Portfolio / berbir12 / MMXXVI

BereketBirhanu.

Machine learning engineer and full-stack product builder. I work across LLM evaluation, applied AI, React Native products, backend systems, and performance-critical model deployment.

Selected work→Resume ML/AI · Mobile · Full stack · Addis Ababa
signature.py◆ python 3.12 · ok
# signature.py
class Berbir(Engineer):
    def ship(self) -> Result:
        # small surface,
        # correct math.
        self.measure()
        self.reduce()
        self.refine()
        return Result.Quiet
◇ 0 warningsOK
fig. 01 — working methodedt. 2026.07
React Native◆Swift◆LLM evaluation◆Applied ML◆FastAPI◆TensorRT◆Node.js◆Edge deployment◆React Native◆Swift◆LLM evaluation◆Applied ML◆FastAPI◆TensorRT◆Node.js◆Edge deployment◆
§ 01

Selected Work

§ 02

Profile

A compact view of the experience behind the work: machine learning research, model evaluation, product engineering, and mobile development.

~/berbir12/bio.md
bereket@studio~$ cat bio

Machine learning engineer and full-stack builder working across frontier-model evaluation, mobile products, applied AI, and developer tooling.

based
Addis Ababa, Ethiopia
current
LLM evaluation · Invisible
experience
4+ years in ML/AI
education
B.S. Computer Engineering
bereket@studio~$
§ 03

Experience

§ 04

Contact

Let's build
something quiet
and correct.

Email
bereket.birhanu@bitlabsbuild.com
GitHub
@berbir12
Org
DevSync-00
Location
Addis Ababa, ET
Affiliation
AASTU
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bereket.birhanu@bitlabsbuild.com