We design, build and deploy frontier AI for teams that ship, not study. One four-person pod. Full stack. Inert to noise.
Kickoff to production.
A constraint we design to,
not a slogan.
The pod that scopes it
is the pod that ships it.
Start to finish.
Design · engineering ·
ml-ops · domain. No PM
layer. No slide deck.
Every brief gets a written
answer — including an honest
"not us".
Argon doesn't react with anything. Neither do we — no agency-to-agency handoff, no offshore arm, no change-order theatre. The same four people from first call to deployment.
Ten days is a design constraint.
The operating model is built for compressed timelines. No PM layer, no waterfall, no "phase two". A working system lands in week two, not quarter two.
Evals before opinions.
Every engagement starts with a benchmark built on your real inputs. If a change doesn't move the number, it doesn't merge. Every architecture decision is defensible.
Only work that needs a model.
Agents, retrieval over messy data, evals, latency-critical inference. If a spreadsheet would do, we'll tell you — and pass.
Nothing ships unpolished.
The three-day prototype gets the same bar as the three-month build. Docs, runbooks and handover included. The pod doesn't ship anything it wouldn't show.
Every engagement maps to one of six lines. Pick by what you're shipping. Each line is a focused capability, not a service menu, and runs through the same pod and the same ten-day clock.
Domain-trained agents that run inside one industry's workflows. Finance ops, insurance, logistics, legal, real estate, manufacturing, recruiting.
Agents that own one function end to end. Support, onboarding, invoicing, procurement, compliance checks — replaced or augmented, not "assisted".
Open-weight deployments, air-gapped systems, secure document intelligence and enterprise RAG for regulated environments.
Observability, eval harnesses, prompt and version management, orchestration, memory, private inference and guardrails.
Models wired into the software you already pay for — CRMs, ERPs, ticketing, and the long tail of vertical tools.
Knowledge search, meeting intelligence, IT helpdesk, QA automation, procurement analysis and multimodal document handling.
Every engagement has a fixed shape and a fixed end date. We pick the model together on the scoping call, based on what you're shipping — not on what's easiest to invoice.
The full pod, assembled for one product.
Four people — eng lead, backend, design/evals, domain. Same names from kickoff to deployment. No PM layer, no hand-off, no offshore arm.
Quoted, scoped, shipped. No change orders.
30-minute scoping call, written scope, target ship date. The price covers the pod for the duration. No hourly billing, no surprises on invoice day.
Our engineers, inside your team.
One or two of ours join your org directly — your stand-ups, your Slack, your repo. Frontier capacity without restructuring.
The shape of a typical build, day by day. Pick one as a starting point or bring your own — every blueprint flexes to your vertical.
An agent reads every inbound message, classifies intent, enriches the sender, drafts the reply and routes it to the right owner in your CRM — with a human approving anything that matters.
Drop in invoices, statements, IDs or contracts. Each file is classified, the fields extracted and validated, and exceptions are queued for review.
Watches a live data feed, maps the affected zones, matches them to your customers and drafts the outreach and dispatch schedule for your team to confirm.
// Blueprints are reference architectures, not client case studies.
—— NOBLE BY DESIGN. FIRST PRINCIPLES.
The pod that scopes you is the pod that ships you. Each engagement runs with the same four-seat unit from first call through deployment. Same handles on Slack. Same handles in the commit history.
architecture · ml-ops
infra · retrieval
interface · benchmarks
pod ops · vertical liaison
$ARGON is the community token of Argon, launched on Robinhood Chain through Pons. Dev supply burned at launch.
CA — coming soonTen days from kickoff to a production deployment is the target every build is designed around. First commit lands within 48 hours, scope locks by day 3, and you get the running calendar on day 0.
Work that genuinely needs a frontier model: agents, retrieval over messy data, document intelligence, evals, private inference. If a simpler tool solves it, we'll say so.
Four seats: an eng lead, a backend engineer, a design & evals engineer and a domain lead. The same four stay with you from first call to deployment.
Fixed monthly for a full pod, fixed fee for scope-locked builds, per-engineer monthly for embedded work. Never hourly.
A community memecoin on Robinhood Chain, launched through Pons with the dev supply burned.
Then the embedded model fits: one or two engineers join your team, your repo and your rituals, and leave the system better documented than they found it.
30-minute scoping call. We come prepared. You leave with a written scope and a target ship date — or an honest "we're not the right pod".