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AOS-Core-4: Create SelfLearningEngine for Dynamic Markdown Skill Lifecycle
1. Architectural Objective
To support autonomous expansion of agent capabilities, the SelfLearningEngine manages the lifecycle ...
backend
enhancement
P1
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
AOS-Core-3: Implement Query Complexity Classifier and Token Budgeting
1. Architectural Objective
To prevent uncontrolled token consumption and ensure latency SLAs, the AOS must implement an adaptive ...
backend
enhancement
P1
AOS-Core-2: Implement ToolRecoveryNode for Dynamic Exception Feedback
1. Architectural Objective
A common failure mode in agentic systems is a complete crash when a tool throws an unhandled exception ...
backend
enhancement
P1
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: ...
AOS-Core-1: Define AutonomousAgentState and Core ReAct Orchestration Loop
1. Architectural Objective
The cognitive core of the Agent Operating System (AOS) must transition from a static, pre-defined ...
backend
enhancement
P1
Goal
Produce a fresh, sane calibration report for pink_ponyclub — the current name for the 2026-06-04 big_chungus ensemble
(ensembles/pink_ponyclub/, 19 stepshifter constituents = 13 plain + 6 Hurdle). ...
Rationale
Model-assisted summarization changes request context, so review has to happen before any provider call is rewritten. The
existing policy review/dry-run flow can estimate routing, crunch, cache, ...
backlog
core-feature
milestone
priority:p2
status:ready
tests
Current behavior / design
As of this issue being written, the proposed implement-github-issue-loop stops after a reviewed PR. Landing, merge
verification, and issue closure are intentionally deferred ...
AFK
blocked
enhancement
needs design consensus
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