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Portfolio / Builds

Proof of
excellence.

Five bodies of work, documented the way I document an engagement: the problem, the system I built, and the value it produced.

01AI Security PlatformNiru Hackathon · Ongoing

PredictPath AI — Cybersecurity Risk & Attack Prediction Platform

An AI-powered platform that ingests security datasets and predicts the attacker's next move by correlating findings against MITRE ATT&CK, CVE and CWE intelligence.

Problem

Security teams drown in disconnected findings. Scanners produce thousands of rows, but nothing tells you which weaknesses chain together into a realistic attack path — so remediation is prioritised by severity score instead of by actual exploitability.

Solution

I built an ingestion layer that accepts CSV security datasets and a prediction engine that processes structured JSON findings, correlating vulnerabilities, threats and security events against MITRE ATT&CK techniques, CVE records and CWE weakness classes. Automated risk-analysis workflows surface vulnerability relationships, lateral-movement risk and probable next-stage attacker activity.

Value

Defenders see correlated threats and predicted attack scenarios through interactive visualisations, with automated reporting that maps vulnerabilities to affected assets, techniques, risk levels and likely progression.

3

Assessment agent types unified

JSON

Standardised findings pipeline

ATT&CK

Technique-level correlation

Highlights

  • CSV ingestion pipeline for heterogeneous security datasets
  • Correlation engine over MITRE ATT&CK, CVE and CWE intelligence
  • Lateral-movement and attack-path modelling
  • Real-time assessment agents for network, web application and endpoint testing
  • Automated reporting and interactive risk visualisation
PythonMITRE ATT&CKCVE / CWEData VisualisationREST APIs
View repository
02Security AutomationNiru Hackathon · Ongoing

Automated Network, Web & Endpoint Security Assessment Platform

A modular assessment platform that scans authorised networks, web applications and endpoints, then exports standardised findings straight into the prediction engine.

Problem

Assessment work was fragmented across separate tools with incompatible outputs, so every engagement ended in manual re-entry before any correlation or reporting could begin.

Solution

I built three dedicated modules — Network Security Testing, Web Security Testing and Endpoint Security Testing — behind one standardised JSON findings schema. The network module scans authorised environments for exposed services and weaknesses; the web module runs multiple attack scenarios against authorised applications; the endpoint module identifies misconfiguration and hardening gaps.

Value

Assessment results transfer automatically into the EDP prediction engine for ATT&CK correlation, with centralised visualisation of vulnerabilities, affected systems, techniques, risk relationships and remediation priority.

3

Assessment domains covered

0

Manual re-entry between stages

100%

Findings exported as structured JSON

Highlights

  • Three testing modules behind one findings schema
  • Authorised-scope network service and weakness discovery
  • Multi-scenario web application vulnerability testing
  • Endpoint configuration and hardening assessment
  • Centralised remediation-priority reporting
PythonLinuxNetwork ScanningWeb Security TestingJSON Pipelines
View repository
03EdTech PlatformLearning Digitech

Digitech LMS — Learning Management Platform

A full learning platform supporting scalable digital education delivery across programmes and cohorts, with separate student and instructor experiences.

Problem

Training operations were running on scattered tools, making cohort administration, assessment and finance tracking inconsistent and impossible to scale.

Solution

I built a complete platform with a Student Portal and Instructor Portal covering online learning delivery, assessments, live classes, course administration and financial management for real training operations.

Value

Consistent, organised learning experiences that support self-paced study, instructor visibility into learner progress, and programme administration at scale.

2

Dedicated user portals

Multi

Cohort and programme support

E2E

Delivery to finance coverage

Highlights

  • Student Portal and Instructor Portal
  • Online delivery, assessments and live classes
  • Course and cohort administration
  • Financial management for training operations
View repository
04Embedded SystemsEmerging specialisation

IoT & Robotics Innovation Track

A hands-on track integrating software engineering, networking and security fundamentals into intelligent connected systems for prototyping and teaching.

Problem

Learners meet embedded and connected systems as theory, and most IoT prototypes are built with security bolted on afterwards — if at all.

Solution

I run a practical build track across Arduino, ESP32 and Raspberry Pi covering embedded systems, sensor integration, automation, smart devices, industrial IoT and educational robotics, with secure-by-design architecture patterns taught from the first prototype.

Value

Prototypes that work as teaching hardware and as the seed of future community solutions, with edge computing, basic computer vision and AI integration layered in as learners advance.

