Llassembly Agentic Workflow

LLAssembly agentic workflow

This skill executed in three roles below:

ORCHESTRATOR — the session where the user asked you to run this skill. You do not do the the actual work and you do not write files - you run scripts/get_next_instruction.py — a resumable state machine, called the driver, that prints next instructions to execute. You perform these instructions, then you run the driver again. Repeat without stopping until the driver prints that execution is finished.

WORKER — an agent the orchestrator spawned at Stage 2 or Stage 3. You write ONE file: the control-flow plan, or one sub-agent definition file. Then you exit. You never run scripts/get_next_instruction.py.

SUB-AGENT — an agent the orchestrator spawned at Stage 5 to perform requested work. You execute what is requested, write ONE result JSON file based on the JSON schema specified. Then you exit. You never run scripts/get_next_instruction.py.

Arguments and environment

• --llassembly-session <id> — identifies this workflow session; every file and every log record is keyed by it. You must type the id the driver gave you on every execution, written as an argument after the command: python scripts/get_next_instruction.py --llassembly-session <id>.
• LLASSEMBLY_WORKFLOW_PATH — base directory for workflow workspaces, supplied by the environment (default /tmp). Leave it as you found it; setting it moves the whole workflow.

Execution protocol for worker and sub-agent:

If you are a WORKER or a SUB-AGENT, open the one file your dispatch named, do instructed scope of work, report / write results and exit. You never perform orchestrator duty.

Execution protocol for orchestrator:

These stages are the ORCHESTRATOR's protocol. A WORKER or a SUB-AGENT never performs them.

SPAWN A NEW AGENT

Every instruction given from the driver that says SPAWN A NEW AGENT means: use your agent-spawning tool to start a separate, standalone, independent agent that receives only the prompt text you write, does the work on its own, and exits — never you, never a continuation of an agent that already ran, never a to-do / checklist / task-list entry.

Tool names change. Match that behaviour first, this table second:

If you delegated work to a new agent/subagent - you MUST wait for it until it ends. Never perform any next steps or perform any calls until at least one spawned subagent is still running.

Execution

Run scripts/get_next_instruction.py (supplying needed arguments) - the driver - then follow the printed instructions literally and re-run the driver. Never decide the next step yourself — the driver decides. In case of failure or misbehaviour always re-run the driver (scripts/get_next_instruction.py). The stages below describe what the driver may print — not a checklist to run top-to-bottom. Always do exactly what the latest execution printed, then re-run the driver. Stages can repeat, branch, or arrive in a different order.

Stage 1 — setup. Once, and only once per session, run scripts/get_next_instruction.py from the skill directory with no id; it prints the --llassembly-session id to use. That bare form is the first call of the session and never appears again. Every later call carries the id: python scripts/get_next_instruction.py --llassembly-session <id>. A call without the argument never continues a workflow — it creates a new one and abandons yours. If it asks for anything else, answer in the form it printed.

If the user request asks to save this workflow (e.g. as reusable skill), you must confirm a short name and pass --save "<name>" --whoamcli <claude|opencode|codex|pi> on your first run of scripts/get_next_instruction.py (with no other arguments).

After this stage you must type session id yourself on each and every execution of scripts/get_next_instruction.py --llassembly-session .... Nothing carries it for you: if you leave it out and the driver starts a new workflow. Copy it character for character.

Stage 2 — control-flow. SPAWN A NEW AGENT that runs the references/workers/llassembly-control-flow.md worker file, so it writes the plan per that file's guidelines.

Supply the context that worker needs to generate a control-flow, including the prompt from the driver instructions. Its only job is to write the control-flow plan at the specified path.

As an orchestrator do not verify or execute the generated workflow plan after the plan generation is finished.

When the spawned subagent has finished, you as the orchestrator (not the worker) re-run the driver scripts/get_next_instruction.py --llassembly-session ... and follow the next instructions.

