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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

25+ 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

13+ 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 > 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

32+ 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 > lcmartinsfilho > text-correction-with-harper-5hh4

Text correction with Harper

1+ hour, 10+ 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

41+ 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

1+ hour, 2+ 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, 7+ 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…...

DEV Community
dev.to > _5966e70a8fb3f8cd589634 > aifetchly-a-local-first-desktop-ai-agent-for-lead-gen-research-and-outreach-4paf

aiFetchly — a local-first desktop AI agent for lead gen, research, and outreach

2+ hour, 22+ min ago   (362+ words) Most marketing AI tools live in a browser tab and forget your files the moment you close the chat. aiFetchly is an open-source, local-first desktop AI agent (Windows, macOS, Linux) built for business research, document-grounded drafting, lead organization, and scheduled…...

DEV Community
dev.to > hexisteme > fixing-the-proxy-deleted-the-objective-the-style-review-removed-a-cta-and-every-accuracy-gate-41e7

Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed

2+ hour, 50+ min ago   (181+ words) Originally published on hexisteme notes. Closing this out took more than restoring the CTA. Four changes, each aimed at a different point where the same shape of failure could recur: And I split the downstream metric so "no data yet…...

DEV Community
dev.to > mskazemi > i-recorded-my-kubernetes-ai-agent-failing-on-purpose-1ib2

I recorded my Kubernetes AI agent failing, on purpose

2+ hour, 26+ min ago   (457+ words) Most demos of AI-for-infrastructure tools show a clean run. I think that is exactly backwards, and I want to explain why by walking through the thirty seconds of my own demo that a normal product video would have cut. A…...