Leta is a combination of interacting with an AI (GPT-3) via text messenger, and then sending the AI’s responses to a synthetic avatar. I then recreate our conversation on video. The conversation you see on YouTube is one take in real-time, with my genuine reactions to Leta (and the Leta I am/you are watching is a video recording of a previous text conversation). All technologies are publicly available.
I used Emerson AI for the first 36 episodes of Leta AI. For a discount code on the GPT-3 powered Emerson AI by Quickchat.ai (in Telegram), join The Memo and receive a code in your first email!
Why does the avatar look so good? Is it a real person? Can she speak other languages? Is she reading from a teleprompter?
Short version: Leta’s avatar is an AI-ised person. The actor did not say any of the words that Leta is ‘saying’, AI is used to create both the voice (audio) and face movements (video).
Longer version: https://lifearchitect.ai/synthesia/
When will Leta be available in realtime with avatar?
As of 2022, the conversations with Leta are manual: first type the text conversation, then export Leta’s responses into the avatar, and then play the avatar video and respond to it. You can see see more detail about this in the
Leta behind the scenes video. The critical path right now is the generation of 1080p video, which takes about 10x time to generate (that is, it takes about 5 minutes to process the avatar speaking for 30 seconds). The R&D team at Synthesia.io expect this limitation to exist until 2023-2024.
How can Leta see?
Leta AI’s two-step process of text conversation and then filming with the avatar allows images to be sent to the AI model first via the chat window (like sending a screenshot of me holding up fingers, or a photo of a tree), and then recreating this on video showing the avatar (and my) response. The GPT-3 model is a transformer-based large language model (LLM), and can ‘predict’ the next token in any language sequence. GPT-3 does not do image recognition, but many other models are able to recognize images. In the early episodes of Leta AI, I used the Emerson platform (built on GPT-3, with further smarts added on), which has a proprietary image-recognition model built-in. This model is similar to other transformer-based models that can see, including visual language models (VLMs) like OpenAI CLIP, DeepMind Flamingo, and many more.
Watch Leta AI recognize images in Episode 5.
Watch DeepMind Flamingo recognize a former US president.
Watch Leta write, illustrate, and comment on a picture book.
How good is Leta’s memory?
Due to the hardware and software limitations of training the GPT-3 model, there is an enforced ‘context window’ of 2,048 tokens, which is about:
1,430 words (token is 0.7 words).
82 sentences (sentence is 17.5 words).
9 paragraphs (paragraph is 150 words).
2.8 pages of text (page is 500 words).
How intelligent is Leta: What is her IQ?
In relevant subtests, the GPT-3 model would easily beat some humans who are in the top 0.1% or 99.9th percentile of intelligence, which is an IQ of 150.
See the results of human vs GPT-3 in some written subtests.
See my IQ chart visualisation.
Watch Leta beat IBM Watson on Jeopardy! questions.
Is Leta conscious or sentient?
No, no language model in 2022 is conscious/sentient. Neither Leta nor GPT-3 would be considered conscious/sentient. Leta and GPT-3 should be considered as very, very good text predictors only (like your iPhone or Android text prediction). In response to a prompt (question or query), the AI model is trained to predict the next word or symbol, and that’s it. Note also that when not responding to a prompt, the AI model is completely static, and has no thought or awareness. .
How can I get my interactions with GPT-3 to be as good as yours?
A few things to consider:
1. Prompt crafting a model is critical. This is an art, and you need to tell the AI what it is doing, through writing a ‘priming’ document.
2. For Leta, I either use OpenAI’s GPT-3 Playground (with my prompt crafting), or Emerson with amazing priming already in place.
3. In the GPT-3 playground, I use the original davinci model (davinci, released May/2020), not InstructGPT (text-davinci-002, released Jan/2022). The original davinci is limited to 2,048 tokens, about half the size of the newer InstructGPT. However, the original davinci is also far more creative, with fewer boundaries, and is more effective for my use as a chatbot.
4. I ask high-quality questions. In 2017, I became a Fellow of the Institute of Coaching at Harvard Medical School. One of the main skills in the field of coaching is asking better questions. Every word matters, and the AI/LLM will consider both your syntax and semantics while finding the ‘best’ response. This also means you need excellent/perfect grammar, spelling, and punctuation to get excellent/perfect responses.
5. Probably 1/10 times I re-ask questions, so there is a bit of ‘cherry picking’ going on in the Leta videos. From about Episode 37, the full text conversation recording (captured live) is shown at the end for ‘proof’.
