An AS Pictures release · presents

Asad Saleem — AI Engineer and Researcher

in Machines That Learn to Improve Themselves

Portrait of Asad Saleem
SC. 01 — TAKE 1 — THE ENGINEER

AI Engineer · Independent Researcher · LLM Agents & Computer Vision

I build AI applications and do research across AI, agents and computer science.

STARRING PYTHON · PYTORCH · OLLAMA · REACT   WRITTEN & DIRECTED BY ASAD SALEEM  BS COMPUTER SCIENCE (AI) · SUKKUR IBA UNIVERSITY · EXPECTED AUGUST 2027

Reel 01

Feature Presentation

Chart of success rates across experimental conditions

Research · 2026 · Independent

Self-Improving Harnesses Below the Capability Floor

“Can a small model running on a laptop rewrite its own prompt, memory and tools — and get better?”

A re-implementation of Continual Harness (Karten et al., 2026) for local Ollama models, tested on qwen3.5:0.8b and gemma4:e2b across 20 automatically checked computer tasks.

32→15%

qwen with self-editing as-is — worse than a fixed harness

27→60%

held-out tasks with all five safeguards (suggestive)

1,256

task runs released; one command rebuilds every table

Reel 02

Now Showing

ProfDesk — One chat. Every AI. Your whole computer.01
Assistant · Self-hosted

ProfDesk

One chat. Every AI. Your whole computer.

Claude, ChatGPT and a private local model in one chat, running on your own computer and reachable from your phone. Built for teachers.

Python · FastAPI · Ollama

LecAssist — One lecture in. The busywork out.02
Thesis · Agents

LecAssist

One lecture in. The busywork out.

Final-year project: record, transcribe mixed Urdu/English, summarise, then let an agent create assignments on Moodle — always after the teacher approves.

Ollama · faster-whisper · Playwright · Electron

Tribunal — Let the agents argue it out.03
Multi-agent · Reasoning

Tribunal

Let the agents argue it out.

Multi-agent reasoning platform exploring structured debate, counterarguments and synthesis.

Python · TypeScript · Node.js · LLM APIs

Quantum-RAG — Find the passage that matters.04
Retrieval · Experimental

Quantum-RAG

Find the passage that matters.

Semantic retrieval prototype — chunking, embeddings, vector search — with separate quantum-inspired experiments.

Python · Embeddings · Vector search

Rizzume — Your résumé, typeset.05
Full-stack · Tools

Rizzume

Your résumé, typeset.

Resume builder connecting a React interface to a Flask API and LaTeX PDF export.

React · Flask · LaTeX · Docker

CareToShare — Notes, shared by the whole class.06
Full-stack · Education

CareToShare

Notes, shared by the whole class.

Student study-material sharing with Google OAuth, files stored in each user’s own Google Drive.

React · Express · MongoDB · Drive API

Reel 03

Filmography

00:00:00:00● REC

Dec 2025 — present

AI Engineer

Miami TV

Agent workflows for research and content generation, a retrieval-based assistant, and streaming analytics.

00:01:00:00

Sep — Nov 2025

Junior AI Engineer

Memo Apps

Educational software and workflow automation.

00:02:00:00

Jun — Aug 2025

Python Developer

Easy.co

Data-extraction pipelines.

00:03:00:00

Expected Aug 2027

BS Computer Science (AI)

Sukkur IBA University

Thesis: LecAssist, an agentic academic assistant (2026–2027).

Cast & Crew

ML & AI

  • PyTorch
  • TensorFlow
  • scikit-learn
  • Transformers
  • Ollama
  • NumPy
  • Pandas

Research

  • Experiment design
  • Paired significance testing
  • Ablations
  • LaTeX

Software & Deployment

  • Python
  • FastAPI
  • Flask
  • React
  • Node.js
  • Docker
  • Linux
  • GCP
  • MongoDB
  • Redis
Intermission

Director’s Picks

The films I keep going back to — westerns, sci-fi, Nolan, Ritchie and everything in between.

Tonight’s screening

Sci-FiInterstellar2014 · Christopher Nolan
  • WesternThe Dollars Trilogy1964–66 · Sergio Leone
  • WesternDuck, You Sucker!1971 · Sergio Leone
  • WesternThe Sisters Brothers2018 · Jacques Audiard
  • Sci-FiInterstellar2014 · Christopher Nolan
  • Sci-FiInception2010 · Christopher Nolan
  • Sci-FiThe Matrix1999 · The Wachowskis
  • Sci-FiSource Code2011 · Duncan Jones
  • Sci-FiGravity2013 · Alfonso Cuarón
  • Sci-FiThe Martian2015 · Ridley Scott
  • EpicThe Odyssey2026 · Christopher Nolan
  • MysteryThe Prestige2006 · Christopher Nolan
  • MysteryShutter Island2010 · Martin Scorsese
  • ThrillerPrisoners2013 · Denis Villeneuve
  • ThrillerNightcrawler2014 · Dan Gilroy
  • ActionThe Bourne Trilogy2002–07 · Doug Liman · Paul Greengrass
  • War19172019 · Sam Mendes
  • WarFury2014 · David Ayer
  • WarPearl Harbor2001 · Michael Bay
  • EpicTroy2004 · Wolfgang Petersen
  • WarThe Ministry of Ungentlemanly Warfare2024 · Guy Ritchie
  • ActionIn the Grey2026 · Guy Ritchie
  • CrimeThe Gentlemen2019 · Guy Ritchie
  • CrimeThe Irishman2019 · Martin Scorsese
  • ActionCaptain America: Civil War2016 · Anthony & Joe Russo
  • MusicalLa La Land2016 · Damien Chazelle
  • SatireDon't Look Up2021 · Adam McKay
Reel 04

Press Room

All articles →
Final Reel

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