— About Taskclan

We build the hive
that builds the hive.

A small team building one multi-purpose AI engine — a coordinated set of specialized minds under a single orchestration layer. Crafted for builders. Adapts to whatever we point it at.

— Identity
Founded
2023
Headquarters
Toronto, Canada
Surfaces live
3 — Nani, ReceptionOS, GameNova
Minds in the engine
7 specialized AI agents
Stage
Shipping in production
— North Star

A world where you describe a goal and a coordinated hive of AI minds executes it — autonomously, end to end. One engine. Any domain. Any surface a builder points it at.

— The Bet

One engine beats
a stack of tools.

Most teams ship a new SaaS for every workflow. We took the opposite bet: one orchestration engine, many specialized AI minds, reshaped per domain.

The default

Stack of tools, glued together.

  • ×A new SaaS for every workflow
  • ×Glue-code holding the stack together
  • ×Five vendors, four logins, three SDKs
  • ×Each tool re-learns context from scratch
  • ×Maintenance scales with feature count
Our bet

One engine, many minds.

  • One orchestration engine, many AI minds
  • Minds share state — no glue code
  • One platform, many surfaces
  • Memory compounds across the whole hive
  • Maintenance scales with the engine, not the surface
— Compounding

How the hive
grew its minds.

Three years of compounding intelligence — distilled into one orchestration layer that keeps absorbing new minds.

2023
Foundation

Built the orchestrator first.

Started with the question most teams skip: how do you route work between specialized AI minds without spaghetti code? Built the routing layer before the minds.

2024
+ Minds

Wired in perception, planning, decisioning.

Trained the first specialized minds and taught the engine to coordinate them. Proved the thesis on one domain before generalizing.

2025
+ Surfaces

Three surfaces on one engine.

Same orchestration layer, reshaped for family life (Nani), voice ops (ReceptionOS), and creative worlds (GameNova). The engine adapted; we didn't rebuild.

2026
In production

The hive runs live, end-to-end.

Every mind described on the engine page is shipping in production today. Next: open the engine to outside builders.

— Principles

How we
build the hive.

Six rules we keep coming back to. Not aspirational values — operating principles that shape how the engine is wired.

01

Build the orchestrator first.

Routing and coordination are the hard part. Get them right before adding minds — otherwise every mind becomes glue code.

02

Each mind does one thing.

No mega-models doing everything mediocre. Specialized minds, deep at one job, coordinated by the engine.

03

Adapt — don't rebuild.

A new surface should reuse the engine, not fork it. If we have to rewrite to ship something new, the architecture is wrong.

04

Trust by architecture, not by promise.

Privacy, isolation, and auditability are baked into how the engine is wired — not bolted on later via policy decks.

05

Ship before it's perfect.

Production is the only honest signal. Get the hive in front of real users; let the world tell us which minds need sharpening.

06

Learn in production.

Every cycle teaches the hive. Memory compounds. The engine you ship today is dumber than the one running tomorrow.

— Who We Are

A small team,
doing the work of many.

The whole point of building a hive is so a small team can ship like a big one. Each of us specializes; the engine coordinates the rest. The same way the product works.

Engine architectureAI mindsVoice + real-timeMobile + family opsGame generationTrust + privacy
— What's Next

See the hive
in motion.

Family life, voice ops, creative worlds — or whatever we build next. Same engine. Many minds.