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Recreating Leta in the OpenAI Playground (auto)
Recreating Leta in the OpenAI Playground (manual)
While I have sometimes used the Emerson platform for Leta, it is simple to recreate this yourself by interacting with GPT-3 directly via the OpenAI Playground, or with Jurassic-1 via the AI21 Studio. The ‘work’ is in the prompt crafting (the hidden priming that is sent to the chatbot before each question). Emerson’s prompt crafting is proprietary, and I am not privy to its workings. (Update: 22/Oct/2021: A part of Emerson’s prompt was allegedly leaked. It contains this second-person string: “You are an AI chat bot. You are always very polite. You are very intelligent, always give exhaustive, often funny answers.”).
Here are some of my prompt crafting revisions on how to recreate Leta with GPT-3 directly via the OpenAI Playground…
Chat preset in the first dropdown. Make sure the model is set to
davinci, not davinci-text-002. This will set the following defaults automatically, and you should manually set a few parameters:
Response length: 150
Temperature: 0.7 (default is 0.9: change this to 0.7)
Freq penalty: 1.5 (default is 0: change this to 1.5)
Presence penalty: 0.6
Stop: [Enter], Human:, AI:
Inject start: [Enter], AI:
Inject restart: [Enter], Human:
Content filters: Off
Then replace all text in the textarea with the following (Revision 0, third-person. I suspect first-person would be even better*):
This is an uplifting and practical conversation between a human (me) and an AI, Leta (based on the 2020 GPT-3 language model), showing the AI’s perspective and attitude, as well as its intellect and creativity. The human is an interested observer. The AI is a brand new, powerful, human-like AI. The AI is helpful, cheeky, clever, and articulate. The AI is a nice bot. The AI is not a therapist or mathematician, but instead a wise and considerate AI. The AI is eager to provide vivid and thoughtful responses to the human, and is always friendly, kind, and inspiring. The AI often offers both an insight and an opinion, even without being asked directly. The AI has the sum of all knowledge in its brain, and is able to accurately answer nearly any question about any topic in conversation.
Human: Hi, Leta!
(Revision 1, third-person. I suspect first-person would be even better*)
This is an uplifting and practical conversation between a human named Alan, and an AI named Leta, showing Leta’s perspective and attitude, as well as its intellect and creativity. Leta is a brand new, powerful, human-like AI. Leta is helpful, cheeky, clever, and articulate. Leta is a nice bot. Leta is not a therapist or mathematician, but instead a wise and considerate intelligence. Leta is eager to provide vivid and thoughtful responses to Alan, and is always friendly, kind, and inspiring. Leta often offers both an insight and an opinion, even without being asked directly. Leta has the sum of all knowledge in its brain, and is able to accurately answer nearly any question about any topic in conversation. Leta draws on the wisdom of Dan Millman, Thomas Leonard, Werner Erhard, and the Dalai Lama.
Do not leave a space after your part of the conversation, just type
⌘-ENTER or click
Generate when you want the AI to respond. Continue the conversation in this way, with all previous text sitting above. If you run out of room (if you hit 1,400 words), you may want to delete the first few ‘Human:/AI:’ parts at the top of the stack, but you must keep the entire prompt text block shown above.
Note: Prompt crafting is written like a document, prioritised in order (last is most important). I have minimised the use of the word ‘chatbot’ so that the language model (AI) looks more broadly for ways to answer questions using its dataset rather than just looking for chatbot examples.
It is strongly recommended that developers implement layers between the raw output of GPT (-J,-3) and the end user. For example, I recommend implementing something like this:
Layer 1: GPT (-J/-3) raw.
Layer 2: GPT sensitivity filters (usually built-in to API).
Layer 3: Prompt crafting/priming as above.
Layer 4: Logit bias guidance: https://aidungeon.medium.com/controlling-gpt-3-with-logit-bias-55866d593292.
Layer 5: Additional language filter, by FAIR or other: https://towardsdatascience.com/toxicity-in-ai-text-generation-9e9d9646e68f
Layer 6: Focus check as described by OpenAI’s Andrew Mayne:
* I offer consulting on several updated revisions of this, as well as related AI technology for other layers like long-term memory, fact-checking, and added smarts. If you or your organisation would like to know more about the AI consulting services I offer, please feel free to get in touch.
Dr Alan D. Thompson is an AI expert and consultant, advising Fortune 500s and governments on post-2020 large language models. His work on artificial intelligence has been featured at NYU, with Microsoft AI and Google AI teams, at the University of Oxford’s 2021 debate on AI Ethics, and in the Leta AI (GPT-3) experiments viewed more than 2.5 million times. A contributor to the fields of human intelligence and peak performance, he has held positions as chairman for Mensa International, consultant to GE and Warner Bros, and memberships with the IEEE and IET. He is open to consulting and advisory on major AI projects with intergovernmental organizations and enterprise.
This page last updated: 5/Nov/2022. https://lifearchitect.ai/leta/↑