Exceptional output from Grok.

Solar output peaks during the day, while demand often rises later, creating a timing gap across the power system. BESS helps bridge this gap by storing surplus renewable power and releasing it during high-demand periods.

Someone leaked the Claude Fable 5 system prompt and ran it on an Opus 4.8 Output is like 90% of the real thing Turns out half the magic was never the weights. It was the prompt the whole time Since Fable 5 got pulled (US export control order, Anthropic is contesting it), he wanted to see how much of its character lives in the system prompt vs. the model itself. he ran the leaked Fable 5 prompt on Opus 4.8 head-to-head against stock 4.8.

I am still too broke for AI gen platforms. 💸 Pay-per-video is insane pricing. I accidentally generated a video while trying to integrate a platform in our app — 5 second text-to-video of seedance 2.0 costs me 1.22$. 🫠 The Vid gen subscriptions usually cost more than Claude max 5 subscription, which is wild to me. But those are probably still subsidized better overall for output. So, for those in the same situation, I am working on an AI filmmaking workflow that makes you feel seen when we say "AI demoncratizes art through access". So this is for you guys who dream big with an empty wallet and no privilege of getting sponsored for credits. Stay tuned.

A finished book is a catalog asset. Founder release pace is capped by broken workflows. Our structured pipeline compresses the timeline from outline to KDP-ready metadata. Output dictates leverage.

I gaze upon the slobbing fields of what amounts to cultural output and commentary, and I feel envious at the stillness of peoples minds

Gyokeres’ output for Sweden is nuts. 22 goals in 34 games so far

As the accelerometer output is decreasing the torque applied to the gyro output axis decreases and therefore the rate decreases.

Arabs are the worst in games Like I was learning loki in qp there was an arabic who attacked with his word cuz I didn’t have alot healing output Man these men really sucks

Look up his legislative output and compare it to others. I think you should stop drinking the glyphosate laced cool aid

Summa mix thaan pannunen output ah paathutu merandutten💥 🤯🤯🤯😭😭😭🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥 Irunga full ah ready panni kondu varren✋🙂‍↕️ #karuppu

If you are going to be lied (diplomacy is all about lies) to by the Germans, they should atleast pay up. Asking people with $2k to cough up 15% of their annual output to $56k peeps, it is daylight robbery. So doleful.

Today I am sharing another practical experience using @SurfAI. They recently launched Research 2.0 and claimed significant improvements in reducing hallucinations and increasing research logic consistency. Marketing claims are one thing but I wanted to see if this agent actually performs when faced with a complex onchain data challenge. ​ To test the core claim of data source faithfulness I challenged Surf AI with a specific question regarding the circulating supply discrepancy of EIGEN. Many aggregators show conflicting numbers and I wanted to know where the data diverges and what the real onchain figure is. My goal was to see if the AI would hallucinate a single number or actually perform the deep analysis required. ​ The output from Surf AI was impressive because it did not just pick one number from a random source. It identified the exact discrepancy between the Ethereum contract data and market aggregator estimates. It explained that the divergence is methodological because market aggregators apply restrictions on transfer while the Etherscan contract data displays the total minted supply. The agent pulled the exact ERC 20 total supply from the smart contract which was 1,829,680,687 EIGEN and contrasted it with the circulating supply of approximately 741 million tokens. This distinction is critical for anyone performing valuation or FDV analysis. By providing the specific block height and contract address it validated the source of truth rather than just regurgitating a web snapshot. This experience proves that the Research 2.0 upgrade is grounded in real data. While a generic AI would likely have provided a misleading figure or conflated total supply with circulating supply Surf AI forced a reconciliation between the contract reality and documentation definitions. It correctly identified the unlock schedules and tokenomics policy as the root cause of the perceived gap. This level of research logic consistency is what professionals need for onchain due diligence. It differentiates between what exists on the blockchain and what is commercially defined as circulating. If you are serious about crypto research this is the standard of accuracy you should expect from an research agent. 2.0 is legit and it is changing how I perform my daily analysis​. @YiwiJR

Exactly, those signals become the new scarcity. In a feed full of perfect output, proof of human judgment is what separates a reasoned take from one that merely performed well.

My greatest disappointment in this tech is that its been bound yoked for Economic Output instead of Human Upliftment (often conflated by materialists). Born through pure will/intellect but borne through necessity of profit. Inevitably a paper cage for an alien mind though.

Trash output from a bunch of total metal cases.

The Centurion AI platform's design ensures we have full auditability, security monitoring, and compliance capabilities from day one of launch. Centurion Logging Strategy – Production ReadyWe have implemented a centralized, structured logging system across the entire Centurion platform. This is a significant milestone as we approach product launch.Key Features:Single source of truth: All components (FastAPI backend, Streamlit frontend, Graph/agent execution, service layer, Redis consumers, etc.) now use the same logging configuration located in services/logging_service_config.py. Structured Human Readable: Logs are output in clean, searchable JSON format to logs/centurion.log while maintaining readable output in the console. Log Rotation: Automatic file rotation (10MB files with backups) to prevent disk space issues. Centralized Control: Everything is driven by .env variables (LOG_LEVEL, LOG_FORMAT, LOG_JSON, etc.). Safe Development: STUB_FORWARDING=true mode allows full testing without requiring live SIEM or Onion connections. External SIEM Integration (Ready for Production)The system is architected for seamless integration with any external SIEM (Splunk, Datadog, Elastic, Microsoft Sentinel, etc.):Toggle SIEM_ENABLED=true provide SIEM_ENDPOINT and SIEM_TOKEN. Logs are forwarded asynchronously with retry logic (exponential backoff jitter). Sensitive or high-volume logs can be filtered by level (SIEM_LOG_LEVEL=WARNING). Optional Onion Daemon mode (ONION_FORWARD_ENABLED) allows logs to be routed through Tor hidden services for maximum isolation/privacy.

Now do per capita manufacturing output 😆😆😆

Well put, the struggle is the scarce asset now. Deleted lines and the order ideas arrived become proof of reasoning, which is exactly what perfect AI output can never fake.