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Jonathan Isaac / IDC

Jonathan
Isaac.

From real-world complexity
to working systems.

Forward Deployed Engineer · Founder, Island Development Crew

I connect operational experience, AI engineering, and evidence-led delivery—so useful systems can work where people actually need them.

Explore selected work
People  Systems  PlacesA more useful tomorrow

01 / The operator behind the engineer

Real experience.
Connected thinking.

A repair shop. A patient's home. An IT network. Different environments taught me the same thing: understand the people, then fix the system.

OperationsBahah's Automotive · people, diagnostics, logistics

CareOncology & home health · privacy, trust, handoffs

InfrastructureIndependent IT since 2009 · networks & security

TodayIDC & HSVAIA · AI systems built around real work

Read the full experience & credentials

IDC LLC founded 2024 · Full AI pivot late 2025
UAH Engineering Technology — degree in progress

02 / From insight to implementation

Make the idea
work in the world.

Start close to the problem. Build something bounded. Leave people with a system they can understand, use, and improve.

  1. 01
    Map the workflow.

    Find the friction before choosing the technology.

  2. 02
    Build. Test. Show the evidence.

    Connect AI, interfaces, and existing systems—with clear boundaries.

  3. 03
    Make the handoff useful.

    Documentation, training, and a practical next step.

Explore the practice at HSVAIA

03 / Selected work

A few things
worth opening.

Eight ways to see the work. Language research, useful tools, a delivery practice, and two books.

Open the whole collection

Real problems. Useful systems.

A connected body of work.

Language research

Garnet

Making an agent’s authority inspectable.

About & evidence

A capability-bounded programming language for agent-authored code. Its checker surfaces undeclared capability use, its diffs expose widened authority, and its release artifacts give reviewers evidence they can inspect.

Public language, status ledger, and source. Not production-complete.

Inspect the evidence

Developer tooling

Forge 50

Engineering methods that travel with the work.

About & evidence

Fifty connected agent skills spanning research, architecture, implementation, operations, and verification. IDC's contribution is the integration: explicit boundaries, preserved provenance, exact-revision review, and evidence that travels with the work.

Public signed-content release. Full freshness and ready-to-run gates remain deferred.

Inspect the evidence

Evidence review

Crosswalk

From credentials to inspectable work.

About & evidence

An evaluator workspace that brings portfolio artifacts, credential sources, interview observations, and evidence gaps into one reviewable record. Built to help people assess demonstrated capability without pretending software can award a degree.

Navigable example workspace. Review support, not accreditation or an equivalency credential.

Inspect the evidence

AI visibility

ATOLL

Making visibility claims accountable.

About & evidence

A GEO workspace connecting site analysis, content generation, citation observations, and refresh decisions. A public ledger exposes dated observations and keeps unverified rows out of the displayed results.

Dated public observations; provider coverage is partial. Full service readiness is not established.

Inspect the evidence

Forward deployed engineering

HSVAIA

Bringing AI into the real workflow.

About & evidence

Huntsville AI Accelerator translates an operator's workflow into a bounded proof sprint, then pairs integration with training and an accountable handoff. It is the clearest expression of my forward-deployed engineering direction.

Public service approach. No claim of government contracts, partner endorsements, or verified client outcomes.

Inspect the evidence

Engineering craft

Uncle Bob Skills

Good principles. Practical checks.

About & evidence

Fifty portable engineering skills, with credited sources, explicit human decisions, and IDC’s verification tooling.

Open-source adaptation. Evaluate the review receipt for the exact release you use.

Inspect the evidence

Published book · IDC Press

The Skinny: Cursor 2

A beginner’s way from idea to deployed app.

About & evidence

A practical beginner's path from a first AI-assisted build to a deployed application, with plain-language explanations of code structure, APIs, databases, and delivery.

143 pages · Paperback. Published May 2026. Tool features may change after publication.

View the published book

Published book · IDC Press

The Skinny: AntiGravity

A practical introduction to agent-led builds.

About & evidence

A beginner's introduction to agent-led development: directing the work, understanding artifacts, and bringing a first portfolio project online.

132 pages · Paperback. Published May 2026. Tool features may change after publication.

View the published book

Different stages of maturity. Each work includes its own evidence and current limits.

More on GitHub

People. Systems. Possibility.

What are you
working through?

A real problem is a good place to start.