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geode-context

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UpdatedJuly 3, 2026 at 20:05

GEODE runtime architecture and repo-shape context. Use for architecture, packaging, release, docs, CI, AgenticLoop, async runtime, and plugin boundary questions.

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mangowhoiscloud

mangowhoiscloud/geode

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SKILL.md

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name	geode-context
visibility	public
triggers	geode, harness, agent, runtime, release, packaging, docs, plugin, architecture
description	GEODE runtime architecture and repo-shape context. Use for architecture, packaging, release, docs, CI, AgenticLoop, async runtime, and plugin boundary questions.

GEODE Context

Version-agnostic runtime context. For current version and metrics always read CLAUDE.md or site/src/data/geode/sot.ts — never trust numbers remembered from this skill.

Current Shape

GEODE is a general-purpose autonomous-agent harness whose runtime is AgenticLoop(while tool_use).
The agent loop, sub-agents, plans, and batches are all instances of the same tool-use loop.
Core runtime is domain-agnostic. Main packages:
- core/ — agent loop, tools, MCP, memory, hooks, wiring, CLI, server, gateway.
- plugins/ — first-party auxiliary plugins (petri_audit, seed_generation, benchmark_harness).
- site/ — public Next.js docs/site.

Runtime Boundaries

Canonical execution path is async-first: AgenticLoop.arun(), tool aexecute(), async provider clients.
core/agent/loop/agent_loop.py is the implementation. DEFAULT_MAX_ROUNDS = 0 means unlimited rounds; time budget and model-emitted termination signals (model_action_required, user_clarification_needed) control completion.
Sub-agents: core/agent/sub_agent.py (SubAgentManager) — max depth 1 (no recursion), session-wide cap 15, global Lane concurrency 50 (core/wiring/container.py).
Headless modes (DAEMON / SCHEDULER) deny run_bash / delegate_task / computer outright (HEADLESS_DENIED_TOOLS, core/agent/safety.py).

Prompt And Context Injection

core/llm/prompt_assembler.py owns prompt assembly and emits PROMPT_ASSEMBLED.
core/agent/system_prompt.py inserts __GEODE_PROMPT_CACHE_BOUNDARY__ between STATIC and DYNAMIC blocks; dynamic context is wrapped in <dynamic_context>.
Skill metadata is injected as <available_skills> (metadata only); full skill bodies load on demand via the use_skill tool.
Do not inject old Game IP pipeline facts, fixed DAG claims, analyst/evaluator topology, or confidence-threshold loop claims into the system prompt.

Release Pipeline

Functional commits update CHANGELOG.md.
Quality gates: ruff check / ruff format --check (core, tests, plugins, scripts), mypy core/ plugins/, lint-imports, pytest -m "not live", geode version smoke.
Publishing is manual/approval-gated, not automatic on every main push.

Guardrails

Do not reintroduce plugins.game_ip imports into core/; Game IP is not the default domain.
Do not describe GEODE as a fixed Plan-and-Execute DAG, fixed StateGraph, or confidence-threshold pipeline.
Do not cite LangSmith as current observability; GEODE uses its own hooks, audit diagnostics, run logs, and site/docs gates.
Do not hard-code deprecated model names. Use the provider registries and token/cost tables.

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Reliable progress monitoring for long-running background tasks (live audits, training, multi-step CI). Covers Monitor + tail buffering pitfalls, polling vs streaming patterns, post-mortem cat/grep, and the Petri × GEODE eval log discovery flow. Triggered by "monitor", "tail -F", "progress", "background", "live audit", "stdbuf", "buffering" keywords.

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GEODE Context

Version-agnostic runtime context. For current version and metrics always read CLAUDE.md or site/src/data/geode/sot.ts — never trust numbers remembered from this skill.

Current Shape

GEODE is a general-purpose autonomous-agent harness whose runtime is AgenticLoop(while tool_use).

The agent loop, sub-agents, plans, and batches are all instances of the same tool-use loop.

Core runtime is domain-agnostic. Main packages:

core/ — agent loop, tools, MCP, memory, hooks, wiring, CLI, server, gateway.
plugins/ — first-party auxiliary plugins (petri_audit, seed_generation, benchmark_harness).
site/ — public Next.js docs/site.

Runtime Boundaries

Canonical execution path is async-first: AgenticLoop.arun(), tool aexecute(), async provider clients.

core/agent/loop/agent_loop.py is the implementation. DEFAULT_MAX_ROUNDS = 0 means unlimited rounds; time budget and model-emitted termination signals (model_action_required, user_clarification_needed) control completion.

Sub-agents: core/agent/sub_agent.py (SubAgentManager) — max depth 1 (no recursion), session-wide cap 15, global Lane concurrency 50 (core/wiring/container.py).

Headless modes (DAEMON / SCHEDULER) deny run_bash / delegate_task / computer outright (HEADLESS_DENIED_TOOLS, core/agent/safety.py).

Prompt And Context Injection

core/llm/prompt_assembler.py owns prompt assembly and emits PROMPT_ASSEMBLED.

core/agent/system_prompt.py inserts __GEODE_PROMPT_CACHE_BOUNDARY__ between STATIC and DYNAMIC blocks; dynamic context is wrapped in <dynamic_context>.

Skill metadata is injected as <available_skills> (metadata only); full skill bodies load on demand via the use_skill tool.

Do not inject old Game IP pipeline facts, fixed DAG claims, analyst/evaluator topology, or confidence-threshold loop claims into the system prompt.

Release Pipeline

Functional commits update CHANGELOG.md.

Quality gates: ruff check / ruff format --check (core, tests, plugins, scripts), mypy core/ plugins/, lint-imports, pytest -m "not live", geode version smoke.

Publishing is manual/approval-gated, not automatic on every main push.

Guardrails

Do not reintroduce plugins.game_ip imports into core/; Game IP is not the default domain.

Do not describe GEODE as a fixed Plan-and-Execute DAG, fixed StateGraph, or confidence-threshold pipeline.

Do not cite LangSmith as current observability; GEODE uses its own hooks, audit diagnostics, run logs, and site/docs gates.

Do not hard-code deprecated model names. Use the provider registries and token/cost tables.