# AI use cases for Harness RSI (zgcagi/Harness-RSI) Repo: [zgcagi/Harness-RSI](https://github.com/zgcagi/Harness-RSI) | Use cases: 4 | Page: https://dedupedai.com/use-cases/zgcagi-harness-rsi/ Harness-RSI is a companion survey for harness self-evolution, with a reading list, taxonomy data, a project website, and PDF downloads of the full report and short paper. This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL. - Choose which harness part to self-update first: https://dedupedai.com/use-cases/zgcagi-harness-rsi/pick-first-harness-part-to-self-update/ - Build a cited literature table for a harness project: https://dedupedai.com/use-cases/zgcagi-harness-rsi/build-cited-harness-literature-table/ - Classify a new agent paper against the taxonomy: https://dedupedai.com/use-cases/zgcagi-harness-rsi/classify-new-paper-with-taxonomy-data/ - Draft an accept-or-reject rule for harness updates: https://dedupedai.com/use-cases/zgcagi-harness-rsi/draft-acceptance-rule-for-harness-updates/ ## How to choose which harness part to self-update first with Harness RSI Repo: [zgcagi/Harness-RSI](https://github.com/zgcagi/Harness-RSI) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README Map your agent's weak spot to an update target and a short list of reference methods. **Who it is for:** An engineer building an agent harness who wants its prompts, memory, or tools to improve from past runs and does not know where to start. **The problem:** Harness self-evolution covers many targets, and it is unclear which one fits a given agent without reading the whole literature. **The outcome:** A chosen update target, two or three candidate methods from the reading list, and a note on which evaluator will judge changes. ### Steps 1. Open the Taxonomy section and compare the interpreted branch (content read by a fixed host) with the executable branch (implementations the host invokes). 2. Open the Literature sections and find the subsection that matches your weak spot, such as Prompts & Instructions or Memory & Reusable Procedures. 3. Open the paper links for two or three entries in that subsection and note what each one updates. 4. Check the Definition section: confirm that your final evaluator stays outside the editable surface and that rejected candidates leave the harness unchanged. 5. Write down the chosen target, the candidate methods, and the evaluation rule before you change anything. ### Prompt to paste into your agent ```text Using the zgcagi/Harness-RSI repo at https://github.com/zgcagi/Harness-RSI, read the Taxonomy and Definition sections and recommend whether should first update interpreted targets or executable implementations. Output a short table of two or three candidate entries from the reading list with one reason each. Verify that your plan keeps the final evaluator outside the editable surface. ``` ### Caveat The repo is a survey and reading list with no runnable harness code, so it helps you choose a design but does not give you an implementation. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/zgcagi-harness-rsi/pick-first-harness-part-to-self-update/ ## How to build a cited literature table for a harness project with Harness RSI Repo: [zgcagi/Harness-RSI](https://github.com/zgcagi/Harness-RSI) | Difficulty: Beginner | Time: 30 minutes | Basis: From the README Turn the reading list into a sourced table of methods, venues, and one-line contributions. **Who it is for:** A researcher or team lead writing a related-work section or internal review on self-improving agents. **The problem:** Collecting method names, venues, and links from a long reading list by hand is slow and error-prone. **The outcome:** A table of methods with venue, year, one-line contribution, and source link, plus a BibTeX-ready reference via the Citation section. ### Steps 1. Open the Related Surveys section to place the field in context and note which surveys cover overlapping ground. 2. Open the Interpreted Update Targets part of the Literature section and copy the method name, venue, and paper link for each entry you need. 3. Open the PDF downloads links for the full report (66 pages) or the short paper (18 pages) if you need the manuscript itself. 4. Use the Citation section to cite this companion resource in your own work. 5. Check each venue and year against the README entry before you publish the table. ### Prompt to paste into your agent ```text Using the repo at https://github.com/zgcagi/Harness-RSI, extract every entry in the Interpreted Update Targets section into a markdown table with columns method, venue, one-line contribution, and paper link. Output the table only. Verify that each venue and year matches the README text exactly. ``` ### Caveat Entries are summarized in the README, so verify claims against each linked paper before you quote them. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/zgcagi-harness-rsi/build-cited-harness-literature-table/ ## How to classify a new agent paper against the taxonomy with Harness RSI Repo: [zgcagi/Harness-RSI](https://github.com/zgcagi/Harness-RSI) | Difficulty: Intermediate | Time: 15 minutes | Basis: From the README Place a new paper in the existing update-target taxonomy using the taxonomy data file. **Who it is for:** A research engineer who receives a new self-improving agent paper and must decide which branch it belongs in for a review or design doc. **The problem:** New papers arrive faster than a team can read the whole taxonomy, and inconsistent labels make comparisons hard. **The outcome:** A category label, the nearest listed entry, and a one-sentence reason, all drawn from the repo's taxonomy data. ### Steps 1. Open the taxonomy data link in the Taxonomy section to read the categories as structured data. 2. Read the Taxonomy section text to recall the difference between interpreted updates and executable updates. 3. Read the new paper's abstract and note what it changes: instructions, memory, coordination specs, or implementations. 4. Pick the category whose entries share that update target, and note the nearest listed method. 5. Record the reason in one sentence and flag any paper that changes model weights, since the framework holds the model fixed. ### Prompt to paste into your agent ```text Read data/taxonomy.json in the zgcagi/Harness-RSI repo at https://github.com/zgcagi/Harness-RSI and classify the paper described by into one existing category. Output the category name, the nearest listed entry, and a one-sentence reason. Verify that the category name appears in the file before you answer. ``` ### Caveat The taxonomy reference numbers follow the manuscript, so check the manuscript before citing a number from the data file. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/zgcagi-harness-rsi/classify-new-paper-with-taxonomy-data/ ## How to draft an accept-or-reject rule for harness updates with Harness RSI Repo: [zgcagi/Harness-RSI](https://github.com/zgcagi/Harness-RSI) | Difficulty: Advanced | Time: 60 minutes | Basis: From the README Write a checklist that accepts a harness change only when it beats the current state on held-out evidence. **Who it is for:** An engineer running a self-updating agent who needs a rule for when a proposed harness change is kept and when it is discarded. **The problem:** Without a fixed rule, a self-updating harness can keep changes that look good on a few runs but do not help overall. **The outcome:** A five-item checklist that ties acceptance to an external evaluator, a held-out batch, and a logged decision for every candidate. ### Steps 1. Read the Definition section and note that self-improvement means a beneficial change established through evaluation. 2. Open the Evaluation section and list the evaluation practices it describes for comparing candidates. 3. Check the Reported Evidence section to see how published results describe their comparisons. 4. Write a checklist: external evaluator, held-out batch, a rule for accepting a candidate, a rule for rejecting it, and a log entry for each decision. 5. Run one candidate change through the checklist and confirm that a rejected candidate leaves the harness unchanged. ### Prompt to paste into your agent ```text Using the zgcagi/Harness-RSI repo at https://github.com/zgcagi/Harness-RSI, read the Definition and Evaluation sections and write a five-item checklist that accepts a harness update only when it is established through evaluation for . Output the checklist as numbered lines, each with the README section it comes from. Verify that every item names an evaluator outside the candidate's editable surface. ``` ### Caveat The repo states the acceptance principle but does not supply a ready-made evaluation harness, so you must build the evaluator yourself. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/zgcagi-harness-rsi/draft-acceptance-rule-for-harness-updates/