Claude 1ab26d30ad feat: integrate Spark Intelligence into Timmy swarm system ...

Adds a self-evolving cognitive layer inspired by vibeship-spark-intelligence,
adapted for Timmy's agent architecture. Spark captures swarm events, runs
EIDOS prediction-evaluation loops, consolidates memories, and generates
advisory recommendations — all backed by SQLite consistent with existing
patterns.

New modules:
- spark/memory.py — event capture with importance scoring + memory consolidation
- spark/eidos.py — EIDOS cognitive loop (predict → observe → evaluate → learn)
- spark/advisor.py — ranked advisory generation from accumulated intelligence
- spark/engine.py — top-level API wiring all subsystems together

Dashboard:
- /spark/ui — full Spark Intelligence dashboard (3-column: status/advisories,
  predictions/memories, event timeline) with HTMX auto-refresh
- /spark — JSON API for programmatic access
- SPARK link added to navigation header

Integration:
- Coordinator hooks emit Spark events on task post, bid, assign, complete, fail
- EIDOS predictions generated when tasks are posted, evaluated on completion
- Memory consolidation triggers when agents accumulate enough outcomes
- SPARK_ENABLED config toggle (default: true)

Tests: 47 new tests covering all Spark subsystems + dashboard routes.
Full suite: 538 tests passing.

https://claude.ai/code/session_01KJm6jQkNi3aA3yoQJn636c

2026-02-24 15:51:15 +00:00

..

__init__.py

feat: scaffold Timmy Time Mission Control (v1.0.0 Genesis)

2026-02-19 19:05:01 +00:00

conftest.py

feat: Lightning interface, swarm routing, sovereignty audit, embodiment prep

2026-02-22 20:20:11 -05:00

test_agent_runner.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_agent.py

feat: integrate AirLLM as optional high-performance backend

2026-02-21 16:53:16 +00:00

test_approvals.py

feat(briefing): morning briefing + approval queue

2026-02-22 14:04:20 +00:00

test_backends.py

feat: integrate AirLLM as optional high-performance backend

2026-02-21 16:53:16 +00:00

test_briefing.py

feat(briefing): morning briefing + approval queue

2026-02-22 14:04:20 +00:00

test_cli.py

Use TIMMY_STATUS_PROMPT in CLI status command

2026-02-21 16:17:55 +00:00

test_coordinator.py

Add outcome-based learning system for swarm agents

2026-02-22 22:04:37 +00:00

test_dashboard_routes.py

feat: swarm E2E, MCP tools, timmy-serve L402, tests, notifications

2026-02-22 19:01:04 -05:00

test_dashboard.py

feat: add Docker-based swarm agent containerization

2026-02-22 16:21:32 -05:00

test_docker_agent.py

feat: swarm E2E, MCP tools, timmy-serve L402, tests, notifications

2026-02-22 19:01:04 -05:00

test_inter_agent.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_l402_proxy.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_learner.py

Add outcome-based learning system for swarm agents

2026-02-22 22:04:37 +00:00

test_lightning_interface.py

feat: Lightning interface, swarm routing, sovereignty audit, embodiment prep

2026-02-22 20:20:11 -05:00

test_mobile_scenarios.py

feat: add Docker-based swarm agent containerization

2026-02-22 16:21:32 -05:00

test_notifications.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_prompts.py

feat: scaffold Timmy Time Mission Control (v1.0.0 Genesis)

2026-02-19 19:05:01 +00:00

test_shortcuts.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_spark.py

feat: integrate Spark Intelligence into Timmy swarm system

2026-02-24 15:51:15 +00:00

test_swarm_integration_full.py

feat: swarm E2E, MCP tools, timmy-serve L402, tests, notifications

2026-02-22 19:01:04 -05:00

test_swarm_integration.py

feat(swarm): add in-process agent spawning with live auction bidding

2026-02-21 13:42:31 -05:00

test_swarm_live_page.py

test: close coverage gaps for timmy_serve CLI, voice_enhanced, WebSocket, and swarm live page

2026-02-21 13:45:24 -05:00

test_swarm_node.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_swarm_personas.py

Add outcome-based learning system for swarm agents

2026-02-22 22:04:37 +00:00

test_swarm_recovery.py

feat: add Docker-based swarm agent containerization

2026-02-22 16:21:32 -05:00

test_swarm_routing.py

feat: Lightning interface, swarm routing, sovereignty audit, embodiment prep

2026-02-22 20:20:11 -05:00

test_swarm_stats.py

feat(swarm): agent personas, bid stats persistence, marketplace frontend

2026-02-22 12:21:50 +00:00

test_swarm.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_telegram_bot.py

feat: add Telegram bot integration

2026-02-22 17:16:12 +00:00

test_timmy_serve_cli.py

feat: swarm E2E, MCP tools, timmy-serve L402, tests, notifications

2026-02-22 19:01:04 -05:00

test_tool_executor.py

feat: MCP tools integration for swarm agents

2026-02-22 20:33:26 -05:00

test_voice_enhanced.py

test: close coverage gaps for timmy_serve CLI, voice_enhanced, WebSocket, and swarm live page

2026-02-21 13:45:24 -05:00

test_voice_nlu.py

feat: Mission Control v2 — swarm, L402, voice, marketplace, React dashboard

2026-02-21 12:57:38 -05:00

test_watchdog.py

feat: add self-tdd watchdog — continuous test runner CLI

2026-02-21 16:36:56 +00:00

test_websocket_extended.py

test: close coverage gaps for timmy_serve CLI, voice_enhanced, WebSocket, and swarm live page

2026-02-21 13:45:24 -05:00

test_websocket.py

feat: pytest-cov configuration and test audit cleanup

2026-02-22 20:42:58 -05:00