community_0_modules_autonomous_daemon

modules: autonomous_daemon

Community 0 | 166 files | cohesion 0.56

Definition

This community groups 166 file(s) rooted at modules with dominant language py (cohesion 0.56). Central symbols: ACIEngine, ACIGoal, ACIPlan, ACIPlanner, ACIReflector, AIExploitChainer, AIModel, AIResult. Core file: skills/autonomous_daemon.py (150 symbols). Documented purpose: Caldera-style command set — operation lifecycle, TTP coverage, and planner. Wires the new modules/operation, modules/planner, and ``modules/ttp_coverag.

Files

modules (68 files)

File	Language	Layer	Symbols	Doc
modules/agent_runner.py	py	utility	38	yes
modules/ai_exploit_chain.py	py	utility	11	yes
modules/ai_fallback.py	py	utility	8	yes

tests (42 files)

File	Language	Layer	Symbols	Doc
tests/conftest.py	py	testing	10	yes
tests/integration_autonomous_flow.py	py	testing	1	no

skills (26 files)

File	Language	Layer	Symbols	Doc
skills/aci_planner.py	py	utility	42	yes
skills/autonomous_daemon.py	py	utility	150	yes

contrib/legacy (6 files)

File	Language	Layer	Symbols	Doc
contrib/legacy/lazyaddon_creator.py	py	utility	14	yes
contrib/legacy/lazyhoneypot.py	py	utility	15	yes

skills/tests (6 files)

File	Language	Layer	Symbols	Doc
skills/tests/test_autonomous_daemon.py	py	testing	88	yes
skills/tests/test_harness_e2e.py	py	testing	10	yes

cli/commands (5 files)

File	Language	Layer	Symbols	Doc
cli/commands/caldera.py	py	utility	21	yes
cli/commands/daemon_ctl.py	py	utility	8	yes

modules/integrations (5 files)

File	Language	Layer	Symbols	Doc
modules/integrations/__init__.py	py	utility	0	yes
modules/integrations/misp_export.py	py	utility	38	yes

core (4 files)

File	Language	Layer	Symbols	Doc
core/executor.py	py	utility	6	yes
core/logging.py	py	infrastructure	12	yes

cli (3 files)

File	Language	Layer	Symbols	Doc
cli/recommendation.py	py	utility	22	yes
cli/recommendation_signals.py	py	utility	37	yes

scripts (1 files)

File	Language	Layer	Symbols	Doc
scripts/lazy_opencode_config.py	py	infrastructure	6	yes

... and 146 more files in this community.

Key Symbols

• _resolve_manager (function, cli/commands/caldera.py:49) def _resolve_manager()
• _resolve_coverage (function, cli/commands/caldera.py:53) def _resolve_coverage()
• _resolve_planner (function, cli/commands/caldera.py:59) def _resolve_planner(shell)
• CalderaCommandSet (class, cli/commands/caldera.py:66) class CalderaCommandSet(LazyOwnCommandSet) - Operation lifecycle, TTP coverage, and fact-based planner.
• _shell (method, cli/commands/caldera.py:72) def _shell(self)
• do_op_list (method, cli/commands/caldera.py:80) def do_op_list(self, line) - List all operations.
• do_op_create (method, cli/commands/caldera.py:96) def do_op_create(self, line) - Create a new planned operation.
• do_op_plan (method, cli/commands/caldera.py:114) def do_op_plan(self, line) - Populate operation steps from a playbook YAML or via MITRE derive.
• do_op_start (method, cli/commands/caldera.py:141) def do_op_start(self, line) - Start (or resume) an operation.
• do_op_pause (method, cli/commands/caldera.py:166) def do_op_pause(self, line) - Pause a running operation.
• do_op_resume (method, cli/commands/caldera.py:183) def do_op_resume(self, line) - Resume a paused operation.
• do_op_stop (method, cli/commands/caldera.py:200) def do_op_stop(self, line) - Stop a running operation.
• do_op_status (method, cli/commands/caldera.py:217) def do_op_status(self, line) - Show the status of an operation.
• do_op_timeline (method, cli/commands/caldera.py:249) def do_op_timeline(self, line) - Show the event timeline of an operation.
• do_op_report (method, cli/commands/caldera.py:272) def do_op_report(self, line) - Generate a full report for an operation.
• do_ttp_matrix (method, cli/commands/caldera.py:290) def do_ttp_matrix(self, line) - Render the MITRE ATT&CK coverage matrix across all operations.
• do_ttp_rebuild (method, cli/commands/caldera.py:299) def do_ttp_rebuild(self, line) - Re-walk the operations directory to refresh the coverage matrix.
• do_ttp_show (method, cli/commands/caldera.py:309) def do_ttp_show(self, line) - Show details for a single MITRE technique.
• do_plan (method, cli/commands/caldera.py:336) def do_plan(self, line) - Pick the next best technique to run for a target.
• do_plan_detail (method, cli/commands/caldera.py:364) def do_plan_detail(self, line) - Show the full ranked plan (all candidates) for a target.
• do_plan_apply (method, cli/commands/caldera.py:391) def do_plan_apply(self, line) - Run the planner, then auto-create and start an operation.
• DaemonControlCommandSet (class, cli/commands/daemon_ctl.py:17) class DaemonControlCommandSet(LazyOwnCommandSet) - Autonomous daemon control commands.
• do_daemon_mode (method, cli/commands/daemon_ctl.py:24) def do_daemon_mode(self, line) - Switch the autonomous daemon between auto, approval and paused modes.
• do_daemon_pause (method, cli/commands/daemon_ctl.py:63) def do_daemon_pause(self, line) - Pause the autonomous daemon before its next step.
• do_daemon_resume (method, cli/commands/daemon_ctl.py:82) def do_daemon_resume(self, line) - Resume the autonomous daemon (switch mode to auto).
• do_daemon_veto (method, cli/commands/daemon_ctl.py:97) def do_daemon_veto(self, line) - Add or clear vetoed command first-tokens for the autonomous daemon.
• do_daemon_focus (method, cli/commands/daemon_ctl.py:141) def do_daemon_focus(self, line) - Restrict the autonomous daemon to a set of focus targets.
• do_daemon_approve (method, cli/commands/daemon_ctl.py:175) def do_daemon_approve(self, line) - Approve or veto the daemon's currently-pending action.
• do_gatecheck (method, cli/commands/daemon_ctl.py:224) def do_gatecheck(self, line) - Dry-run the safety gate against one command line.
• EnumCommandSet (class, cli/commands/enum.py:31) class EnumCommandSet(LazyOwnCommandSet) - Enumeration phase commands.

