24
learners in the sample cohort
The cohort size behind this preview report.
Our impact
Judge us by what our learners can do.
We track capability, earned confidence, and finished projects another expert can inspect.
See the sample report
A cohort report should show more than completion.
We want the numbers to show what learners built, how much responsibility they can now handle, and how much support they still need.
Sample data for layout review
These figures do not describe a real Egoist Labs cohort. We will replace them with verified cohort data once the programs produce it.
19
working products shipped
Deployed projects another engineer can open and inspect.
38%
less mentor intervention
The sample change from early project reviews to final product defense.
4.3/5
confidence owning new work
A sample learner rating collected after the final review.
A certificate cannot carry the whole claim.
Employers should be able to inspect the learner's total capability, the confidence earned through repeated work, and the projects behind both.
Capability
Can the learner scope unfamiliar work, make the major decisions, recover from failure, and explain the result?
Evidence we collect
Expert review, project decisions, tests, and the final defense
Earned confidence
Can the learner move without waiting for instructions because repeated work has shown them what they can handle?
Evidence we collect
Reduced support, clearer explanations, and responsibility taken without prompting
Finished projects
Can another engineer use the product, inspect the implementation, and see the standard the learner reached?
Evidence we collect
A deployed product, source code, tests, documentation, and recorded decisions
Sample learner evidence
Show the product and the judgment behind it.
A finished product gives an expert something concrete to question. The learner's answers show whether they understand the work they shipped.
The product
A customer-support intelligence tool that ingests conversations, retrieves evidence, and lets a reviewer verify each generated answer.
What the learner owned
Product scope, data model, API design, retrieval, evaluation, testing, deployment, and the cost and reliability tradeoffs.
What an expert can inspect
The working application, source code, evaluation set, failure analysis, deployment notes, and the learner's final product defense.
Sample final review
The learner explains what failed, why the final design changed, and which risks remain.
We will publish the evidence behind each claim.
As cohorts progress, we will replace promises with finished work, verified outcomes, and honest limits on what each program achieved.
Cohort outcomes
Completion, shipped projects, independence, and the types of work learners can now handle.
Learner projects
Working products, source code, technical decisions, and the failures learners had to fix.
External review
What expert reviewers and hiring partners could verify, including where the proof fell short.
Build work another engineer can inspect.
Join a career program, own the product, and leave with proof that shows how you think and what you can handle.