AI & Intelligent Systems
Applied AI, automation, and technical architecture designed around a real operational problem.
- AI automation
- ML systems
- Architecture
- Delivery
Strategy · Technology · Real Impact
Ideas are easy.
Execution is rare.
Praxis Nova turns technical ambition into practical, secure, business-ready solutions.
Explore our products →01 AI & intelligent systems02 Cybersecurity & quality03 Business strategy & growth04 Built for real-world use01 AI & intelligent systems02 Cybersecurity & quality03 Business strategy & growth04 Built for real-world use
What we do
Three disciplines.
One delivery mindset.
Cybersecurity & Quality
Security-aware research, testing, documentation, and training woven into the delivery process.
- Security
- QA
- Research
- Training
Business Strategy
Commercial framing that connects technology to pricing, partnerships, proposals, and sustainable growth.
- Go-to-market
- Partnerships
- Pricing
- Operations
Commercial products
Products built for
real-world use.
Trevy
An AI agent for Follow Up Boss teams, supporting personalized lead nurturing, CRM workflows, market intelligence, intent tracking, and pipeline automation.
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Autoppia
A platform for building autonomous companies through orchestrated AI workers, with an open-source SDK, deployment studio, and Infinite Web Arena benchmark.
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Color Match
A seasonal color shopping app that compares product colors with personal palettes across 4-, 12-, and 16-season systems.
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ArchNova
An archaeology digitization platform supporting artifact scanning and detection, OCR-based records, field workflows, team data, and 3D-oriented documentation.
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UBL Compliance Dashboard
Windows desktop app for a major Pakistani bank's IT team. Interactive offline dashboard that turns exported Excel compliance reports (Windows build, disk encryption, endpoint protection) into region-wise and district-wise views with drill-down charts, top/bottom rankings, and combined compliance status. Runs fully offline, no telemetry.
Research & ML
Technical work,
measured clearly.
FlyAlpha
An open-source financial-learning research scaffold whose decision loop is built from fly-inspired spiking dynamics, sparse Kenyon-cell activity, MBON action populations, and dopamine-gated local plasticity—not conventional predictive models.
Bio-inspiredSpiking decision architecture
Open sourceReproducible research scaffold
Multi-image product classification
A fine-tuned DINOv3 pipeline combining multi-image representation learning with color features.
64.47%Exact accuracy
90.13%Top-3 accuracy
Other AI work
Applied models across
vision, security, and markets.
MST Image Classification
A PyTorch classification pipeline using an ImageNet-pretrained ConvNeXt-Tiny backbone with LoRA fine-tuning, weighted sampling for class imbalance, augmentation, and balanced evaluation.
- PyTorch
- ConvNeXt-Tiny
- LoRA
- Weighted sampling
- F1 & balanced accuracy
IoT Attack Detection
A normal-versus-attack classifier built on CIC IoT-DIAD 2024 flow data, comparing logistic regression, random forest, and histogram gradient boosting with threshold tuning and feature-importance analysis.
- Scikit-learn
- RobustScaler
- Random Forest
- ROC-AUC
- Threat recall
Pairs Trading Strategy
A market-neutral research workflow using correlation screening, Engle-Granger cointegration tests, price-ratio Z-scores, and a broad set of risk, drawdown, tail-loss, and performance diagnostics.
- Python
- yfinance
- Cointegration
- Z-score signals
- Risk analytics
Tone Annotation v2
A supervised language-classification project using Extra Trees classifiers to identify and annotate tone patterns.
- Extra Trees
- Classification
- Feature analysis
- NLP
Cybersecurity & assurance
Security built around
risk, resilience, and control.
A selection of scenario-based security work covering policy development, secure cloud architecture, risk assessment, and continuity planning.
Cross-border information security policy
Developed a unified security-policy framework for a UK–France acquisition scenario, covering governance, information classification, access control, supplier security, cross-border data handling, incident response, and a preliminary risk register.
- ISO/IEC 27001
- ISO 22301
- UK & EU GDPR
- Risk register
- Incident response
Secure AWS architecture for FinTech
Designed and implemented a layered AWS environment for a multi-region European financial-services scenario, combining a three-tier VPC, identity controls, protected storage and databases, scalable application delivery, and operational monitoring.
- AWS VPC
- IAM
- RDS & S3
- ALB & Auto Scaling
- CloudWatch
- NACLs & security groups
Business continuity & recovery planning
Produced a resilience assessment for a remote marine research centre, using risk analysis and a Business Impact Analysis to prioritise critical services, define RTO/RPO requirements, and build a phased maturity roadmap.
- ISO 31000
- ISO 22301
- NIST CSF
- BIA
- RTO & RPO
- BCP/DRP
Business problem-solving
Complex markets.
Practical routes forward.
Farqleet turns market uncertainty into structured commercial decisions—defining the problem, comparing realistic options, and shaping an actionable route to growth.
Build a credible expansion path
Created a Canadian market-entry blueprint for an agricultural-equipment business, comparing Greenfield investment, joint ventures, and exporting before translating the choice into localisation, pricing, partnerships, and phased promotion.
- Market selection
- Entry modes
- Localisation
- Pricing
- Partnerships
- GTM roadmap
Turn feedback into decisions
Built a quantitative research plan to determine how star ratings and written reviews influence booking and satisfaction, connecting reliable customer evidence to platform design, trust, and conversion decisions.
- Customer insight
- Survey design
- Data quality
- Regression
- SEM
- Decision support
Connect performance to strategy
Converted capital-structure, liquidity, reinvestment, operating-efficiency, infrastructure, and sustainability analysis into clear decision signals around financial resilience and long-term competitive growth.
- Financial analysis
- Capital structure
- Liquidity
- Investment strategy
- ESG
- Strategic recommendations
The team
Built across
three perspectives.
Tanaeem
Technical & Delivery Lead
Leads AI/ML, system architecture, engineering decisions, and end-to-end delivery.
Aneeqa
Cybersecurity & Quality Lead
Focuses on security assurance, AWS cloud security, risk assessment, business continuity, QA, and technical documentation.
Farqleet
Business & Growth Lead
Turns market research into practical plans for market entry, positioning, pricing, partnerships, proposals, and sustainable growth.
Praxis / action
We believe useful innovation begins when knowledge leaves the slide deck and becomes something people can use.