I build products,
businesses & stories.

Founder of Otis OS. Based in Dubai.

Shipping a2acompress, BizRevise and PsychRevise.

Otis OS

Founder, '26 — An operating system for student entrepreneurs: IDE, Business Agent, Personal Agent.

Otis workspace3 agents live
IDE Agentwriting code
Business Agentpricing model
Personal Agentcalendar

a2acompress

Research, '26 — Lossless wire format for agent-to-agent handoffs. Byte-exact round trip, decode overhead counted.

Held-out ToolBenchcl100k_base
Raw
100.0%
Encoded
63.4%

36.6% fewer tokens on real AI-agent conversations.

Market Prediction Corpus

Data pipeline, '26 — Three independent sources joined into one fine-tuning corpus. Rules-first extraction, AI only fills what rules miss, so every field keeps its provenance.

SourcesFastAPI · React
Failed-startup post-mortems, cause stated by the source536 → 531
YouTube transcripts, auto-discovered and screened16 → 3
SEC filings matched to price historymeasured return
corpus.jsonlone training example per line

GFS Senior Jackets

GEMS Founders, '27 — Idea to real product to real customers: store, vote, payments, supply chain.

Class of 2027 · orderAl Barsha
Design chosen by student voteLocked
Supplier sourcing & samplingDone
Unit cost, VAT, marginSet
FulfilmentDelivered

BizRevise

EdTech, '26 — Edexcel Business IAL revision, Units 1 & 2, past papers 2021–2025. Offline, streaks, home-screen install.

Unit 1 · Question 4streak 12
12 marksPaper 2023Offline

Assess the likely impact of a rise in interest rates on a business planning expansion.

Model answer unlocks after you submit yours.

PsychRevise

EdTech, '26 — AQA A Level Psychology, 280+ exam-style questions with mark schemes, hints and proficiency tracking.

Proficiency280+ questions
Social influence
86
Memory
72
Attachment
64
Psychopathology
58
Research methods
41

AI Printer Repair

AI tool, '26 — Turns cryptic printer errors into guided steps a normal person can follow.

Diagnosisguided fix
ERROR 0x0000709 becomes Printer is offline on the network.
  1. 1Check the printer and laptop share a Wi-Fi network.
  2. 2Clear the stuck job from the print queue.
  3. 3Re-add the printer by IP, not by name.

The Memory Architect

Amazon KDP — A novel, written and published. Same instinct as the software: finish it, ship it.

The Memory
Architect

Record

2027–28Logistics Director (Elect), Youth Entrepreneur SocietyLeadership
2026COP30 — Honorary MentionMUN
2024CISMUN — Runner-up Best DelegateMUN
2024CISMUN — DelegateMUN
2024GFSMUN — DelegateMUN
OngoingClient website work — static builds through SEO, animation and 3DFreelance

Toolkit

AI & agents

  • AI coding agents
  • Agent-to-agent protocols
  • Multi-agent workflows
  • Context management
  • Token optimisation
  • Claude

Local & tooling

  • Ollama
  • OpenJarvis
  • n8n
  • API integrations
  • Python packages & CLIs

Product & web

  • Offline-first web apps
  • SEO
  • Animation & 3D
  • Payment flows

Business

  • Supplier sourcing
  • Unit costing
  • Pricing & VAT
  • Logistics
  • Marketing

Off screen

Guitar

Acoustic and electric — fingerpicking now, working toward solos.

Basketball

Training with a specific target: dunking.

Boxing

Second sport, different kind of discipline.

Strength

Consistent lifting, tracked, aimed at named numbers.