Usefulchatsteach it.Seewhatstuck.

Conw is independently served. Confirmed teaching works immediately, while safe and useful chats can become reviewed learning candidates — you can see what was saved and tell us which replies are worth keeping.

No card required 30-second setup Free to use

Verified learningIndependently servedLocal MLX inferenceLearns from useful chatsLiving-room iMacFree to useVerified learningIndependently servedLocal MLX inferenceLearns from useful chatsLiving-room iMacFree to use

How it learns

You teach. It filters. It proves what stuck.

A guarded learning loop that improves from useful signals without letting one bad chat rewrite the system.

You teach

Correct a reply, rate it, or explain a new word. Confirmed meanings enter your private memory immediately so Conw can use them in the same conversation.

It filters

Sensitive, unsafe, badly formatted, and down-rated replies stay out. Only short, useful examples can enter the reviewed learning queue.

It proves it

Background updates wait for enough clean examples and an idle server. A candidate must pass checks before it can replace anything live.

Confirmed teaching works immediately. Weight updates never block your reply.

The night shift

When the iMac is quiet, it reviews.

Eligible examples wait in a guarded queue. Training starts only after there is enough clean material and serving is idle. The result is a candidate, not an automatic live update.

Signal

Only safe, useful, short replies survive. Down-rated and contaminated replies stay out.

Schedule

Background work waits for the iMac to be idle so live chat keeps priority.

Promotion

A candidate must load and pass its checks before anything live can change.

guarded queue

live chat first · learning second

Principles

Three things we can say with a straight face.

01.

Most AI products hide the learning loop. Conw shows whether a lesson passed or failed, and keeps the useful memory even when the weight update is rejected.

Self-taught

It learns from the people who use it.

Confirmed teaching is written to memory immediately. Dictionary-checked meanings can become shared vocabulary; unverified or unsafe lessons stay inside the original chat. Any future weight change still has to pass safety and quiz checks first.

Confirmed meanings work immediately from memory
Dictionary-verified vocabulary can help every user
Unsafe, invented, or poisoned lessons stay out

0gates before a learned weight is promoted

02.

Conw is a workshop, not a monument: the serving model can change while memory, safety, verification, and user ownership stay intact.

Independent by design

Our serving stack. Our hardware. A replaceable checkpoint.

Conway-Omega is now a 188M model trained from scratch and served through MLX on our own machine, not an external answer API. The checkpoint stays behind an interface, so memory and safety rules survive future model changes.

Inference is served by Conw, not forwarded to another model API
Checkpoint-specific thresholds live in calibration, not product code
The learning loop survives future checkpoint replacements

0local serving host for the current product

03.

The greenest token is the one we never need to generate. Efficiency starts with useful answers, bounded output, and training that never starves the person waiting.

Light by design

Efficiency we can measure, not invent.

Conway-Omega currently serves from one 16GB iMac. Short-answer token ceilings avoid waste, repetition guards stop runaway output, and background learning yields whenever chat traffic needs the machine. We will not publish a carbon number until we can meter it properly.

One 16GB serving machine instead of a GPU cluster
Response budgets stop needless token generation
Background learning defers when inference is busy

0GBmemory budget for serving and learning

Why we tell the truth

“Most AI marketing is fiction. Ours can't afford to be — you'd notice tomorrow if we lied today.”

A model that improves in public has nowhere to hide.

FAQ

Straight answers.

Anything we missed? [email protected] — a human writes back.

Yes, but not by blindly training on everything. Confirmed teaching enters memory immediately. Dictionary-verified meanings can become shared vocabulary, while sensitive, unsafe, invented, badly formatted, and down-rated lessons stay out. Any future weight update still needs checks before promotion.

Get started

Meet it today.
Teach it something useful.

Conw is free to use. Confirmed teaching works immediately, and safe, useful replies can become reviewed learning candidates.

No card. No spam. Free to use.