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Achievements

Achievement: QuickdrawAchievement: Pair ExtraordinaireAchievement: Pull Sharkx3Achievement: YOLO

Achievements

Achievement: QuickdrawAchievement: Pair ExtraordinaireAchievement: Pull Sharkx3Achievement: YOLO

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kmsmohamedansar/README.md
Hi, I'm Ansar. Solutions Engineer building reliable data systems, evidence-backed AI tools, and small products from idea to release.

Portfolio LinkedIn Email

Solutions Engineer at Datasembly, based in Canada. Previously at Amazon Prime Video.

I like turning ambiguous questions into working systems — then testing the results and writing down what I learned.

🧭 Start here

🛩️ Agent Flight Recorder

A local recorder for AI-agent tool calls and file changes, with replay and evidence-backed failure investigation.

PyPI

📚 StoryEra

A reusable agent skill that audits novel continuity, cites the evidence, and suggests repairs without editing the manuscript.

agent skill evaluation

🔬 REA Study

An independent evaluation of a tool for inspecting programs without source code, with raw results and a claims ledger.

research reverse engineering

🔌 Integration-in-a-box

A synthetic two-company integration with real authentication, signed webhooks, and ten deliberate failures with runbooks.

auth webhooks runbooks

🚚 Data Delivery

A tested pipeline that turns messy weekly files into a clean table and blocks delivery when checks fail.

data quality pipelines

🗿 AI Digital Double

A 3D model of my head made from phone imagery, with the process and failures documented.

3D photogrammetry Blender

📱 Shipped on the App Store

  • ✍️ Haloscript — a writing app for Mac, iPad, and iPhone.
  • 🏋️ RepTrack — a local-first workout log.

More work: Site Recon · Authorized Web Exposure Audit · Decision Models · Sitescout · full portfolio →

🛠️ Tools I use

Python, SQL, Docker, Swift, TypeScript, React, Next.js, SQLite, Blender

Area Stack
Data SQL · Snowflake · Python · DuckDB · dbt · Dagster · Airflow · BigQuery · Tableau · Power BI
Building SwiftUI · SwiftData · TypeScript · React · Next.js · SQLite · Docker · Playwright · Blender
AI Model Context Protocol · agent skills · Claude Code · Codex · Cursor

Note

Some projects use synthetic data to respect employer and client confidentiality. AI coding tools can accelerate implementation; I remain responsible for problem definition, architecture, testing, review, and final decisions.

If a project interests you, get in touch ✦

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  1. agent-flight-recorder agent-flight-recorder Public

    A local black-box recorder for AI agents: capture, replay, compare, and investigate failures.

    Python

  2. storyera storyera Public

    Cited novel continuity audits as an instruction-only Agent Skill, with illustrated documentation and author-authorized examples.

    Python

  3. rea-study rea-study Public

    An independent, reproducible study of REA and AI-assisted program analysis.

    C

  4. integration-in-a-box integration-in-a-box Public

    Two made-up companies, the connector between them, real logins, signed webhooks, and ten deliberate failures with a runbook for each.

    TypeScript

  5. data-delivery data-delivery Public

    Three pharmacies' messy weekly sales files become one clean, tested table every Monday.

    Python

  6. ai-digital-double ai-digital-double Public

    Building a 3D model of my own head by directing Claude Code to drive Blender: every step, tool and failure documented

    Swift