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News
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing
6+ hour, 11+ min ago (524+ words) At 2026-09-12 01:20:47, my AI-driven crypto trading system was milliseconds away from executing a leveraged long position on NEARUSDT. The Large Language Model (LLM) had just outputted a definitive, structured JSON decision: FINAL_RULING=PROCEED. By all traditional algorithmic metrics, it was a green light....
LLM Discussions (01): Training Vs. Inference
10+ hour, 45+ min ago (92+ words) Training is Largely Compute-bound & Inference is Largely Memory-bound — But Why? If this is the first story you have come across in our LLM Discussion …...
LLM vs GPT: The Difference I Wish Someone Had Explained to Me Sooner
11+ hour, 8+ min ago (246+ words) A few months ago, someone asked me a question that stopped me cold. “So is GPT the same thing as an LLM, or not?” I opened my mouth to answer and realized I didn’t actually know. I’d been throwing around…...
How LLMs Learned to Reason: SFT --> RLHF --> RLVR
4+ day, 8+ hour ago (868+ words) 1. The Starting Line: The Last Non-Reasoning Flagships GPT-4.5, DeepSeek-V3, and Claude... Tagged with ai, llm, learning, deepseek....
Teaching an LLM Your Schema's Rules
5+ day, 15+ hour ago (535+ words) How a database subsetting tool turned a plain-English request into a reviewable, undoable extraction model — instead of just another SQL-generation chatbot. This is where Jailer's AI Subsetting Assistant comes in. It's a narrower, more interesting problem than "generate me some…...
Staff Software Engineer at valon | AuraHireAI
6+ day, 14+ hour ago (1006+ words) About the CompanyValon is building the AI-native operating system for regulated finance, starting with mortgage servicing.We're a Series C company backed by a16z, transforming industries that others have written off as too complex to innovate.Rather than build on top…...
MCP: Individualized LMS retraining
1+ week, 4+ day ago (408+ words) OpenTrain AI Fetch the complete documentation index at: /docs/llms.txt Use this file to discover all available pages before exploring further. Call opentrain_capabilities first. Inspect the LMS retraining family under agentSurfaces, including the family status and each operation’s authorized value....
ByteDance paper reveals Chain-of-Experience improves model performance without retraining
1+ week, 5+ day ago (364+ words) New research shows that letting AI models learn from their own past attempts cuts costs by 19% and boosts accuracy, all without touching model weights What if the secret to making AI smarter wasn’t retraining it at enormous expense, but simply…...
model
1+ week, 5+ day ago (106+ words) Return all MambaSpecs for this model (GDN layers + PLE layer). The PLE layer uses a separate short_conv MambaSpec whose page_size_bytes may exceed the GDN spec; callers should take the maximum. Qwen3-VL vision tower backed by the Qwen4Exp language model. Expose Qwen4Exp routed experts through…...
Adam and AdamW: The Optimizer That Made Modern LLM Training Possible
1+ week, 6+ day ago (1282+ words) Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review... Tagged with ai, webdev, programming, productivity....