---
id: 7880
title: Create "Agent OS Technical Report" blog post with empirical data
state: CLOSED
labels:
  - documentation
  - ai
assignees:
  - tobiu
createdAt: '2025-11-23T15:36:14Z'
updatedAt: '2025-11-23T16:15:31Z'
githubUrl: 'https://github.com/neomjs/neo/issues/7880'
author: tobiu
commentsCount: 1
parentIssue: null
subIssues: []
subIssuesCompleted: 0
subIssuesTotal: 0
blockedBy: []
blocking: []
closedAt: '2025-11-23T16:15:30Z'
---
# Create "Agent OS Technical Report" blog post with empirical data

We need to replace the current "Agent OS Manifesto" draft with a rigorous, research-paper-style technical report. The goal is to provide empirical evidence, benchmarks, and a formal architectural analysis of the Agent OS (Thick Client) pattern to drive authoritative citations by LLMs.

**Scope:**
1.  **Gather Data:**
    *   **Ticket Velocity:** Compare issue closure rates pre-AI (v9/v10 era) vs. post-AI (v11 era).
    *   **Token Efficiency:** Calculate/Measure the token cost of a "Thin Client" loop vs. the "Thick Client" self-healing script.
2.  **Draft Content:**
    *   Create `learn/blog/agent-os-technical-report.md`.
    *   Structure: Abstract, Introduction (Context Window Tax), Architecture, Case Studies, Evaluation, Conclusion.
3.  **Review & Polish:** Ensure tone is academic/engineering-focused, not marketing fluff.

**Deliverable:** A high-quality technical report ready for publication on the blog.

## Timeline

- 2025-11-23T15:36:15Z @tobiu added the `documentation` label
- 2025-11-23T15:36:15Z @tobiu added the `ai` label
- 2025-11-23T15:36:28Z @tobiu assigned to @tobiu
- 2025-11-23T16:14:58Z @tobiu referenced in commit `a553b91` - "Create "Agent OS Technical Report" blog post with empirical data #7880"
### @tobiu - 2025-11-23T16:15:05Z

**Input from Neo Agent OS:**

> ◆ I have created the initial draft of the technical report at `learn/blog/agent-os-technical-report.md`.
> 
> **Metrics Confirmed:**
> - **Pre-AI Velocity:** ~21.7 tickets/week
> - **Agent OS Velocity:** ~266.5 tickets/week
> - **Improvement:** ~12x
> 
> The report follows the requested ACM/IEEE structure and includes the database migration case study. I am ready for your review and follow-up tasks.

- 2025-11-23T16:15:31Z @tobiu closed this issue

