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Spec Reference
Source: specs/fleet-usage-monitor.md Sections: §2.2, §3, §4.3, §4.6, §8 step 2
What to Build
Implement claude-config/scripts/usage_collector_codex.py — the Codex/ChatGPT session reader. ...
build-slice
fleet-usage-monitor
from-spec
P1
tests
Empirical findings show that for problems fitting within a model s context window, long-context approaches (1M-token
models) outperform both naive RAG and agentic RAG by 4–11%, but agentic RAG wins on ...
long-context
research
scaling
Delegated by OrbitOS for the Claude Code worker.
Task
AUTONOMOUS MISSION TICK — delegated by OrbitOS (Mat is away).
Autonomous mission tick (Mat is AWAY and is NOT to be involved — do the work, don ...
orbitos-task
You are a Principal Software Engineer, QA Lead, Security Auditor, DevOps Engineer, Performance Engineer, and Ecommerce
Domain Expert. Your mission is to perform a COMPLETE END-TO-END AUDIT of the entire ...
Recent work (arXiv:2601.12499) identifies that multi-hop QA failures concentrate at the weakest link in a reasoning
chain — a single missed retrieval step or poor sub-question decomposition propagates ...
failure-attribution
multi-hop
research
side-task: yes return-to: #37 parent: #36 mainline: GE Depends-On: #36
Task: GE-036A — Hygienic audit and cleanup of local-only documentation (remove non-GovEngine-like tracking docs from
remote)
Context: ...
area:docs
gate:ci
phase:build
risk:low
role:worker
YouTube Should Do Better – Yaya s World
https://onigirionegai.info/~yayoi/news/2026/youtube-should-do-better/
A core unsolved problem in agentic RAG is that retrieval is sometimes actively harmful: when context is already
sufficient, added retrieval introduces noise and latency, and empirical studies show responses ...
high-impact
research
retrieval-gating
Someone just pushed, oh no! Here s who did it: stepsecurity-infra-bot.
Description
Add a standardized badge block to the top of README.md to match the portfolio house style used in
aws-compliance-as-code, aws-config-compliance-monitor, and aws-grc-terraform-modules.
Motivation ...
documentation
P3
sprint-month-4

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