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Roadmap: Phase 7 Substantially Complete

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@@ -54,11 +54,11 @@ This document tracks the practical evolution of Aubm from a working multi-agent
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  - [x] Evidence-Aware Final Report: Final reports now consume consolidated claims from `task_claims` using semantic merging for high-accuracy strategic conclusions.
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  ## Phase 7: Intelligence and Memory (Next)
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- - [ ] Vectorized Long-Term Memory: Cross-project semantic retrieval over approved outputs and source material.
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- - [ ] Self-Optimizing Agents: Meta-prompting loops based on human feedback and task quality outcomes.
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  - [/] Cost Control: Project budgets, estimated usage events, budget APIs, and pre-run execution blocking are implemented; provider-native token usage and billing-grade pricing reconciliation are still pending.
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  - [x] Real-Time Logs: Backend SSE stream for `agent_logs`, frontend console integration, project/task stream filters, and Supabase-token authorization are implemented.
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- - [ ] Collaborative Editing: Add shared human editing/review sessions for generated outputs.
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  - [x] Evidence-Aware Final Report: Final reports now consume consolidated claims from `task_claims` using semantic merging for high-accuracy strategic conclusions.
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  ## Phase 7: Intelligence and Memory (Next)
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+ - [x] Vectorized Long-Term Memory: Cross-project semantic retrieval over approved outputs and source material; implemented via `project_memory` and `match_project_memory` RPC.
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+ - [x] Self-Optimizing Agents: Meta-prompting loops based on human feedback and task quality outcomes; rejections trigger intelligent analysis to generate 'Lessons Learned' for retries.
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  - [/] Cost Control: Project budgets, estimated usage events, budget APIs, and pre-run execution blocking are implemented; provider-native token usage and billing-grade pricing reconciliation are still pending.
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  - [x] Real-Time Logs: Backend SSE stream for `agent_logs`, frontend console integration, project/task stream filters, and Supabase-token authorization are implemented.
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+ - [x] Collaborative Editing: Manual output editing and human review sessions for generated outputs; implemented via `PATCH /tasks/{id}/output`.
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