ai. FOUNDRY

Agents that build. Agents that talk.

We pair top-of-the-line models with our own specialized agents — to ship real code and run production chatbots. You bring the problem; the agents do the work.

Two jobs, done end to end
❯ agentic coding

It builds, reviews, and tests itself.

A coordinated team of agents plans the work, writes the files, reviews the diff, and runs your tests — looping until the gate is green. Real multi-file projects, not snippets.

❯ chatbot systems

Assistants shaped to your domain.

Production chatbots with reasoning, safety, identity, and per-customer metering already wired in — you plug one into your product, not a research demo.

Already running inside OCTAVIQ™.
How it works

Best models in. Finished work out.

We don’t bet on a single model. ai.FOUNDRY routes across today’s strongest LLMs and layers our own specialized agents on top — planners, coders, reviewers — so the right intelligence does each step, and hands you the result.

Top-tier models, combined Specialized agents orchestrate Metered per key Production-proven
Powering in production

The engine inside OCTAVIQ.

ai.FOUNDRY drives OCTAVIQ’s in-app assistant and its coding pipeline — agents doing the work, metered per customer, wired into a real product.

Features

Everything it does, in one place

A coding agent that remembers, sees, understands what you mean, and never leaves your machine.

Effectively unlimited context

Smart caching keeps your whole session — every file, document, line of code and image. It fluidly swaps material between fast SSD storage and the model, paging back exactly what is relevant. Nothing is trimmed; the entire conversation stays reachable until you clear it.

Runs on your machine

Fully self-hosted. Your source and your data never leave your network — by design, not as an add-on.

It can actually see

Hand it a screenshot, a diagram, a mockup or a photo — it reads the image directly and works from what is really there.

Understands what you mean

It knows whether you are thinking out loud, planning, or asking it to build — and asks a quick question when genuinely unsure, instead of guessing.

Steer it live

Watch, redirect or stop a run in real time from another terminal — no waiting for it to finish to course-correct.

See it work

You talk. It ships.

One real session — it plans, builds, reviews and fixes, telling you what it's doing and why.

foundry — ~/pi-drive
build a self-hosted file sharing server for a raspberry pi
→ building · like a known build request (learned)
◆ a team plans → writes → reviews, looping until the gate is green
✓ app.py · pidrive.service · README.md · upload / list / download / share
 
give app.py a once-over for security
→ reviewing · a different model checks the code
✓ found + fixed a path-traversal hole · verified: /../../etc/passwd → 404
 
why did you store amounts as floats?
→ answering · from the conversation, no edits
Modes

Two ways to run it

The same engine, whether you are at the keyboard or wiring it into your own tools.

The interactive shell

Just describe what you want. It builds, reviews, sees images, researches and plans — moving between them naturally from plain language. No modes to switch, no commands to memorize.

The Companion backend

A callable backend your own tools or agents drive programmatically. It returns a compact, self-verified result contract and carries the full conversation and every artifact across rounds.

Why FOUNDRY

Why teams choose it

Three specialized models plan, build and check each other — plus vision when the task needs eyes.

01 · Plan
Plannerbreaks your goal into an ordered plan of work
02 · Build
Coderwrites the files, makes the edits, runs the tests
03 · Check
Critica separate, independent family reviews the result
+ Vision — reads images, diagrams, screenshots and mockups whenever the task needs eyes.

No per-token bill

Runs on hardware you already own. No cloud metering, no rate limits, nothing leaving your network.

Proves its own work

Every change is checked against an automated gate before it ever claims to be done.

A different mind reviews it

What plans, what writes and what checks are separate models from different families — the critic an independent lineage from the coder, so a mistake one would confidently approve, the other flags.

Total recall

It remembers the whole conversation and every file, image and decision you have touched along the way.

No mode juggling

Discussing, planning, building, reviewing, seeing — it flows between them while you just talk.

Drop it into your stack

Embed it as a backend inside your own pipeline. It is infrastructure, not just a demo.

The difference

Not another chat window

What most AI coding tools can't do — and Foundry does by default.

Typical AI tools
ai.FOUNDRY
Runs entirely on your own hardware
cloud only
yours
Verifies its own work before saying “done”
you check it
automatic gate
Reviewed by a different model family
same model
cross-family
Remembers the whole session + every file
limited window
never drops
Embeddable as a backend in your pipeline
chat box only
callable API
Per-token cost & rate limits
metered
none
100%
runs on hardware you own
0
tokens billed to the cloud
3
models cross-checking every change
context — smart SSD↔model caching keeps it all
Get in touch

Tell us what you want to build.

Questions about agentic coding, a chatbot for your product, or access to ai.FOUNDRY? Send a note — it reaches us directly and we read every message.

Email us

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