Internal vs External Edges

• Internal resolved imports (EXTRACTED): 954
• Cross-boundary resolved imports (EXTRACTED): 445

Connections

• [EXTRACTED] depends_on community 7 <-> 0 (strength 0.9): Extracted import edge crosses communities: cli/apt_chain_support.py imports modules/reactive_engine.py.
• [EXTRACTED] depends_on community 2 <-> 0 (strength 0.9): Extracted import edge crosses communities: cli/auto_crypto.py imports core/logging.py.
• [EXTRACTED] depends_on community 5 <-> 0 (strength 0.9): Extracted import edge crosses communities: cli/commands/ai.py imports modules/llm_factory.py.
• [EXTRACTED] depends_on community 0 <-> 1 (strength 0.9): Extracted import edge crosses communities: cli/commands/caldera.py imports cli/commands/_base.py.
• [EXTRACTED] depends_on community 8 <-> 0 (strength 0.9): Extracted import edge crosses communities: cli/commands/database.py imports skills/autonomous_daemon.py.

Risks

• [taint high] cli/banner_config.py -> core/logging.py via subprocess (2 hops)
• [taint high] cli/banner_config.py -> cli/commands/enum.py via subprocess (3 hops)
• [taint high] cli/banner_config.py -> modules/llm_factory.py via subprocess (4 hops)
• [taint high] cli/banner_config.py -> modules/llm_client.py via subprocess (5 hops)
• [taint high] cli/banner_config.py -> modules/ai_model.py via subprocess (5 hops)
• [taint high] cli/banner_config.py -> modules/toposwarm_bridge.py via subprocess (5 hops)
• [cycle] modules/auto_registry.py -> modules/orchestrator_config.py -> modules/trigger_policy.py -> modules/loop_triggers.py -> modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/auto_registry.py
• [cycle] modules/auto_registry.py -> modules/orchestrator_config.py -> modules/trigger_policy.py -> modules/loop_triggers.py -> modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/auto_registry.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_engine.py -> modules/lazy_loop.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_mentions.py -> modules/lazy_loop.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_mentions.py -> modules/lazy_loop.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_mentions.py -> modules/lazy_loop.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_mentions.py -> modules/lazy_loop.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_mentions.py -> modules/lazy_loop.py
• [cycle] modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py -> modules/lazy_mentions.py -> modules/lazy_loop.py

Open Questions

• Why do 5 file(s) lack file-level docs (e.g. contrib/legacy/lazyllmchat.py)? What purpose do they serve?
• Can the cycle modules/auto_registry.py -> modules/orchestrator_config.py -> modules/trigger_policy.py -> modules/loop_triggers.py -> modules/lazy_loop.py -> modules/loop_ai_bridge.py -> skills/hive_mind.py -> skills/lazyown_groq_agents.py -> skills/lazyown_mcp.py be broken with an interface?
• What would break if the most connected file in modules: autonomous_daemon changed?
• Should modules: autonomous_daemon be split, given cohesion 0.56?

Sources

• cli/commands/caldera.py
• cli/commands/daemon_ctl.py
• cli/commands/enum.py
• cli/commands/estorides.py
• cli/commands/session_ops.py
• cli/recommendation.py
• cli/recommendation_signals.py
• cli/scope_guard.py
• contrib/legacy/lazyaddon_creator.py
• contrib/legacy/lazyhoneypot.py
• contrib/legacy/lazyllmchat.py
• contrib/legacy/lazyopenssh77enum2.py
• contrib/legacy/lazysearch_bot.py
• contrib/legacy/lazyssh.py
• core/executor.py
• core/logging.py
• core/scheduler.py
• core/security.py
• modules/agent_runner.py
• modules/ai_exploit_chain.py
• ... and 146 more