@ConstructionEqt@DEVELONna Looks great, and if you are looking for an open-source solution that can do video analytics try HUB - https://t.co/K1J9zdUVBy
Clear video evidence is critical. That's why we built Securade Hub an open-source edge video analytics for high-quality, intelligent surveillance.
🔗 https://t.co/K1J9zdUVBy
📰 https://t.co/aKiHm1SSXh
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A recent Singapore condo incident where a resident suffered fatal injuries after being startled by a dog highlights why CCTV quality matters for safety AND liability.
The judge noted the footage was "poor quality" at "one frame per second" and couldn't capture the detailed sequence of motion.
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The most productive thing I did this week was absolutely nothing.
15 minutes of silence every morning. No phone, no agenda, just stillness.
Last week, during one of these pauses, I caught a $50K mistake we'd been making for months.
Speed without direction is just expensive motion.
The best decisions happen in the space between stimulus and response.
What could you solve by slowing down?
🚨 Just found something that could save your team 90% on text classification costs
Someone built 17 production-ready classifiers that run locally and learn continuously:
📊 93% avg accuracy with just 100 examples per class ⚡ 90ms inference (no API calls needed)
💰 $100/month vs $600/month for OpenAI
🔄 Add new classes without retraining
Perfect for:
• Email routing & security
• Support ticket classification
• Document processing
• Fraud detection
• Content moderation
The adaptive learning part is genius - they actually get BETTER over time as you use them.
All models available on HuggingFace: https://t.co/y0qISOBivg
Full breakdown: https://t.co/MQQZ3XPIgp
This is exactly what we needed for our document pipeline. No more burning API credits on simple classification tasks 🔥
#MachineLearning #AI #TextClassification #LocalLLM
@tenderizzation Upgrade it on a @nvidia Jetson and experience the real trauma. That's exactly why we have a full wiki devoted on it here - https://t.co/6xvKbWb1vj
It is 5 kg per person per month. It is what is given for free under PDS, they are not surviving off it. They are doing quite well, in fact many actually sell the extra rations given to them. Current poverty rate in India is less than 5% see https://t.co/8NTWrnPwip when defined as < 3 USD per day which is ~250 INR per day.
The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements
"To evaluate the ability of AI agents to reproduce results in an active research area, we introduce the Automated LLM Speedrunning Benchmark, leveraging the research community’s contributions on the NanoGPT speedrun, a competition to train a GPT-2 model in the shortest time."
"recent reasoning LLMs combined with SoTA scaffolds struggle to reimplement already-known innovations in our benchmark, even when given detailed hints"