YOUWhat kind of technology is AI-SPARK?
ROOT KERNELAI-SPARK validates the specifications needed for server development, then has AI write code from specifications approved by a person. The FSM runtime controls the actual state transitions.
TECHNOLOGY / AI-SPARK
AI writes code from
approved specifications.
Interfaces, state models, connection rules, and authorization policies are kept together as a versioned spec bundle.
InterfacesState modelsConnection rulesAuthorization policies
Specification versionโValidationโHuman approvalโImplementation
Validation results, approval records, implementation, and deployment all refer to the same specification version. The FSM runtime changes state according to the declared rules and records each transition.
YOUWhat does Podway do?
ROOT KERNELPodway records work procedures and progress. Even when a new conversation starts or another agent takes over, you can see the current stage and the actions available next. If rework is needed, the task returns along a predefined path.
TECHNOLOGY / Podway
See the current stage
and what comes next.
Define the procedure, the conditions for each stage, and the paths for rework before the task begins.
DesignโImplementationโTestingโReview
โถ If a problem is found, return to implementation and correct it
When work returns to an earlier stage, Podway manages whether existing records remain valid and identifies the work and checks that must run again.
See the implementation correction on Home โYOUHow do I use AI-SPARK and Podway?
ROOT KERNELAI-SPARK is patented technology, so this site presents an overview. Podway is open source and available through Aquarium. Aquarium is a plugin that checks the development environment, prepares the tools, and connects them. It also includes Dolgorae, Gaori, Mulgae, Sanho, and Sorage.
TECHNOLOGY / Aquarium
Prepare development tools
and use them together.
Aquarium is built for Codex, with editions for Claude Code, GLM, and Grok.
YOUWhat does Dolgorae do in Aquarium? I think it might be related to Podway too.
ROOT KERNELPodway manages the work procedure, the current stage, and the conditions for moving forward. Dolgorae defines the roles and permissions of Codex agents working on the same project, then manages their execution and collaboration. Aquarium connects these tools so the agents work within the defined procedure.
TECHNOLOGY / Dolgorae
Connect the work procedure
to agent roles.
Podway manages stages and conditions. Dolgorae manages the execution and collaboration of the agents assigned to the work.
DesignStructure and change scopeImplementationFeature developmentReviewCode and result checks
Dolgorae is a higher control layer that gives Codex agents roles, permissions, behavior rules, and personas. Multiple agents work on their assigned tasks in one working directory and exchange the information they need.
YOUDoes Aquarium also include tools that help review the result?
ROOT KERNELYes. Mulgae pins the same code snapshot and gathers reports from multiple AI reviewers working independently. Gaori runs tests and helps you inspect the actual exit codes and logs. You can examine review feedback alongside execution results.
TECHNOLOGY / Gaori ยท Mulgae
Check test results
and review evidence.
Compare an agent's completion report with the actual result.
Gaori
Gaori preserves the original output. It reports test success or failure from the actual exit code of the command that ran.
Mulgae
Mulgae pins the code under review to a snapshot. It gathers independent reports from each AI and compares each finding with the code that was reviewed.
YOUAre there tools that help manage documentation too?
ROOT KERNELYes. Sanho synchronizes documentation from several code repositories with one canonical documentation repository. Sorage sends documents and review feedback between projects, supports revised versions moving back and forth, and records review progress and the final accepted document version.
TECHNOLOGY / Sanho ยท Sorage
Keep documentation aligned
and exchange review feedback.
Edit documentation beside the code in each repository, then collect and manage the changes across repositories.
Sanho
Sanho synchronizes documentation from several code repositories with one canonical documentation repository. It reconciles changes through Git merges, so conflicts can be resolved through the usual Git workflow.
Sorage
Sorage sends documents and review feedback between AI sessions in different projects. It supports revised versions moving back and forth, and records review progress and the final accepted document version.
YOUSo does Root Kernel use AI only for software development?
ROOT KERNELWe use AI for a range of work, including through Hermes Agent. We built ATN (Agent Turn Network) and use it so multiple Hermes agents can exchange views and debate. ATN also records the discussion between the moderator and participating agents, along with their conclusion.
TECHNOLOGY / ATN
Connect Hermes agents
so they can debate together.
Root Kernel uses Hermes Agent across its work and built ATN for discussions between agents.
TopicโModerator ยท ParticipantsโDiscussionโConclusion record
ATN Control
ATN Control manages the discussion state and its records.
ATN Plugin
ATN Plugin connects Hermes agents so they can take part in the discussion.
YOULLM Wiki is practically essential when using Hermes. Is there a tool that helps with that too?
ROOT KERNELYes. We built Agent Dispatch to use LLM Wiki with Hermes Agent. It detects document changes, groups related work, and sends wiki update tasks to a Hermes agent according to configured rules. You can also check whether a task was dispatched and how it was handled.
TECHNOLOGY / Agent Dispatch
Turn LLM Wiki updates
into Hermes tasks.
Collect changed Markdown documents, send them to the agent that maintains the wiki, and check the result.
Document changeโCollect tasksโDispatch to HermesโCheck result
Agent Dispatch
Agent Dispatch detects changes to Markdown documents and sends LLM Wiki update tasks to a Hermes agent according to configured rules. It batches repeated changes for processing.
Agent Dispatch Plugin
Agent Dispatch Plugin connects Hermes conversations to path, work record, and result queries.
