FREELANCE & CONTRACT WORK // SCOPED TECHNICAL ENGAGEMENTS

Bring me in for high-stakes AI and systems delivery.

I take on focused freelance work where the technical bar is real: model pipelines, scientific analysis systems, forecasting, data engineering, research prototyping, and product features that need to move from concept to dependable implementation.

terminal Contract Engagements bolt Short Sprints or Scoped Builds troubleshoot Technical Audits science Research-to-Product Translation
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COMMUTE / AVAILABILITY
REMOTE SLOTS ACTIVE
Global Async / US & EU Timezones
TYPICAL RESPONSE TIME
< 12h
Architecture triage within 24h
DELIVERY VELOCITY
1-6 wks
High-density scoped execution
CORE REPUTATION
Zero-Hype Production Code
Reproducible, documented, tested
SERVICE MENU // TECHNICAL CAPABILITIES

Production engineering for non-trivial ML workloads.

[4 MODULAR SERVICE DOMAINS]
MODULE // 01 model_training

ML & AI Engineering

Supervised learning, time series forecasting, rigorous evaluation pipelines, and LLM-assisted workflows that need rigor far beyond brittle demo-level proof-of-concepts.

EVALUATION PROTOCOL METRICS STABLE CONVERGENCE
Cross-Validation Baseline: 94.2% Latency Budget: <45ms
  • check_circle Custom Loss Formulations & Validation Hardening
  • check_circle Retrieval & Structured Agent Graph Pipelines
  • check_circle GPU-Optimized Inference & Quantization (ONNX, vLLM)
MODULE // 02 science

Scientific & Research Tooling

Reproducible experiment pipelines, high-throughput data processing, Nextflow/SLURM automation, and distributed benchmarking for technically demanding research computing labs.

HPC CLUSTER ORCHESTRATION SLURM / NEXTFLOW
RAW SAMPLES
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GPU INGEST
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DOSSIER ARTIFACT
  • check_circle Containerized Workflows (Singularity, Apptainer, Docker)
  • check_circle Automated Experiment Tracking & Provenance Logs
  • check_circle Large-Scale Array Ingestion (HDF5, Zarr, Arrow, Polars)
MODULE // 03 hub

Product & Backend Implementation

Fast APIs, telemetry backends, real-time analytics consoles, and supporting infrastructure around AI applications that require rock-solid uptime and minimal compute footprint.

P99 LATENCY TARGET
< 18ms via FastAPI/Rust
CONCURRENCY
10k+ Req/sec
  • check_circle Async FastAPI, Celery, and Redis Job Scheduling
  • check_circle Observability & Drift Dashboards (Prometheus, OpenTelemetry)
  • check_circle Cost-Aware Cloud Infrastructure (AWS, GCP, Heterogeneous GPU)
MODULE // 04 policy

Technical Due Diligence & Audits

Objective codebase review, model workflow risk analysis, GPU compute bottleneck diagnostics, and pragmatic execution roadmaps that a founder or technical lead can immediately act upon.

AUDIT DELIVERABLE REPORT 360° INSPECTION
Data Leakage Check Memory Leak Tracing Licensing Rigor
  • check_circle GPU Cost Profiling & Waste Elimination
  • check_circle Overfitting & Data Pipeline Leakage Identification
  • check_circle Actionable 30-60-90 Day Remediation Blueprint
ENGAGEMENT MODEL // CALIBRATED VELOCITY

Three explicit engagement tiers. Zero ambiguous billing.

Every contract begins with a clearly defined scope, explicit acceptance criteria, and daily asynchronous terminal updates.

TIER // ACCELERATOR FAST CYCLE

Technical Sprint

1 to 2 weeks

Best for audits, rigorous prototypes, proof-of-concept builds, profiling compute bottlenecks, or unblocking an engineering effort currently stalled on edge cases.

INCLUDED DELIVERABLES
  • done Detailed Scoping Brief & Hypothesis Map
  • done Working prototype code + setup script
  • done Live 60-min recorded screen walkthrough
> Select Sprint Tier
MOST POPULAR // END-TO-END
TIER // SYSTEM PRODUCTION

Scoped Build

3 to 6 weeks

Best for complete feature delivery, model pipeline redesigns, end-to-end evaluation harnesses, analytics systems, or production cloud integration.

INCLUDED DELIVERABLES
  • check_circle End-to-end pipeline implementation & tests
  • check_circle Containerized CI/CD reproducible environment
  • check_circle Comprehensive API & architecture dossier
  • check_circle 14-day post-delivery bug-fix warranty
> Select Scoped Build
TIER // ADVISORY PARTNER FRACTIONAL

Technical Retainer

Ongoing monthly

Best for engineering organizations seeking a fractional senior technical collaborator across AI architecture, research validation, and compute optimization.

INCLUDED DELIVERABLES
  • done Dedicated weekly architecture review slots
  • done Direct Slack/Discord access for core team
  • done Pull request review & algorithmic auditing
> Request Retainer Terms
WHAT YOU GET // FIDELITY GUARANTEE

Clear deliverables. No fragile technical debt.

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Explicit Contract Deliverables

01
Scope & Assumption Dossier

Rigorous specification document mapping requirements, dataset schemas, performance benchmarks, and explicit non-goals before code is executed.

02
Pragmatic Architecture Blueprint

Clean system structure designed for your actual compute budget and operational capacity, avoiding unnecessary cloud complexity.

03
Tested, Readable Repository

Type-hinted, modular code with reproducible run scripts, automated test matrices, and containerized Docker/Conda manifests.

04
Turnover Walkthrough & Handoff

Recorded video walkthrough, runbooks, and direct pair-programming sessions to guarantee your internal engineers can maintain the system.

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Best Clients For This Setup

Founders Needing Senior Velocity HIGH SYNERGY

Seed and Series A founders who need an experienced technical builder to execute a critical AI pillar without hiring a bloated team.

Research Groups & Scientific Labs DOMAIN EXPERTISE

Principal investigators and labs lacking the engineering bandwidth to translate messy academic code into scalable HPC pipelines.

Teams Modernizing Fragile ML Pipelines SCALE & STABILITY

Teams whose legacy training jobs constantly fail, leak memory, or lack reproducible regression test coverage.

Product Teams Validating Feasibility FAST RISK MITIGATION

Engineering directors validating whether a cutting-edge model can meet operational cost and latency thresholds before full hiring.

NOT SURE IF YOUR SCOPE FITS? > EMAIL UNSTRUCTURED BRIEF
TERMINAL TRANSMISSION // REQUEST A QUOTE

Let’s scope the problem.

Fill out this structured intake matrix to receive an initial architecture diagnostic and quotation within 24 hours.

IDEAL DETAILS TO INCLUDE
  • arrow_forward Primary technical blocker or desired pipeline
  • arrow_forward Data constraints (confidentiality, format, size)
  • arrow_forward Compute environment (AWS, GCP, On-Prem HPC)
  • arrow_forward Ideal kick-off horizon and delivery timeline
DIRECT SECURE COMMS
mail mufakirqamaransari@gmail.com call +1 (409) 827-9111
location_on Canton, MI (Open to Relocate)
download Resume (PDF) code github.com/MufakirAnsari share linkedin.com/in/mufakir
Encrypted direct transmission
HIGH-LEVERAGE ENGINEERING COMMITMENT

Looking for full-time research leadership or lab architecture roles?

In addition to high-impact contracts, I am open to select full-time research scientist and lead ML systems positions globally.

> Inspect Full-Time Dossier arrow_forward