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Forward Deployed Agentic Engineer

Yakoob Ahmad KOOB

Full-Stack Software Engineer · Distributed Systems Architect · San Clemente, CA

I help enterprises deploy autonomous agent systems that scale to millions of users while maintaining operational discipline.

Yakoob Ahmad

01 — Agentic OS

The OS for AI agents running a company

Not a dashboard they consult — they live in it. Every run boots by rehydrating state, writes back on close, and every external action is funneled through the tool layer. One Go binary over HTTP. Claude Code, Codex, Desktop, OpenClaw, custom.

  1. 01 — Memory

    Continuity

    Decisions, blockers, milestones, and zero-context handoffs. The next session starts from run state, not a transcript.

  2. 02 — Policy

    Librarian

    Identity, playbooks, and skills have one writer. Agents propose; trusted roles promote. Files on disk are seed, not authority.

  3. 03 — Syscall

    Tool Shed

    The only path agents take to act. Identity, ACL, per-call audit, secret redaction. Not ambient capability in a prompt folder.

  4. 04 — Jobs

    Goals

    Named work the company is running toward. Agents keep raising and shipping until it holds. A data source to ingest is one shape. So is a feature, a deal, a number. Durable, assignable, interruptible.

Dark factory The automated software lifecycle that enables and supports every Goal. Agents write, stand up tools, and ship. No human on the floor.

Control tower God's-eye on everything. Live runtime visibility, the insights that enable high-level decisions.

One binary Self-hosted LLM for work we own; hosted models when the job needs them. HTMX operator UI. Rust desktop. Postgres + pgvector. No shared agent filesystem. No laptop demo.

Four planes, one monolith. Dark factory runs the Goals. Control tower is how you see and decide. Agents boot from it, act through it, and can be audited from it.

02 — Intellectual Property

Patent-pending live entertainment engine

U.S. Patent Publication US 2025/0252633 A1

Application No. 19/044,605 · Filed 2024

Invented a real-time generative statistical and machine learning pipeline that translates multi-modal live audio signals into synchronized, immersive storytelling visual elements.

Read the publication

03 — Experience

Twenty years of production systems

Telecom, fintech, entertainment, and AI/ML. The through-line is operational discipline at scale.

Smarsh

Forward Deployed Agentic Engineer

Portland (Remote)

Go, HTMX, Rust (desktop), Shell, Postgres, pgvector, nginx, Docker, vLLM

  • Stood up Axon — the agentic OS. Four planes: Continuity, Librarian, Tool Shed, Goals. Dark factory as the automated software lifecycle. Control tower as the god's-eye.
  • Post-trained local LLMs so we eat the token cost once and reuse the model instead of paying per request.
  • Added intelligent routing so requests hit the right model based on what the user actually needs.
  • Used customer data signals coming through the system to surface churn risk earlier.
  • Custom-built a graph of the team brain with a heat map.
  • Stacked it on Postgres + pgvector for retrieval, with Go services and an HTMX UI. Rust for the desktop client.

Key achievement. Axon. One Go binary, four planes. Agents boot from it, act through it, and can be audited from it. Self-hosted LLM plus hosted models. Humans can see and steer the graph.

Compeller.ai

Forward Deployed Engineer & Technical Founder

Orange County, CA · Dec 2024 – Present

Java/Groovy, Rust (egui, OpenGL/Metal), Go, Python, CUDA, JavaScript, Shell, HTMX, MariaDB/MySQL, Postgres, pgvector, Redis, Akka/STOMP/WebSockets, GStreamer, FFmpeg, NDI, ComfyUI, vLLM, llama.cpp, ONNX, OSC, DMX/Art-Net, Hue, WLED, Docker, nginx, HAProxy, Tomcat

  • Designed and shipped REACT, a patent-pending real-time audio-driven visual system for DJs, venues, and festivals.
  • Built the core product stack in Java/Groovy with supporting services in Rust, Go, and Python.
  • Stood up the internal AI ops layer — shared knowledge base, orchestrators, and specialized sub-agents so the team can actually run on it.
  • Post-trained local LLMs so token spend is one-time, then routed requests to the right model based on the job.
  • Used Postgres/pgvector + customer signals to improve support and cut churn risk.
  • I run the full loop myself: product, infra, deployment, and revenue.

