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In this project

https://sudonull.com/cellvoyager-ai-for-scrna-seq-analysis

Autonomous AI agent CellVoyager analyzes single-cell data, finds new patterns in COVID and aging. Benchmarks, architecture, and implementation for bioinformaticians. Learn more.

Self-organization of LLM agents without roles +14% quality

https://sudonull.com/self-organization-of-llm-agents-without-roles-14-quality

Experiment: Sequential protocol of LLM agents outperforms coordinator by 14% on Q. 25k tasks, 256 agents, DeepSeek at 1/24 Claude price. Insights for multi-agent systems — read details.

PlantUML dynamic diagrams with conditions

https://sudonull.com/plantuml-dynamic-diagrams-with-conditions

Implement interactive sequence diagrams in PlantUML: variables, conditions, HTML/JS controls. Instructions for Confluence without backend. Start documenting API efficiently.

Arrays and cache: O(1) access optimization

https://sudonull.com/arrays-and-cache-o-1-access-optimization

We analyze why sequential access to arrays is 7–10 times faster than random. Benchmarks of strides, matrices, AoS/SoA. Acceleration up to 10× for middle/senior dev.

Call Center Routing Simulation in Python

https://sudonull.com/call-center-routing-simulation-in-python

Discrete-time model for comparing Sequential, Round Robin, Longest Idle. KPI, fairness metrics, code for Colab. Prototype strategies without production risks. Run the simulation.

From other projects

What Is a Shared Sequencer? Espresso Explained Simply

https://ymaho.com/what-is-a-shared-sequencer-espresso-explained-simply

Learn how Espresso's shared sequencer helps blockchains coordinate fairly—and why it matters for faster, safer cross-chain apps.

Espresso Blockchain: Shared Sequencing Explained Simply

https://ymaho.com/espresso-blockchain-shared-sequencing-explained-simply

Learn how Espresso fixes fragmented blockchains with shared transaction ordering—no jargon, just clarity.

SBS5 and SBS18 Signatures: Oxidative Mutations from Smoking

https://ymaho.com/sbs5-and-sbs18-signatures-oxidative-mutations-from-smoking

Whole-exome sequencing revealed SBS5 and SBS18 mutations in smokers' cells. Learn about irreversible changes, lung cancer risk, and new diagnostic tests. Read details.

Russia's GDP Growth 0.4%: 2026 Forecast and Hidden Risks

https://ymaho.com/russia-s-gdp-growth-0-4-2026-forecast-and-hidden-risks

The government has lowered its GDP growth forecast to 0.4% in 2026. Find out why the budget model failed and what will happen to the ruble and investments. Read the analysis.

From the web

Seq — centralized structured logs

https://datalust.co/

Seq preserves all the structured information provided by your applications, and exposes it directly through a high-fidelity JSON data model. Outages are measured in minutes and seconds, so Seq is real-time.

Getting Started - Seq Documentation

https://datalust.co/docs/getting-started

Getting Started Seq is a telemetry server that runs on a central machine. Your application uses a library like Serilog, Microsoft.Extensions.Logging or OpenTelemetry to send structured events and metrics to Seq 's HTTP API, which stores them and makes them searchable through Seq 's web interface.

Getting Started with Seq

https://seq.readme.io/v2/docs/getting-started

Seq is the easiest way for .NET developers to capture, search and integrate structured log events! This page will walk you through the very quick setup process.

Getting Started on Windows - seq.readme.io

https://seq.readme.io/docs/getting-started

Seq is a telemetry server that runs on a central machine. Your application uses a library like Serilog, Microsoft.Extensions.Logging or OpenTelemetry to send structured events to Seq 's HTTP API, which stores them and makes them searchable through Seq 's web interface.

Datalust · GitHub

https://github.com/datalust

Type Language Sort seqcli Public The Seq command-line client. Administer, log, ingest, search, from any OS.

seq-cheat-sheets/src/seq-cheat-sheet.md at main · datalust ...

https://github.com/datalust/seq-cheat-sheets/blob/main/src/seq-cheat-sheet.md

Seq can generate time series data using the special time () grouping, in conjunction with a duration literal (e.g. 1d, 30m) that determines the time interval to use.

Home | Seqwater

https://www.seqwater.com.au/

2 hours ago · Seqwater ’s lakes and parks offer something for everyone—whether you’re chasing calm waters for kayaking, scenic trails for walking, or a shady spot for a family BBQ. Search for things to do to discover your next adventure and check what’s on offer at each site.