A field guide for your AI's mind.
Evolve is a small folder of reading that teaches your AI assistant to check its work, say how sure it is, and learn from its mistakes — instead of confidently guessing.
Your AI is brilliant. It is also, sometimes, a confident guesser.
If you use an AI assistant — Claude, or one like it — you have probably seen it: an answer delivered with total confidence that turns out to be wrong. Not because the AI is careless, exactly. Because nobody ever taught it the habits that careful people live by: check before you claim, say how sure you are, write down what you learned.
Evolve is that teaching. It is not an app and not a program — it is a "skill": a small folder of plain text files, about 18,000 words of distilled working discipline, written to be read by an AI. Think of it as the well-worn handbook you would hand a bright new colleague on their first day. Your AI reads it, and acts from it.
You can open every file yourself and read exactly what it says. There is no code in it, nothing that runs, nothing hidden. It is reading material — for a very fast reader.
The same question, two temperaments.
The difference is not intelligence — it is discipline about the truth. (The dialogues are illustrations, not transcripts.)
Four specimens from the collection.
Inside the skill these are called "capsules" — twenty short, named rules with examples and limits. A few of them, translated to plain language:
Says how sure it is
"I checked this," "I'm inferring this," and "I'm guessing" become three different sentences — so you know which answers to lean on.
Proof before "done"
It never claims something works without having actually seen it work. "Should be fine now" gets replaced by "I tested it — here's the result."
Three strikes, then rethink
When something fails three times, it stops grinding the same move, steps back, and rethinks — or asks you — instead of burning your time.
Writes its lessons down
Mistakes that cost you time get recorded with what triggered them and how to avoid them — so the same one isn't repeated next week.
- 01The Loop — six steps every serious task runs through: recall, frame, investigate, act, verify, write down.
- 02Twenty capsules — named habits like the four above, each with an example and its limits.
- 03Hard constraints — lines that never move: never invent facts, never claim unverified success, never bend a test to pass.
- 04Two full manuals — one on reasoning and critical thinking, one on writing code — for when your AI does deeper work.
- 05Memory guides — how to keep notes and lessons across conversations, where the AI's setup allows it.
Three steps. The third one is a sentence.
You don't install this the way you install software — your AI installs it for you. You just hand it over.
Download the zip
One small file, saved wherever you like. That's the whole skill.
Drop it into a chat
Attach the zip to a conversation with your AI, like you'd attach a photo to a message.
Ask, in plain words
Type one sentence and the AI reads the instructions inside and does the rest.
"Please install this skill."Read this before you expect magic.
A page like this usually promises the world. This one won't, because the skill itself forbids it: its first hard constraint is never claim more than the evidence supports. So, plainly:
What Evolve is: working discipline distilled from real, daily use — habits observed to change how an AI talks about certainty, verifies its claims, and recovers from errors. This release was reviewed adversarially before publication, and the skill keeps an open amendment record of its changes, like a proper reference book.
What it is not: a measured, laboratory-proven upgrade. Controlled before-and-after testing hasn't been done yet — and the skill says exactly that about itself, in writing, on its own pages. A guide that demands honesty from your AI owes you the same.
The best test is the practical one: install it, then ask your AI something you know it might get wrong. Watch how differently it answers.