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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

Expand your team with Copilot cloud agent img alt= original github octocat src= https://octodex.github.com/images/original.png align= left height= 80px / 👋 Hey there @alexsuglio! Welcome to your Skills ...
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