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In this project

Robust VB-UKF for GPS Urban Canyon Outliers

https://sudonull.com/robust-vb-ukf-for-gps-urban-canyon-outliers

Discover how Variational Bayes UKF with Student's t-distribution slashes GPS positioning errors in urban canyons by over 50%. Learn robust sensor fusion techniques for reliable navigation—explore simulations and code safeguards now.

Confirmation Lock in LLM-agents: LOCK-R test

https://sudonull.com/confirmation-lock-in-llm-agents-lock-r-test

LOCK-R stand proves bias of single LLM-agents and CoT paradox. Role separation Explorer-Judge reduces Bayes Regret to 0.09. Test on your models.

JuliaLM: RAG for knowledge bases without ChatGPT

https://sudonull.com/julialm-rag-for-knowledge-bases-without-chatgpt

Implement a personal RAG system on FastAPI and SurrealDB. Cascade parsing, 4 search strategies, context budgeting. For middle/senior dev. Study the architecture and code.

From other projects

IRGC threatens US bases in the region: conflict analysis

https://ymaho.com/irgc-threatens-us-bases-in-the-region-conflict-analysis

Analysis of IRGC threats from May 9: real targets, impact on oil markets, and secret negotiations. Find out who benefits from the crisis in the Strait of Hormuz.

IRGC threatens US bases: new world order

https://ymaho.com/irgc-threatens-us-bases-new-world-order

Iran threatens to wipe out US military bases, blocks Strait of Hormuz and promises a new world order. Analysis of threats, scenarios and consequences for oil. Find out what happens next.

IRGC threatens US bases in the Gulf: threat to oil logistics

https://ymaho.com/irgc-threatens-us-bases-in-the-gulf-threat-to-oil-logistics

Iranian IRGC announced deactivation of US bases in the southern Persian Gulf. Analysis: impact on oil, insurance, logistics and the global economy. Read details.

Iranian attacks on US bases in Bahrain and Kuwait: drone repulsion

https://ymaho.com/iranian-attacks-on-us-bases-in-bahrain-and-kuwait-drone-repulsion

Bahrain and Kuwait repelled Iranian drone attacks on American bases. Analysis of consequences for security and economy of oil monarchies. Read more.

Iran struck US bases: escalation and oil market

https://ymaho.com/iran-struck-us-bases-escalation-and-oil-market

Analysis of controlled escalation between Iran and the US: why the Pentagon is not lying about missile interception, who made money on oil at $93, and where to enter. Analytics for traders.

US Troops Leave Syria After Decade, Bases Handed Over

https://ymaho.com/us-troops-leave-syria-after-decade-bases-handed-over

The US military has withdrawn from Syria, transferring control of all bases to the Syrian government. Learn what this means for the region and global politics.

Iran's Missile Potential: Threat to 16 Bases and Escalation

https://ymaho.com/iran-s-missile-potential-threat-to-16-bases-and-escalation

Analysis of Iran's Missile Potential: How 16 Damaged US Bases and Shahed Drones Change the Balance of Power in the Middle East. Damage Assessment, Pentagon Losses, and Escalation Forecast. Discover Hidden Details of the Conflict.

IRGC threatens to destroy US bases in the Persian Gulf

https://ymaho.com/irgc-threatens-to-destroy-us-bases-in-the-persian-gulf

Analysis of IRGC threats to 'deactivate' US bases: military risks, market reaction, and escalation forecast up to a strait blockade. Find out who wins in the crisis.

Kuwait intercepted Iranian missiles: damage to US bases and consequences

https://ymaho.com/kuwait-intercepted-iranian-missiles-damage-to-us-bases-and-consequences

Iranian missiles intercepted over Kuwait, but debris damaged a US airbase. Real losses: $60 billion, 20 bases damaged. Analysis of consequences for the Pentagon and oil market.

Iran's Threats: Gulf States Will Not Be a Shield for US Bases — Analysis

https://ymaho.com/iran-s-threats-gulf-states-will-not-be-a-shield-for-us-bases-analysis

Analyzing Khamenei's Statement on Gulf States: Risks for GCC, Dubai Real Estate, and Sovereign Funds. Forecast for 30-90 Days. Read more.