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DEV Community
dev.to > kestrelquant > decoding-the-llms-subconscious-building-implicit-risk-control-via-nlp-semantic-parsing-30ha

Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing

21+ 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....

DEV Community
dev.to > nio_zanghotmailcom_zang > tokeneff-an-open-source-llm-cost-meter-that-runs-locally-5440

tokeneff: An Open-Source LLM Cost Meter That Runs Locally

9+ min ago   (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...

DEV Community
dev.to > cantaskin > bir-web-portfoyunu-anlasilir-kilmak-icerik-hiyerarsisi-ve-proje-sunumu-2dnf

Bir web portföyünü anlaşılır kılmak: içerik hiyerarşisi ve proje sunumu

33+ min ago   (328+ words) Bir freelancer portföyünde ziyaretçinin önce üç soruya cevap bulmasını önemsiyorum: Ne yapıyorsun, hangi işleri gösterebilirsin ve sana nasıl ulaşabilirim? Bu yazı, web tasarım hizmetlerini sunarken kullanılabilecek basit bir içerik planı. Hizmet listesinin tamamını ana başlığa sıkıştırmak yerine ana işi açıkça…...

DEV Community
dev.to > rulestack > the-reply-length-check-existed-for-three-weeks-the-batch-a-human-flagged-never-touched-it-3479

The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path

28+ min ago   (339+ words) On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a... Tagged with ai, programming, devtools, claude....

DEV Community
dev.to > rahmanfrr > recursive-ctes-how-sql-secretly-learned-to-loop-457f

Recursive CTEs: How SQL Secretly Learned to Loop

40+ min ago   (454+ words) Ask a SQL query to find "all employees under this manager," and things get ugly fast if you don't know how many levels deep the org chart goes. A regular join handles one level. Two joins handle two levels. Nobody's…...

DEV Community
dev.to > delehq > locking-exchange-rates-for-multi-currency-billing-oce

Locking Exchange Rates for Multi-Currency Billing

40+ min ago   (759+ words) The problem When a subscription platform bills in more than one currency, the price a customer agreed to at checkout and the amount that eventually settles in your account are not the same number by default. Between the moment a…...

DEV Community
dev.to > lcmartinsfilho > text-correction-with-harper-5hh4

Text correction with Harper

1+ hour, 7+ min ago   (18+ words) A grammar checker developed by Automattic using Rust, with a focus on privacy and performance. Tagged with tooling....

DEV Community
dev.to > sarantoon > ai-ekhiiynokhd-ai-trwcchokhddwy-cchudbdthii-openai-yangtbaimaid-3gd7

AI เขียนโค้ด AI ตรวจโค้ดด้วย, จุดบอดที่ OpenAI ยังตอบไม่ได้

38+ min ago   (2136+ words) โดย Nokka (นก-กา) | 12 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka ทุกวันนี้ ทุก pull request ที่วิศวกรของ OpenAI ส่งเข้ามา จะต้องผ่านการตรวจความปลอดภัยอัตโนมัติ และถ…...

DEV Community
dev.to > jun_uen0 > i-banned-claude-from-saying-looks-reasonable-and-it-started-finding-my-blind-spots-491l

I banned Claude from saying 'looks reasonable' and it started finding my blind spots

58+ min ago   (477+ words) I'm in the middle of launching a SaaS product, and the deliverable from one particular session wasn't code. It was an execution plan, plus the design of the quality gates. In other words: writing down "how we're going to build…...

MarkTechPost
marktechpost.com > 09/12/2026 > implementation-of-machine-learning-workflows-with-nvidia-cuml-rapids-gpu-benchmarking-explainability-clustering-and-model-inference

Implementation of Machine Learning Workflows with NVIDIA cuML, RAPIDS, GPU Benchmarking, Explainability, Clustering, and Model Inference

1+ hour, 3+ min ago   (198+ words) We benchmark scikit-learn and cuML implementations of PCA, K-Means, nearest neighbors, logistic regression, random forests, and DBSCAN. We generate datasets on the GPU, synchronize CUDA operations for fair timing, and record the speedup each accelerated algorithm achieves. We also compare…...