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1. Detailed Scope Architectural Objective
Currently, tests/test_live_api.py exists as a standalone Python script that requires developers to manually start the
web server in one terminal and execute ...
1. Detailed Scope Architectural Objective
While unit tests mock dependencies, integration tests must verify the behavior of storage adapters and retrieval engines
against real, live instances of Chroma, ...
1. Detailed Scope Architectural Objective
To establish high reliability and maintainability, we must fill the test gaps across our core adapters, stores, and
query pipelines. This issue requires writing ...
1. Detailed Scope Architectural Objective
To build a system that evolves without human intervention, we must implement a SelfLearningEngine. This engine indexes
reusable markdown skills (which combine ...
Rationale
Old-context summarization can deliver large prompt-crunching savings on long agentic sessions, but it can also remove
context the agent still needs. It should therefore start as a deterministic ...
backlog
core-feature
correctness
milestone
priority:p1
privacy
status:ready
1. Detailed Scope Architectural Objective
To prevent run-away token expenditures and manage service levels (SLAs), the AOS must implement an adaptive query
complexity budgeting engine. The system analyzes ...
1. Detailed Scope Architectural Objective
To establish a self-correcting agent loop, we must implement a ToolRecoveryNode that wraps all tool execution blocks.
When a tool throws an exception or returns ...
Niblit Evolution Proposal
Proposed by: niblit-evolution[bot] Run date: 2026-06-09 04:23:37 UTC Workflow run: Run #39
Proposed Commit Message
auto: fix bare except clause in 1 file (1 instance)
Category: ...
1. Detailed Scope Architectural Objective
The goal is to transition the agent orchestrator from a static, linear execution graph into an iterative, dynamic
Reasoning and Acting (ReAct) state machine. ...

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