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Severity: Medium — architectural limitation, no data loss Problem Cron jobs are hardcoded with skip_memory=True at agent creation time (cron/scheduler.py:1801), preventing them from using the memory() ...

Explore this https://openai.com/index/where-the-goblins-came-from/ The issue with reward hacking

Context Once Codex hooks exist, agent-parity should verify the performance-critical hooks are installed and distinguish enforced failures from intentional warnings. Scope - Extend bin/agent-parity ...
agent-discipline
enhancement
P1

A comparative experiment was conducted between human-generated labels and AI-generated labels to verify the system s Soft F1 score. Current Score: 0.61

Context Codex quality/performance should be measurable, not inferred. Start with derived, low-risk telemetry that avoids raw prompt storage. Scope - Add a Codex telemetry hook, likely Stop or PostToolUse-backed, ...
enhancement
P2
telemetry-validation

背景 feat-337 M5(Agent Tool, Replace TaskTool)把注册表里的 TaskTool 换成了 AgentTool、产品 toolset 从 task 改为 agent,但收尾不完整,留下三处不一致: 1. 死代码:src/agent/platform/tools/builtins/task.py(21.7K)无任何 import 方注册方,M5 progress.md ...

Context Codex should warn before context pressure causes lower-quality decisions. This should be best-effort because context-usage fields may vary across Codex releases. Scope - Add shared context-threshold ...
agent-discipline
enhancement
P2

Context Long Codex tasks need a compact recovery path across compaction and resume. Claude has PreCompact state capture; Codex should persist safe task state without relying on Claude transcript shape. ...
agent-discipline
enhancement
P2

Context Codex should get high-value project memory without copying Claude s heavier SessionStart behavior. The goal is fewer repeated investigations and better use of prior lessons, while keeping context ...
agent-discipline
enhancement
P1
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