PM Toolkit
How I think, prioritise, and communicate with teams.
- Notion
- Figma
- Linear
- Jira
- Confluence
- PostHog / GA4
- SQL
- Advanced Excel
- Salesforce
- Miro
Skills & Certifications
The craft, categorised.
Skills are only useful if they show up in shipped work. Search a tool, filter by discipline, or scan the credentials that back it up.
Skills by discipline
Business Analysis & Delivery
Bridging the gap between messy stakeholder asks and technical execution.
- BRD & FRD Authoring
- UAT Planning
- Gap & Root-Cause Analysis
- Risk & Dependency Management
- Release Management
- Agile / Scrum
Product · SEO · GEO
Growth loops for products that need to be found - by humans and by LLMs.
- Analytics instrumentation
- Funnel Analysis
- A/B testing
- User Research
- SEO-GEO strategy
- Content ops
LLM & Gen AI
The stack I reach for when a wedge needs a working prototype.
- LangChain
- LangGraph
- OpenAI / Anthropic APIs
- Groq / Cerebras
- RAG pipelines
- Prompt engineering
AI Engineering
Turning models into products that actually behave.
- Fine-tuning
- Embeddings
- Vector DBs (Pinecone / pgvector)
- Agents
- Evals & Human-in-the-Loop Gates
Full Stack
Shipping end-to-end so I can test hypotheses in-market.
- TypeScript
- React / Next.js
- Zustand
- Node.js
- Python
- FastAPI
- Tailwind CSS
- Supabase / Postgres
- GitHub Actions / CI-CD
- N8n (Workflow Automation)
On-Device AI
Bringing inference to the edge, where latency and privacy matter.
- TensorFlow Lite
- ONNX Runtime
- Edge inference
- Model compression
Hardware & Embedded
Where the builder background started - sensors, motors, firmware.
- ESP32
- Arduino
- IR / ultrasonic sensors
- Inverse kinematics
- PCB prototyping
Certifications
NVIDIA Deep Learning Institute · Feb 2026
Building Transformer-Based Natural Language Processing Applications
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