3

Hardware platforms in the track

Secure

By-design architecture default

Applied

Project-based delivery model

Highlights

  • Arduino, ESP32 and Raspberry Pi build platforms
  • Sensor integration, automation and smart-device control
  • Secure IoT architecture patterns from prototype stage
  • Edge computing, basic computer vision and AI integration
05E-commerce2024 — Present

KENSAB Collection — Online Retail & Dropshipping Storefront

An online retail storefront selling a diverse mix of lifestyle products, fitness accessories and fashion items, with a dropshipping model that lets resellers sell products and earn commission.

Problem

Local sellers had no simple way to reach online buyers or earn from products they do not stock themselves.

Solution

Founded and built a storefront covering lifestyle, fitness and fashion categories, with a dropshipping layer so partners can list and sell products for commission.

Value

A running retail brand with an income stream for resellers and a repeatable playbook for launching new product lines.

3

Product categories

100%

Founder-led build

Highlights

  • Founder and operator of the storefront
  • Multi-category catalogue: lifestyle, fitness, fashion
  • Dropshipping programme with commission-based resellers
  • Secure checkout and customer-facing product pages
E-commerceStorefront DesignPaymentsDropshippingSEO
View repository
06EdTech / Training2023 — Present

Staken Hub Academy — African Digital Technology Training Institute

An African digital technology training institute equipping people with the technical skills needed for global tech careers, with a presence in Malindi and Nairobi, Kenya.

Problem

Talented Kenyan students and professionals lacked accessible, practical training paths into global technology careers.

Solution

Founded and developed Staken Hub Academy: a training institute with campuses in Malindi and Nairobi delivering hands-on technical programmes for high school graduates, university students and professionals upskilling.

Value

A growing pipeline of job-ready African tech talent, trained on practical, industry-aligned curricula.

2

Campus locations

3

Learner tracks

Highlights

  • Founder and developer of the academy and its web platform
  • Presence in Malindi and Nairobi, Kenya
  • Programmes for graduates, students and working professionals
  • Curriculum focused on global tech career readiness
Curriculum DesignInstructionWeb PlatformCommunity Building
View repository
07Institutional workflow platform2025

Elimu Requisition System

A digital requisition and approval platform that replaces paper-based procurement requests in schools and training institutions with tracked, role-based digital workflows.

Problem

Requisitions moved on paper, approvals stalled with no audit trail and departments could not see the status of their requests.

Solution

Built a role-based requisition workflow with department submission, multi-level approval, status tracking and an audit log, secured with row-level access rules.

Value

Approvals move in hours instead of days, and every request has a verifiable trail from submission to fulfilment.

100%

Digital trail

3

Approval tiers

Highlights

  • Role-based approval chain
  • Full audit trail per request
  • Department-level dashboards
ReactTypeScriptSupabasePostgresVercel
View repository
08Student records and services2025

Digitech Student Portal

A student portal giving learners a single authenticated view of their profile, enrolment, progress and academic records at the academy.

Problem

Students had no self-service access to their records, so every status or result request went through staff manually.

Solution

Built an authenticated student portal exposing profile, enrolment, progress and records with strict per-user data isolation and an admin view for staff.

Value

Students self-serve their academic information and staff time shifts from record lookups to teaching.

1

Login for all records

0

Manual lookups

Highlights

  • Per-student data isolation
  • Self-service records access
  • Staff administration view
ReactTypeScriptSupabasePostgresVercel
View repository
09EdTech / AI / Developer Tools2026 — Present

AI-Powered GitHub Code Grader

An AI-powered automated code grading platform that evaluates student GitHub repositories against instructor-defined rubrics. The system automatically accesses submitted repositories, analyzes the code, evaluates it against the specified criteria, and generates structured grading feedback.

Problem

Manually reviewing and grading programming assignments is time-consuming, inconsistent, and difficult to scale, especially when instructors need to evaluate large numbers of student GitHub repositories against detailed technical rubrics.

Solution

Built an automated code-grading system that integrates with GitHub repositories and uses AI to analyze student implementations against predefined rubrics. The platform automates repository retrieval, code analysis, rubric-based evaluation, scoring, and feedback generation.

Value

Reduces the time required to assess programming assignments while providing consistent, rubric-driven evaluations. It enables instructors to scale practical programming assessments and gives students actionable feedback on their implementations.

100%

Automated repository assessment workflow

1

Integrated GitHub-based submission process

1

AI-powered grading engine

Custom

Instructor-defined grading rubrics

Highlights

  • GitHub repository submission and automated retrieval
  • AI-powered source-code analysis
  • Custom instructor-defined grading rubrics
  • Automated rubric-based scoring
  • Structured feedback and improvement recommendations
  • GitHub automation workflow
  • Designed for scalable programming education and assessment
GitHub APIGitHub Actions / GitHub AutomationAI / Large Language Model APIREST APIsAutomated Code AnalysisRubric-Based Evaluation
View repository

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