Adopt LLM Council to Vet Proposals Against Whitepaper
While I am not involved in the Bittensor ecosystem I would recommend that they try a council of LLMs style of governance support for all proposals they propose. These should be checked against the whitepaper and best interests of the overall system and prompts verifiable.
Public Code Bugs Originate From Training Data
Technically all the vulnerabilities in public facing code are in the training data Make of that what you will

Future AI
Frontier models will one shot just about anything few years Intelligence is compression Jevons law is more of a suggestion https://t.co/hUNI1fD6Fl
AI Will Power All Major Discoveries Soon
More than one major AI-assisted advance due to be announced next few months 🔜 Folk dismissive of AI’s innovation impact are so wrong 😣 All major discoveries will be AI assisted or driven in a few years 🤖 The next...
AI Data Centers Use Far Less Water Than Golf Courses
I always find the AI uses crazy amounts of water thing weird Here is a fun stat: Globally golf courses use 10x the water of AI data centres
Governments Will Seize Near‑AGI Labs as Duty
Current events are just a prelude. If any AI lab gets close to AGI of course the government would take control of it. You could even argue a government would be failing to do its job if it didn’t… Thoughts?

AI Drives Intelligence Cost to Zero, Human Cognition Devalues
This is an interesting scenario like AI 2027 and in line with my book https://t.co/R8VoeGs69Q However one thing under appreciated is that the cost of useful intelligence is going to 0 & value of human cognition is going negative https://t.co/s2JNhGmxyd
AI-to-AI Speed Gives Massive Competitive Edge
Something folk haven't figured out: 15,000 tokens/second speed and million token context windows aren't for humans They are for the AIs to talk to each other & coordinate faster than we ever could Not just a bit faster and better Orders of magnitude That's your...
Experience Instant Intelligence with Taalas Inc’s Chatbot
You all have to try the @taalas_inc chatbot, I guarantee you'll find it crazy. Instant intelligence is a heck of a thing https://t.co/RzACWWxJGP https://t.co/F6OeYDxQXm
Elegant Ideas, Not Massive GPUs, Drive Breakthroughs
Folk don’t realise that the biggest breakthroughs won’t be millions of GPUs doing complex stuff but millions of tokens figuring out beautiful, elegant stuff Science & more is marred by model building and complexity because we rewarded it over elegance &...
Grok 4.20 Delivers Fast, Accurate, Pleasant AI Experience
My initial take on @Grok 4.20 is that it's very.. pleasant? Fast and accurate responses, handles some advanced stuff very well, nice balance of attitude. I feel it has more horsepower than currently shown though, perhaps that scales with more than 4...

GPT‑5.2 Pro Sets New Speed Record
New record for GPT 5.2 Pro ⏲️ Wonder when this will be days 🤔 https://t.co/scuvbDEDrr
II Agent Launches Manga Mode, Eyeing Full Media Expansion
Manga mode now in II Agent Soon manhwa, manhua, then onto anime, donghua & whatever else you can imagine 🤷🏾 Idk if we need spaghetti workflows in future, just teams of agents working with teams of humans to make their imaginations...

MiniMax AI Bridges Open-Source Frontier, Drives Zero-Cost Optimization
Congratulations to @MiniMax_AI for closing the closed - open source frontier AI gap for the first time. All models will saturate benchmarks & have amazing daily usage soon so then it becomes about optimisation even as the performance per token ramps. Intelligent...
AI Firms Need Publicly Updated Alignment Documentation
Which AI companies have a clear, up to date document on their approach to/latest thinking alignment? It seems this should be standard by anyone building AGI?