Adam

ML.
OpenCV.
Solana.

[Lior Alexander @LiorOnAI]

Stop predicting words one by one.

A new paper just broke the next-token rule every LLM follows.

It cuts generation steps by 4× and training compute by 44%.

𝗡𝗲𝘅𝘁-𝘁𝗼𝗸𝗲𝗻 𝗽𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝗼𝗻 𝗶𝘀 𝘁𝗵𝗲 𝗯𝗼𝘁𝘁𝗹𝗲𝗻𝗲𝗰𝗸
CALM replaces word-by-word guessing with vector-by-vector prediction.
Each step predicts a continuous vector representing multiple tokens.

The model operates on ideas per step, not symbols.

• One vector encodes about four tokens
• Sequence length drops by four
• Attention and sampling shrink with it

𝗧𝗵𝗲 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝗿𝗲𝗺𝗼𝘃𝗲𝘀 𝗱𝗶𝘀𝗰𝗿𝗲𝘁𝗲 𝗹𝗶𝗺𝗶𝘁𝘀
It uses an autoencoder to compress and reconstruct text with 99.9% accuracy.
An energy-based Transformer predicts the next vector in one step.
There is no softmax, no vocabulary ceiling, no token sampling.

𝗧𝗵𝗶𝘀 𝗰𝗵𝗮𝗻𝗴𝗲𝘀 𝘄𝗵𝗮𝘁 𝗹𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗺𝗼𝗱𝗲𝗹𝘀 𝗰𝗮𝗻 𝗱𝗼
• Faster training and inference
• Better performance per FLOP
• New evaluation metric replacing perplexity

If it scales, token-based LLMs become the inefficient baseline.

[Virat Singh @virattt]

I cleaned up a lot of Dexter’s code today.

Our core agent loop is now ~300 lines.

What Dexter does:
• finds undervalued stocks
• analyzes them deeply
• builds valuation models

All of it is open source.

[Alex Reibman 🖇️ @AlexReibman]

Just met a founder who fired his entire team because he was able to individually beat their productivity with Claude Code

[Sri Laasya Nutheti @n_sri_laasya]

A proptech startup just raised $2M to automate real estate workflows.

I built the core of it in a weekend:
- Real-time MLS & DB updates
- Instant neighborhood + property insights
- Coordinates open houses & contract tasks
- Integrates directly into your existing backend/back office workflows
- Built to help close, not just chat

Built with @OpenAI’s Agents SDK and @AgentOpsAI for full traceability.

DMs open for access.

[Adam @tackypeanut]

@Fityeth @SUEDEAIAgent It's getting interesting.

[Adam @tackypeanut]

@lucasnfe Nice!

[Adam @tackypeanut]

@solana It's a bit iffy, a lot of people tend not to want to dox themselves. I've seen Blockchain/Crypto communities(small minorities) since late 2017, albeit there has been substantial growth since then.

[Adam @tackypeanut]

@solana okay.

[Alex Reibman 🖇️ @AlexReibman]

Mistral casually dropping a new model at the @cerebral_valley hackathon

[Adam @tackypeanut]

@metafrost I'd like to join.

[Metafrost @metafrost]

There's a BOOK??

[jprince.sol | Imperial @redacted_j]

I really am thinking that given @metaplex is more focused on protocol and example offerings, perhaps the heftier Metaplex UI ought to be retired given how well @holaplex is doing with it. Let them steward that now, you all focus on the #BUIDL.

[Adam @tackypeanut]

@levicook Yeah.

[Metafrost @metafrost]

@TSolserer @solsoul8 @0xAlice_ Update authority can be faked but then the imposter gives up control of their NFT. Metaboss provides this as an option because it's a useful way to filter but shouldn't be relied on solely for verification of mints.

[Metafrost @metafrost]

@solsoul8 @0xAlice_ Unfortunately, update authority can be faked. Getting mint by creator and checking verification is probably the best way right now.

[Adam @tackypeanut]

@notbunjil Cultural hero*

[Adam @tackypeanut]

@dizzanxietytho If I can't see, it ain't for me.

[Adam @tackypeanut]

@armaniferrante It's precisely the inverse apparently, it proves one thing we all appreciate, but degrades the latter, how much fun can liquidity be in the longterm?

[Adam @tackypeanut]

@elonmusk Acquires good count mid a crucial tripod deployment, good day.

[Adam @tackypeanut]

@elonmusk One single point of failure at a time.