Key achievement. Founded Compeller. Built REACT (patent pending) — real-time audio-to-visuals for live entertainment. Built the company end to end: SaaS video pipeline and REACT desktop. The internal AI ops layer later evolved into the agentic operating system.

Toll Free Forwarding

Software Engineer / R&D

Los Angeles, CA · Nov 2009 – Dec 2024

  • Developed a highly concurrent application using the Akka framework and a Finite State Machine DSL, scaling system capacity to manage thousands of simultaneous inbound/outbound phone calls and messages.
  • Implemented a high-performance Netty pipeline to interface directly with telecommunications hardware, converting raw hardware events into domain-specific messages for a Java-based Akka Actor System.
  • Designed and implemented an SMS / MMS Gateway supporting multiple carrier protocols, facilitating rapid integration with new telecom providers and isolating core systems from upstream changes.
  • Led the migration of a massive Java/Spring/Hibernate CRM application to Groovy and Grails, drastically reducing technical debt and exponentially increasing feature delivery speed.
  • Designed a real-time Risk and Fraud management engine integrated into the account lifecycle, significantly reducing fraud exposure and protecting company margins.
  • Served as Technical Liaison and Scrum Master, decomposing complex product epics into balanced Agile sprints to optimize stakeholder priorities.

Key achievement. Built Call Control for the largest reaching PSTN on the planet — a system that actually decides how calls move, route, and stay up at scale.

The Walt Disney Company

ColdFusion Consultant

Burbank, CA · Jul 2007 – Nov 2009

  • Architected and developed mission-critical features for VISION (Video Image and Sound Inventory Online), customizing asset management workflows specifically for the Home Entertainment division.
  • Provisioned and managed development and staging environments utilizing Microsoft Hyper-V, empowering engineering teams to quickly clone, test, and safely deploy code updates.

Key achievement. Owned mission-critical pieces of VISION for Home Entertainment — customized asset management so the division could actually move titles through inventory without the system getting in the way.

BVIG Financial

Director of Information Technology

Houston, TX · May 2003 – Apr 2007

  • Created a highly concurrent ColdFusion and MS-SQL engine to process thousands of simultaneous national ATM check-cashing transactions across H&R Block and Jackson Hewitt locations.
  • Built a real-time cash management and transaction monitoring dashboard to forecast penetration, audit incoming vendor data, and dispatch armored carriers dynamically.
  • Engineered a visual query-building wizard for complex reporting, a localized site ticket tracker, and a secured Tax Office administrative portal.

Key achievement. Built the engine that moved $500M in national ATM check-cashing transactions during peak season (3 months every year) for H&R Block, Jackson Hewitt, and independent tax offices.

04 — Compeller

REACT is free for musicians

I love music. This is my gift. A kid with a laptop should have the same visual firepower as a headliner. Download REACT. No VJ, no cue stack, no timeline — sound becomes the show.

Founded Compeller. Built the SaaS video pipeline and the REACT desktop end to end. Pipeline: audio upload → analysis → scene planning → image gen → VLM → user storyboard review → video gen → final composite. Inference runs as a job system with GPU/endpoint allocation, retries, and multi-server-safe state.

Patent-pending harmonic resonator engine — real-time audio to visuals and lighting, from a laptop to a festival stage.

05 — Music

KOOB

Orange County. Dance, EDM, Techno. The engine exists because the music does.

Tracks like “Rise Above” and “Limitless” are the same philosophy as Compeller — break the boundary between technology and art, then give the result away to the people who will use it on a stage.

Listen on SoundCloud

06 — Skills

What I actually run

Paradigms
Agentic Engineering, AI Automation, LLM Orchestration, Agent Harness (Claude Code, Codex, Copilot, open-source LLMs), Distributed Systems, System Architecture, Design Patterns
Languages
Go, Java, Rust, Python, JavaScript, TypeScript, Groovy, ColdFusion, SQL, Bash
Distributed & messaging
GoAkt, Akka, Redis, JMS, ActiveMQ, STOMP, MQTT, Netty
Cloud & DevOps
AWS (Elastic Beanstalk, RDS), Blue/Green deployments, Proxmox, Microsoft Hyper-V, Git, Subversion, CI/CD. Built my own infra — GPU boxes, local models, storage, networking, deploy path. Not a laptop demo. Actual multi-node hardware running inference, agents, and product workloads.
Databases
Postgres, MySQL, MariaDB, Oracle, MS SQL

07 — Connect

Say hello

koob@compeller.ai · San Clemente, CA