while infrastructure and repository permissions stay with their existing owners.
Workflow ownerManager + employee
Revisit goals as the work changes
Use check-ins and development conversations to discuss progress and emerging skill needs. Keep the employee's growth visible alongside a changing product or research roadmap.
See connected sample interactions in the product tour.
Brew's website examples are scripted, illustrative drafts, not a connected model or autonomous agent. Use them to discuss permitted data, output quality and human review before scoping any live implementation.
Not in this website preview. Its examples illustrate drafting and review interactions. Provider setup and production safeguards require a separate implementation.
Can we include research and commercial interviewers?+
The panel journey lets you explore different participant perspectives. Define each person's criteria and validate role access as part of the pilot.
Does Hirebrew replace engineering tooling?+
No. Model development, compute, repositories and experiment tracking stay in your specialist tools. Hirebrew focuses on the people doing that work.