This will be a deep-search to study the implication of the karpathy's article on agents and LLM wiki.

I will want an academic survey of literature that is relevant to the topic of agents and LLMs in relation to all topics implied in the Karapthy's GIST https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f

RESOURCES

https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f

• the main article from which to study. should be cloned in ./ of the deep-search workspace.
• • All the implication, academically speaking but also from the engineering world should be studied in relation to /src/Miadi platform. We are currently working on "Miadi-native Copilot orchestration kit" which is part of the "Miadi Orchestration Suite" and the local path of the source for copilot plugins are into /workspace/repos/miadisabelle/mia-awesome-copilot from which agents should study to propose either the use of existing agents or the creation of future agents for the ""Miadi-native Copilot orchestration kit"/"Miadi Orchestration Suite".

/workspace/repos/jgwill/llms-txt

• The RISE framework is located in that repo from jgwill/llms-txt and this whole ways of working with the LLM wiki from Karpathy will affect probably what LLM agent will have to develop autonomously in the pipeline which is as simple as addressing the question : "What do we do with the RISE framework's files (./rispecs in codebase) in relation to what this article ?" and also the question : "If we work reverse, the Wiki of a repository evolve and create Kinship between markdown files and the system is being developped either by human or AI Agent, how should that autonomously affect the development of the system and the automated upgrade of the RISE framework's files ?"

END-RESULTS

• This section should contains potential end-result, at least the ones I name explicitly.

/src/Miadi/plugins

Maybe not directly there but necessarely, as the /workspace/repos/miadisabelle/mia-awesome-copilot/plugins/ is setup, we'd have something similar in jgwill/Miadi.

/src/Miadi/agents

Not just based on our study of /workspace/repos/miadisabelle/mia-awesome-copilot/agents/ that we will use in our quest to propose new agents for the "Miadi-native Copilot orchestration kit"/"Miadi Orchestration Suite" but also based on the study of the RISE framework and the way it is structured in relation to the article, we will propose new agents to be developped in that direction. We will also propose how to use existing agents in that direction. Potentially, delivering new agents into /workspace/repos/jgwill/llms-txt/agents might also be a possibilities if we find that the RISE framework is missing some agents that could be useful for the development of the system in relation to the article. Because also the 'context7' indexes the jgwill/llms-txt content, any /workspace/repos/jgwill/llms-txt/rispecs and potential revision of /workspace/repos/jgwill/llms-txt/skills could be proposed with a relation to /src/Miadi/skills explored next.

/src/Miadi/skills

I would expect that into /src/Miadi/plugins/<plugin name>/skills will lies the skills that goes with the developped plugin based on the article and the RISE framework. But also, based on the article and the RISE framework, we might find that some skills are needed at the root of the /src/Miadi/skills as they would be used for instructing the orchestrator agent in the "Miadi-native Copilot orchestration kit"/"Miadi Orchestration Suite". Implying it would be capable to instruct the orchestrator agent on how to use the plugin suite making some skills 'meta-skill' (if that is the terms for it, the article would contain what is needed to instruct ourselves on that type of skill).

/src/mia-code/rispecs

• a team of agents are orchestrated to upgrade the RISE framework specs for mia-code, yes in relation to what we are doing but also to be capable to adequatly support the development of the "Miadi-native Copilot orchestration kit"/"Miadi Orchestration Suite" and the completion of jgwill/Miadi#240 PR that is a little blocked by some aspect of how /src/mia-code/miaco decompose and deals with Milestone and the added github issues in it.
• • I think the presence of this end-result here is that what is implied in : /src/Miadi/.pde/2604160616--534a894e-5ba5-4552-9c57-eb209f4d2120 is not fully workable. Some issues arise from trying to create milestone (miaco outputs could be more robust or something like that....

CONSIDERATIONS

The whole work done based on /a/src/Miadi-18/.pde/2604160616--534a894e-5ba5-4552-9c57-eb209f4d2120/FOLLOW-UP-LAUNCHER--260421.md might have advanced what depends on this...

HERMES ADDITIONS — FIRST-WAVE EXECUTION CONTRACT

• This inquiry is now being used as the launch surface for a background Copilot deep-search session driven with gpt-5.4.
• The first wave should privilege artifact creation inside this folder over edits to external repos.
• The initial objective is to produce a strong local research package that can later inform /src/Miadi, /workspace/repos/jgwill/llms-txt, /workspace/repos/miadisabelle/mia-awesome-copilot, and related skills/agents/plugins.
• The deep-search should explicitly connect this inquiry to Milestone 2's EPIC framing from Miadi: a mature, self-orchestrating platform where agents, skills, and plugins compose coherently across runtime contexts.
• The new miaco steer capability and the latest Miadi PDE launcher work should be treated as part of the engineering context because they affect how the eventual orchestration kit can accumulate context between waves.
• First-wave output expectation: create session charter, research map, Miadi implications, llms-txt / RISE-QMD implications, agent/plugin scan, next-wave proposals, and a validation artifact.
• Maintain loop-state.md and steers/next-steer.md so later waves can be revised between sleep intervals.