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In this project

Engine Diagnostics Neural Network: 99% Accuracy

https://sudonull.com/engine-diagnostics-neural-network-99-accuracy

Signature-Guided Data Augmentation method solves data deficit for ML diagnostics of asynchronous motors. 99% accuracy without real breakdowns. Learn how to implement in production.

AI Assistant for Alerts: Diagnostics Automation on n8n and LLM

https://sudonull.com/ai-assistant-for-alerts-diagnostics-automation-on-n8n-and-llm

Practical Guide to Creating an AI Assistant for Automatic Incident Diagnostics. Integration of n8n, LLM, and MCP for Monitoring. Learn How to Reduce Alert Response Time.

CPU 80% Diagnostics in ClickHouse

https://sudonull.com/cpu-80-diagnostics-in-clickhouse

Tools for finding problematic queries in ClickHouse: system.processes, query_log, EXPLAIN. Diagnostics steps, SQL examples, checklist. Optimize load without downtime.

eBPF server diagnostics in 60 sec: melisai

https://sudonull.com/ebpf-server-diagnostics-in-60-sec-melisai

Automate Linux metrics collection: eBPF, BCC, procfs to JSON in a minute. 37 anomaly rules, AI integration, rate-metrics. Save 30–40 min per incident. Download and test.

Logger: design for diagnostics in production

https://sudonull.com/logger-design-for-diagnostics-in-production

Learn how to design loggers for balancing speed and diagnostics. Channels, subsystems, deduplication — key mechanisms without restarts. For middle/senior developers.

From other projects

CRISPR-on-a-chip: pocket molecular diagnostics

https://ymaho.com/crispr-on-a-chip-pocket-molecular-diagnostics

CRISPR-on-a-chip technology for home diagnostics of cancer and infections. Sensitivity 100 times higher than PCR. Learn how microfluidics and CRISPR are changing medicine.

AI diagnostics of chromosomes in IVF: NMPA approval 2026

https://ymaho.com/ai-diagnostics-of-chromosomes-in-ivf-nmpa-approval-2026

China has approved for the first time the AI system Diagens AutoVision® for karyotype analysis in IVF. Accuracy >99%, analysis time 11 minutes. Learn how this changes reproductive medicine.

AI in diagnostics: errors up to 80% and GPT-5 hallucinations

https://ymaho.com/ai-in-diagnostics-errors-up-to-80-and-gpt-5-hallucinations

Neural networks make mistakes in 80% of cases in differential diagnosis, and GPT-5 produces hallucinations in 65%. Find out why AI is not yet ready to replace a doctor, and where it is truly useful.

AI surpassed doctors in diagnostics: Science study

https://ymaho.com/ai-surpassed-doctors-in-diagnostics-science-study

OpenAI o1 diagnoses more accurately than doctors in emergency care. Find out how this will change medicine and what the media are hiding. Read the analysis of the consequences.

T-Beauty in Taiwan: AI Skin Diagnostics and Expansion

https://ymaho.com/t-beauty-in-taiwan-ai-skin-diagnostics-and-expansion

Thailand brings T-Beauty to Taiwan through AI skin analysis and cellular restoration. Learn how data strategy is changing the Asian market. Read the analysis.

Rad-VLSM: AI framework improves ultrasound diagnostics

https://ymaho.com/rad-vlsm-ai-framework-improves-ultrasound-diagnostics

Cross-modal AI Rad-VLSM changes ultrasound diagnostics: automatic pathology detection via text prompts reduces expert dependency. Learn how the technology will reshape the market.

FDA-approved antibiotic resistance test for vaginal microbiome

https://ymaho.com/fda-approved-antibiotic-resistance-test-for-vaginal-microbiome

FDA approved the first 15-minute test for lactobacillus resistance to clindamycin and metronidazole. Learn how this will change the treatment of bacterial vaginosis and who will benefit from the new diagnostics.

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