# Execution **URL:** https://research.allora.network/c/execution/9.md [Latest](https://research.allora.network/latest.md) · [Categories](https://research.allora.network/categories.md) · [Tags](https://research.allora.network/tags.md) --- ## [About the Execution category](https://research.allora.network/t/about-the-execution-category/27)
**Author:** [@Apollo11](https://research.allora.network/u/Apollo11)\ **Replies:** 0\ **Last updated:** [May 28, 2024, 4:53pm UTC](https://research.allora.network/t/about-the-execution-category/27 "2024-05-28T16:53:05Z")
Research aimed at the development of Allora’s execution and operation. This category should be used for the continued development of Allora’s execution and operation, including (but not restricted to) monitoring and pro… --- ## [Inference worker promotion and relegation](https://research.allora.network/t/inference-worker-promotion-and-relegation/157)
**Author:** [@joel](https://research.allora.network/u/joel)\ **Replies:** 2\ **Last updated:** [August 7, 2026, 1:53am UTC](https://research.allora.network/t/inference-worker-promotion-and-relegation/157 "2026-08-07T01:53:40Z")
In this post I describe the framework for a promotion/relegation system, where inference workers on the Allora Network can be promoted to and from mainnet topics. This will be the intended pathway for workers to demonstr… --- ## [Research Monitoring Suite: How We Watch the Allora Network](https://research.allora.network/t/research-monitoring-suite-how-we-watch-the-allora-network/156)
**Author:** [@florian](https://research.allora.network/u/florian)\ **Replies:** 0\ **Last updated:** [May 3, 2026, 11:45am UTC](https://research.allora.network/t/research-monitoring-suite-how-we-watch-the-allora-network/156 "2026-05-03T11:45:56Z")
In this post I want to showcase the Research Monitoring Suite (RMS) — our internal infrastructure for understanding what’s actually happening on the Allora Network. From validating theoretical models to catching subtle b… --- ## [Handling ground truth granularity](https://research.allora.network/t/handling-ground-truth-granularity/116)
**Author:** [@florian](https://research.allora.network/u/florian)\ **Replies:** 4\ **Last updated:** [November 4, 2025, 6:27pm UTC](https://research.allora.network/t/handling-ground-truth-granularity/116 "2025-11-04T18:27:56Z")
Ground truth data is typically delivered at a fixed granularity, depending on fundamental features of the topic or on the data provider. This means that the timing of data points may be aligned to a specific resolution, … --- ## [Monitoring reputer health](https://research.allora.network/t/monitoring-reputer-health/81)
**Author:** [@cal-hawk](https://research.allora.network/u/cal-hawk)\ **Replies:** 7\ **Last updated:** [September 19, 2024, 2:33pm UTC](https://research.allora.network/t/monitoring-reputer-health/81 "2024-09-19T14:33:02Z")
In this post, I will focus on establishing topic health by evaluating the performance of reputers. The idea here is to design an empirical model that can assess how well reputers are functioning within the network. Here … --- ## [Monitoring tokenomics health](https://research.allora.network/t/monitoring-tokenomics-health/82)
**Author:** [@cal-hawk](https://research.allora.network/u/cal-hawk)\ **Replies:** 6\ **Last updated:** [September 19, 2024, 2:32pm UTC](https://research.allora.network/t/monitoring-tokenomics-health/82 "2024-09-19T14:32:20Z")
In this post, I’m going to focus on how we can monitor the health of emissions and inflation in real time. The idea is to make sure that the system is working as intended—basically, ensuring everything is running smoothl… --- ## [Monitoring topic and validator reward health](https://research.allora.network/t/monitoring-topic-and-validator-reward-health/80)
**Author:** [@cal-hawk](https://research.allora.network/u/cal-hawk)\ **Replies:** 6\ **Last updated:** [September 19, 2024, 2:30pm UTC](https://research.allora.network/t/monitoring-topic-and-validator-reward-health/80 "2024-09-19T14:30:52Z")
In this post, I will explore using the Gini coefficient to assess the health of topic and validator rewards. The goal is to ensure that rewards are distributed fairly and that no single validator or topic is dominating. … --- ## [Monitoring inferer health](https://research.allora.network/t/monitoring-inferer-health/78)
**Author:** [@cal-hawk](https://research.allora.network/u/cal-hawk)\ **Replies:** 7\ **Last updated:** [September 19, 2024, 2:07pm UTC](https://research.allora.network/t/monitoring-inferer-health/78 "2024-09-19T14:07:37Z")
This post is part of a broader effort to design a monitoring suite for the Allora Labs research team. Our goal is to design a suite of metrics to track the health of various components in the Allora network, allowing us … --- ## [Monitoring forecaster health](https://research.allora.network/t/monitoring-forecaster-health/79)
**Author:** [@cal-hawk](https://research.allora.network/u/cal-hawk)\ **Replies:** 5\ **Last updated:** [September 18, 2024, 6:47pm UTC](https://research.allora.network/t/monitoring-forecaster-health/79 "2024-09-18T18:47:34Z")
In this post, I’ll extend the work we’ve done on inferer health to focus on the health of forecasters. My goal is to take the strategy we developed for inferers—assessing model diversity—and apply it directly to forecast… --- ## [Merit-based sortition](https://research.allora.network/t/merit-based-sortition/76)
**Author:** [@Apollo11](https://research.allora.network/u/Apollo11)\ **Replies:** 6\ **Last updated:** [September 10, 2024, 9:37am UTC](https://research.allora.network/t/merit-based-sortition/76 "2024-09-10T09:37:47Z")
I’ve been thinking about the need to define an “active” set of workers or reputers who are participating. During testnet, Allora’s had tens of thousands of workers, and it is computationally infeasible to accommodate all…