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AI · LatestWhat Is a Diffusion Language Model? Mercury 3 Explained
Most LLMs write one token at a time. Diffusion LLMs start from a fully masked answer and refine it in parallel. Here is how that works, what Inception Labs claims for Mercury 3, and where the trade-offs show up.
7 min31 views
AI · TrendingAre AI Risk Warnings Overblown? Safety Alarms vs Hype
AI safety alarms are neither all hype nor all fact. Using the October 2026 AI worm debate, here is how to separate what experiments showed from what is only a forecast.
7 min14 views
AI · TrendingAI Workflow vs Agent: When to Use a Fixed LLM Workflow
Workflows run LLM calls along code paths you define; agents let the model choose tools and steps in a loop. Here is how the trade-offs compare and how to pick, based on Anthropic and OpenAI guidance.
6 min11 views
Crypto · TrendingWhat Is Puffer Finance? pufETH, PUFFER Token and Key Risks
How Puffer Finance turns staked ETH into pufETH, how withdrawals work, what the PUFFER governance token controls, and what to check on supply and slashing risk after its October 2026 Upbit listing.
6 min16 views
Crypto · FAQHow to Vet a Bitcoin Price Forecast: Data, Sources, Bias
Before you trust a bitcoin price target, check who published it, how they profit, which model and data sit behind the number, and whether they ever got it right before.
7 min16 views
AI · LatestAI generated code review: understand it before you ship
Passing tests do not mean you can fix the code when it breaks. Here is a practical pre-deploy routine for AI-written changes, plus what comprehension-check hooks like Sphinx can and cannot do.
8 min28 views
AI · LatestOpenCode breach: what to do with a leaked API key
OpenCode warned some Console users that OpenAI, Anthropic and other provider keys saved in their workspaces may have been exposed. Here is how to tell whether you are affected and what to revoke, replace and review.
7 min28 views
AI · LatestAmazon AI Union Monitoring: What the Atlas Report Means
Leaked Amazon training documents describe Atlas, an in-house AI model that scores warehouses from 100 to 900 for union risk. Here is what the documents say, what Amazon denies, and how UK data protection and trade union law apply.
7 min17 views
AI · LatestDeepSeek V4.1 Flash 1017: Specs, API Pricing, Local Setup
What DeepSeek V4.1 Flash 1017 is, what the model card actually says, how the benchmarks moved, how to call it through the DeepSeek API or OpenRouter, and what to check before running it yourself.
7 min95 views