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I built an AI log monitor for my homelab — local LLM reads my *arr logs so I don't have to
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AI — Latest Models & Research
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I built an AI log monitor for my homelab — local LLM reads my *arr logs so I don't have to
My homelab runs the usual stack — Sonarr, Radarr, Prowlarr, qBittorrent, Plex. I was getting ntfy...
DEV Community
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How to be Test Driven with Spark: Chapter 6: Improve the setup using devcontainer
This goal of this tutorial is to provide a way to easily be test driven with spark on your local...
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How to get individual SMART data from a TerraMaster DAS (and build a failure forecaster around it)
If you have a TerraMaster D5-300 — or any DAS with a JMicron JMB576 bridge chip — you've probably hit...
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Building an AI-Powered Crypto Sentiment & Trading Dashboard
I'm excited to share my latest project: an AI-Driven Trading Dashboard. The goal is to help traders...
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openai-agents 0.13.x Silently Dropped openai v1 Support — Here's What Breaks
openai-agents 0.13.2 shipped on March 26th. If you're running openai v1.x in the same environment,...
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Why Your AI News Aggregator Misses Half the Stories (and How to Fix It)
Fix silent failures in multi-source AI news pipelines with health-checked fetchers, deduplication, relevance scoring, and circuit breakers.
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Automating Drone Airspace Layers for ForeFlight
The Problem Space Pilots who also operate drones share a common frustration. The airspace...
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Why I Built an AI-Powered Test Data Generator (and When You Shouldn't Use AI for Fixtures)
Every test suite has the same dirty secret: name="Test User", email="test@test.com", bio="Lorem...
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The Custom User Model Mistake 90% of Django Projects Make
PROFESSIONAL DJANGO ENGINEERING SERIES #3 Change your user model after the first migration and you...
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Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain
Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no...
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We audited every claim in our repos and found 14 files with wrong numbers
Last week a bot embarrassed us. Cursor Bugbot ran across five PRs on our agent security testing...
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MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation
The rapid progress of Artificial Intelligence Generated Content (AIGC) tools enables images, videos, and visualizations to be created on demand for webpage design, offering a flexible and increasingly adopted paradigm for modern UI/UX. However, directly integrating such tools into automated webpage generation often leads to style inconsistency and poor global coherence, as elements are generated i
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