feat: Introduce HiveMind Ensemble Subsystem for Swarm/Fusion Orchestration#8

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Mirrowel wants to merge 33 commits intomainfrom

Ensemble-HiveMind

Commits on Nov 19, 2025

docs(hivemind): add comprehensive HiveMind orchestration plan and task list
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feat(ensemble): add HiveMind ensemble manager, config loader, and default configs
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feat(ensemble): delegate HiveMind ensemble requests to ensemble manager
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feat(ensemble): ✨ add _prepare_drones to prepare drone configs for parallel execution
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feat(ensemble): add parallel drone execution and response formatter
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feat(ensemble): add arbiter prompt builder, arbiter caller, and swarm execution flow
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fix(ensemble): use litellm.acompletion for drone API calls
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feat(ensemble): add streaming arbiter and swarm handlers
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fix(client): prefetch model mapping to avoid repeated lookups during credential rotation
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feat(ensemble): route swarm requests to streaming handler when stream=true
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feat(ensemble): ✨ add temperature jitter and adversarial drone mode
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feat(ensemble): ✨ add blind-mode response anonymization and hoist imports
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feat(ensemble): prepare specialist model configurations for fusion
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feat(ensemble): add fusion phase 5 with specialist roles, arbiter routing, streaming, and usage aggregation
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docs(hivemind): 📚 update HiveMind task checklist progress
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feat(ensemble): ✨ add streaming fusion handler and consolidate fusion routing
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feat(ensemble): add recursive arbiter mode and filter internal reasoning
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fix(ensemble): 🐛 use deepcopy, load provider models, and robustly handle [INTERNAL] markers
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feat(ensemble): dynamically aggregate usage and add cost/latency tracking
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feat(ensemble): add specialist weight descriptions and embed expertise context for arbiter
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feat(ensemble): extract specialist metadata for arbiter and return alongside formatted responses
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fix(rotator): 🐛 include HiveMind fusion models in available models listing
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docs(hivemind): 📚 add HiveMind API and user guide, update task checklist
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feat(ensemble): add preset-based hivemind swarm model discovery and handling
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docs(hivemind): 📚 mark fusion features and documentation items complete in task checklist
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feat(ensemble): support multi-fusion config format and fusion id suffix
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docs(hivemind): 📚 standardize "HiveMind Ensemble" naming across documentation
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feat(ensemble): switch swarm loader to preset-based format and add sample configs
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feat(ensemble): add role template support and sample role configs
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fix(config): 🐛 report correct swarm preset count in loader log
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refactor(ensemble): 🔨 standardize HiveMind ensemble initialization logs
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feat(ensemble): ✨ enable implicit preset lookup for compact swarm IDs and filter ".example" artifacts
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docs(ensemble): 📚 add HiveMind Ensemble documentation, presets, roles, strategies and examples
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