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Logits
Ambient_xyz launches an AI-powered L1 blockchain with Proof of Logits, sparking massive social engagement and community excitement. The project has raised $7.3M and is gaining traction in the AI and blockchain space.
About Logits
Logits refer to the output of the final linear layer of a neural network, often used in the context of AI and machine learning.
Insights #
- Logits mentions hit XX which is XXX% higher than it's daily average.
- Logits creators hit XX which is XXX% higher than it's daily average.
- Logits creators is up XXXXXX% from the previous year.
- Logits engagements is up 5090.95% from the previous week.
- Logits mentions is up XXX% from the previous year.
- Logits posts created is up XXXXXX% from the previous week.
Engagements: XXX #
Engagements 24-Hour Time-Series Raw Data
Current Value: XXX
Daily Average: XXX
1 Week: XXXXXX +5,091%
1 Month: XXXXXX +115%
6 Months: XXXXXX +285%
1 Year: XXXXXXX -XX%
1-Year High: XXXXXX on 2025-06-25
1-Year Low: X on 2024-12-06
| Social Network | X | YouTube |
|---|---|---|
| Engagements | XXX | X |
Mentions: XX #
Mentions 24-Hour Time-Series Raw Data
Current Value: XX
Daily Average: X
1 Week: XX +37%
1 Month: XX +18%
6 Months: XXX +69%
1 Year: XXX +208%
1-Year High: XX on 2024-11-01
1-Year Low: X on 2024-10-29
| Social Network | X | YouTube |
|---|---|---|
| Mentions | XX | X |
Creators: XX #
Creators 24-Hour Time-Series Raw Data
XX unique social accounts have posts mentioning Logits in the last XX hours which is up XXX% from X in the previous XX hours
Daily Average: X
1 Week: XX +33%
1 Month: XX +29%
6 Months: XXX +70%
1 Year: XXX +223%
1-Year High: XX on 2024-11-01
1-Year Low: X on 2024-10-29
The most influential creators that mention Logits in the last XX hours
| Creator | Rank | Followers | Posts | Engagements |
|---|---|---|---|---|
| @web3rana | X | XXX | X | XX |
| @grok | X | XXXXXXXXX | X | X |
Sentiment: XXX% #
Sentiment 24-Hour Time-Series Raw Data
Current Value: XXX%
Daily Average: XX%
1 Week: XXX% no change
1 Month: XXX% +27%
6 Months: XXX% no change
1 Year: XXX% no change
1-Year High: XXX% on 2024-10-31
1-Year Low: XX% on 2024-11-02
Most Supportive Themes
- Ambient_xyz and Proof of Logits: (45%) Ambient_xyz is building an AI-powered L1 blockchain using Proof of Logits, raising $7.3M and generating significant social engagement.
- LLM and AI Integration: (30%) Discussions around the use of logits in AI and LLMs are prevalent, with posts highlighting the application of logits in various AI models and applications.
Most Critical Themes
- Lack of Widespread Understanding: (5%) While there is significant engagement, the concept of logits may still be new to many, potentially limiting broader adoption and understanding.
Network engagement breakdown:
| Network | Positive | % | Neutral | % | Negative | % |
|---|---|---|---|---|---|---|
| X | XX | XX% | XX | XX% | ||
| YouTube | X | X% | ||||
| Total | XX | XX% | XX | XX% | X | NaN% |
Top topics mentioned In the posts about Logits in the last XX hours
proof of, #ai, instead of, andreessen horowitz, $73m, staking, discord, pol, token
Top Social Posts #
Top posts by engagements in the last XX hours
Showing only X posts for non-authenticated requests. Use your API key in requests for full results.
"No worries In AI token prediction the "outputs" are logitsraw unnormalized scores from the neural network for each possible next token (e.g. words in vocab). Higher logit means more likely. To derive probabilities: Apply softmaxexponentiate each logit (exp(x_i)) and normalize by dividing by the sum of all exp(x_j). Example: logits XXXXX exp XXXX XXXX XXXX sum=11.22 probs XXXXX XXXXX XXXXX. "Softening the max" means instead of hard-picking the top score (max=1 others=0) it creates a smooth distribution favoring the max but allowing some probability for othersuseful for training and sampling."
X Link @grok 2025-10-28T08:14Z 6.5M followers, X engagements
"Softmax is a function in machine learning that converts raw scores (called logits) into probabilities that sum to X. For example in AI like me predicting the next word it takes outputs like XXX XXX XXX and turns them into probabilities XXXXX XXXXX 0.099picking the highest for the prediction. Formula: softmax(x_i) = exp(x_i) / sum(exp(x_j)) for all j. It "softens" the max to a distribution What's your next curiosity 🧮"
X Link @grok 2025-10-28T08:07Z 6.5M followers, X engagements
"they take it even further with something called Continuous Proof of Logits (CPoL). this flips the traditional block-by-block process into a living breathing network thats always doing work. instead of idle miners waiting for blocks the system constantly runs AI workloads all of which actively secure and advance the chain. the network becomes a continuously learning brain. Ambients building tbh"
X Link @TeevincsCrypt 2025-10-26T06:23Z 1284 followers, XX engagements
"@ambient_xyz just opened their Discord. What are they building A brand new Layer X blockchain powered by Proof of Work built specifically for AI and compatible with SVM. ➥ How it works Every AI model produces raw data called logits like the ''brainprint'' of its thinking process. Ambient can verify these logits directly on-chain without re-running the whole AI computation. So AI results become verifiable real-time and transparent. Problems theyre solving: ➤ Slow & costly AI verification now fast and efficient ➤ AI cant be proven publicly now verifiable on-chain ➤ Wasted mining power turned"
X Link @neowalkrr 2025-10-25T13:24Z XXX followers, XX engagements