Search Articles — Sudonull

https://sudonull.com/degradation-claude-code-reasoning-depth-73

Analysis of 6852 Claude Code sessions: drop in thinking depth by 73%, cost increase ×122, blind edits 33%. Workaround and metrics for middle/senior dev. Check on your own tasks.

https://sudonull.com/degradation-of-claude-code-reasoning-3-5-times-less

Analysis of 6852 Claude Code Sessions from AMD: drop in thinking depth, increase in errors and API costs by 80 times. Anthropic recommendations and switch to alternatives. Study the data for IT teams.

https://sudonull.com/physics-of-llm-graphs-metrics-f-and-rho

Measuring degradation in multi-agent systems: Fidelity, error correlation, Star and Tree topologies. Analysis for middle/senior dev. Test your swarm on the stand.

https://sudonull.com/elasticsearch-search-errors-anti-patterns

Analysis of typical errors in Elasticsearch: dirty data, king queries, fuzzy search. How to avoid UX degradation and latency. For middle/senior dev.

https://sudonull.com/self-training-why-it-works-and-how-to-avoid-collapse

Breaking down self-training mechanisms on synthetics, model collapse risks, and strategies for middle/senior ML engineers. Filtering rules, verification, real anchor. Improve your training pipeline without degradation.

https://ymaho.com/fungus-eating-plastic-in-8-weeks-truth-or-threat

Brazilian biologists found a fungus in the Amazon that decomposes PET in 8 weeks. We analyze the mechanism, speed, limitations, and impact on the plastic recycling market. Read.

https://ymaho.com/protac-drug-vepdegestrant-approved-for-breast-cancer

FDA has approved the first PROTAC drug vepdegestrant (Veppanu) for the treatment of breast cancer. Learn how proteolysis-targeting chimera reduces the risk of progression by 43% and opens a new era in oncology.