Dossier Scene 01
Research operator
I work where biology, models, and deployment pressure meet: AMR prediction, LLM systems, and infrastructure that has to survive real users.
Status FocusAMR + LLMOps
AKHYARAHMAD
Engineering deep computational biology models and robust inference gateways for enterprise AI.
BS Software Engineering @UET, LahoreOryvo AI
01 / Setup02 / Formation03 / Strategy04 / Verification
Dossier Scene 02
Oryvo AI founder
Building Oryvo AI from student experiments into a registered company focused on MLOps, deployment systems, and AI product execution.
Status FocusSECP registered
Dossier Scene 03
Systems architect
The focus is no longer just prototypes. It is reliable pipelines, typed services, compiled deployment paths, and model behavior people can trust.
Status FocusC# / ML.NET
Dossier Scene 04
Flagship proof
ARMOR beat the reviewed SOTA models for amikacin and piperacillin/tazobactam under BioProject-based validation in K. pneumoniae.
Status Focus0.9864 AUC
Flagship AMR Architecture
ARMOR: Bioinformatics Machine Learning
Antibiotic Resistance Modelling through Omics and Resistance-gene analysis is an advanced clinical-grade machine learning model. It deciphers genomic profiles to forecast susceptibility profiles in multi-drug resistant Klebsiella pneumoniae.
Evaluation Backbone
123,181
Initial BV-BRC phenotype records
8,733
Laboratory-method records retained
3,745
Unique K. pneumoniae genomes
2,507
Genomes used for Panaroo pangenome
| Antibiotic | AUC-ROC | F1-Score |
|---|---|---|
AmikacinAminoglycoside BioProject hold-out | 0.9864 | 0.8809 |
Piperacillin/TazobactamBeta-lactam / Inhibitor BioProject hold-out | 0.9394 | 0.8680 |
Cefepime4th Gen Cephalosporin BioProject hold-out | 0.9075 | 0.8766 |
FosfomycinEpoxide derivative 10-fold CV | 0.8158 | 0.6406 |
Amikacin Model
Aminoglycoside
Performance Dossier
Highest reported AUC against the reviewed K. pneumoniae AMR tools. Represents near-perfect classification performance on independent genomic lineages.
Validation Protocol
BioProject hold-out
Model AUC
0.9864
Key Bio-featuresPangenome PresenceCARD Resistance GenesProtein 3-mersSNP mutations
Selected Architecture
Applied Products
01 / 03
Oryvo AI
EzDeploy
Automated high-availability ML & LLM deployment layer. Bridges the gap between research notebooks and production-grade Kubernetes workloads.
LLMOpsDockerFastAPIAWS
System Architect / Founder
99.9%Uptime
02 / 03
Biometric Security
Activity Detection
Real-time surveillance system using time-series sensor telemetry to detect anomalous human behavior with low-latency inference.
PythonTensorFlowTime Series
ML Engineer
14msLatency
03 / 03
Clinical Pipeline
ARMOR
Packages pangenome, SNP mutations, and CARD resistance genes to compile clinical AST reports in under ten minutes.
C# ML.NETBioinformaticsGenomics
Researcher / ML Engineer
0.9864AUC-ROC
Technical Arsenal
Core Technologies
Scrub to rotate the 3D Perspective Grid
ModelingPython
ModelingPyTorch
ModelingTensorFlow
ModelingScikit-Learn
ModelingLightGBM
ModelingXGBoost
ModelingKeras
ModelingNumPy
ModelingPandas
ModelingHuggingFace
ModelingPython
ModelingPyTorch
ModelingTensorFlow
ModelingScikit-Learn
ModelingLightGBM
ModelingXGBoost
ModelingKeras
ModelingNumPy
ModelingPandas
ModelingHuggingFace
ModelingPython
ModelingPyTorch
ModelingTensorFlow
ModelingScikit-Learn
ModelingLightGBM
ModelingXGBoost
ModelingKeras
ModelingNumPy
ModelingPandas
ModelingHuggingFace
OmicsPanaroo
OmicsRGI / CARD
OmicsSnippy
OmicsProtein k-mers
OmicsSNP features
OmicsFASTA / FASTQ
OmicsBiopython
OmicsPangenomics
OmicsPanaroo
OmicsRGI / CARD
OmicsSnippy
OmicsProtein k-mers
OmicsSNP features
OmicsFASTA / FASTQ
OmicsBiopython
OmicsPangenomics
OmicsPanaroo
OmicsRGI / CARD
OmicsSnippy
OmicsProtein k-mers
OmicsSNP features
OmicsFASTA / FASTQ
OmicsBiopython
OmicsPangenomics
SystemsC#
SystemsML.NET
SystemsFastAPI
SystemsDocker
SystemsAWS
SystemsKubernetes
SystemsLinux
SystemsPostgreSQL
SystemsRedis
SystemsgRPC
SystemsC#
SystemsML.NET
SystemsFastAPI
SystemsDocker
SystemsAWS
SystemsKubernetes
SystemsLinux
SystemsPostgreSQL
SystemsRedis
SystemsgRPC
SystemsC#
SystemsML.NET
SystemsFastAPI
SystemsDocker
SystemsAWS
SystemsKubernetes
SystemsLinux
SystemsPostgreSQL
SystemsRedis
SystemsgRPC
ProductMLOps
ProductLLMOps
ProductSystem Design
ProductSupabase
ProductGit / GitHub
ProductVercel
ProductLangChain
ProductVector DBs
ProductMLOps
ProductLLMOps
ProductSystem Design
ProductSupabase
ProductGit / GitHub
ProductVercel
ProductLangChain
ProductVector DBs
ProductMLOps
ProductLLMOps
ProductSystem Design
ProductSupabase
ProductGit / GitHub
ProductVercel
ProductLangChain
ProductVector DBs