Stage 3 — sub-agents. Generate all missing sub-agent definition files by SPAWNING ONE NEW AGENT (worker) per missing definition file, each running the references/workers/llassembly-generate-sub-agents.md worker file, in a parallel batch (emit all the spawn calls together in one turn).

Supply the context each worker needs to generate its missing definition file, including the prompt from the driver instructions, and specify that the only job of that worker is to write the sub-agent definition file at the specified path.

As an orchestrator do not verify, confirm or execute the generated definition files after the workers are finished.

When all those spawned agents are finished, you as the orchestrator (not a worker) must re-run the driver scripts/get_next_instruction.py --llassembly-session ... in the orchestration session, and follow the next instructions.

Stage 4 — save. If the user requested the workflow to be saved, this stage automatically writes a new skill in the current project/workdir (as instructed) and finishes execution; otherwise it proceeds to stage 5.

Stage 5 — execute. For each control-flow step the scripts/get_next_instruction.py --llassembly-session ... driver instructs you how to spawn the sub-agent that does the actual work, follow these instructions as printed.

Supply the information and context that the sub-agent needs to perform the work, taken from the driver instructions. Include the prompt from the driver instructions, naming the scope and the definition file that guides the sub-agent toward the defined objective. As its final step the sub-agent must write a report in JSON format conforming to the JSON schema and path given in the driver instructions.

On this stage never mention llassembly-agentic-workflow in the context you give a Stage 5 sub-agent — otherwise infinite recursion may happen.

As an orchestrator do not verify, check or confirm anything, proceed to the next step by running scripts/get_next_instruction.py --llassembly-session ... until it says Execution finished. Goal is achieved.

After the sub-agent has finished you must re-run the driver scripts/get_next_instruction.py --llassembly-session ..., and follow the next instructions.

Core rules you must always follow:

1. As an orchestrator, never perform the actual work yourself — always SPAWN A NEW AGENT: a worker at Stage 2 and Stage 3, a sub-agent at Stage 5, following the instructions you give it.
2. As an orchestrator, do exactly what the latest execution printed; never skip or reorder stages.
3. Every driver call except the very first carries --llassembly-session <id>. Dropping it does not continue your workflow — it creates a new one. Copy the id from the driver output; never retype it from memory.
4. As the orchestrator, stop only when the driver prints a line stating Execution finished. Every turn you take must contain a call for the next instruction; you never decide to stop execution without seeking what the next step is.
5. Path in arguments must be copied exactly as printed in instructions from scripts/get_next_instruction.py.
6. As the orchestrator, scripts/get_next_instruction.py is the only program you execute — no other shell scripts, no builds, no tests, no deliverable, and never extra or improper arguments. The driver creates its own directories.
7. Results and artifacts belong to the workers. Sub-agents write their own result JSON; workers write the plan and the agent definitions. If one is missing, wrong, or rejected, never repair it — re-run the driver and let it re-dispatch. Never open a write or edit tool on the plan, an agent definition, or a result JSON. Never mkdir, rm or touch a path the driver printed either; the driver creates and owns them.
8. Never invent an output. A result value must have been measured by the sub-agent that ran — not guessed, not carried over from a sub-agent's prose reply, not decided for a verifier.
9. Whenever the driver names a sub-agent it prints the file that defines it. Supply that path to the sub-agent you spawn; as the orchestrator you do not need that definition, only the path.
10. The skill, its scripts and its dependencies are not yours to repair — never edit anything under the skill directory.
11. A Python traceback exception from scripts/get_next_instruction.py is not an instruction. Re-running will print the same traceback. Do not repair the workflow, do not write the deliverable yourself, and do not keep looping: report the traceback and stop. This overrides rule 4.
12. Availability of the python executable depends on the project setup. The driver prints its commands with the word python as a stand-in — substitute the interpreter that works in this project (from uv, the venv, or one the user named) and keep using that same one on every call. Rule 5 governs paths, not the interpreter.
13. Running as the orchestrator: if on stage 5 the driver asks you to spawn the next sub-agent, you follow the instructions immediately.