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docs: add agent design patterns documentation and improvement plan#39

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Jan 11, 2026
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docs: add agent design patterns documentation and improvement plan#39
marcusquinn merged 1 commit intomainfrom
docs/agent-design-patterns

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@marcusquinn marcusquinn commented Jan 11, 2026

Summary

Documents aidevops alignment with industry-standard agent design patterns identified by Lance Martin (LangChain) and validated across Claude Code, Manus, and Cursor.

Changes

  • architecture.md: Added comprehensive "Agent Design Patterns" section with pattern alignment table, implementation details, and references
  • README.md: Added design patterns summary table in new section, updated philosophy to reference patterns
  • PLANS.md: Added improvement plan (p010) for remaining optimizations
  • TODO.md: Added backlog items (t052-t057) for implementation tasks

Patterns Documented

Pattern aidevops Implementation
Give Agents a Computer ~/.aidevops/.agent-workspace/, helper scripts
Multi-Layer Action Space Per-agent MCP filtering (~12-20 tools each)
Progressive Disclosure Subagent tables, YAML frontmatter, read-on-demand
Offload Context .agent-workspace/work/[project]/ persistence
Cache Context Stable instruction prefixes
Isolate Context Subagent files with specific tool permissions
Ralph Loop ralph-loop-helper.sh, full-loop-helper.sh
Evolve Context /remember, /recall with SQLite FTS5

Future Improvements Planned

  • YAML frontmatter for source subagents (~2h)
  • Automatic session reflection to memory (~4h)
  • Cache-aware prompt documentation (~1h)
  • Tool description indexing (~3h)
  • Memory consolidation (~2h)

Reference

Lance Martin's "Effective Agent Design" (Jan 2025)

Summary by CodeRabbit

  • Documentation
    • Updated architecture documentation with comprehensive Agent Design Patterns guidance and implementation details.
    • Enhanced README with Agent Design Patterns overview, including patterns table and concrete implementations.
    • Reorganized project backlog with structured planning tasks and dependencies.

✏️ Tip: You can customize this high-level summary in your review settings.

- Add Agent Design Patterns section to architecture.md documenting alignment
  with Lance Martin's patterns (Claude Code, Manus, Cursor)
- Update README.md with design patterns summary table and philosophy reference
- Add improvement plan (p010) to PLANS.md for remaining optimizations
- Add backlog items (t052-t057) to TODO.md for implementation tasks

Patterns documented:
- Give Agents a Computer (filesystem + shell)
- Multi-Layer Action Space (per-agent MCP filtering)
- Progressive Disclosure (subagent tables, read-on-demand)
- Offload Context (workspace persistence)
- Cache Context (stable prefixes)
- Isolate Context (sub-agents)
- Ralph Loop (iterative execution)
- Evolve Context (memory system)

Ref: https://x.com/RLanceMartin/status/2009683038272401719
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coderabbitai bot commented Jan 11, 2026

Walkthrough

The pull request documents and catalogs agent design patterns across the framework's architecture and planning layers. Eight design patterns—including Give Agents a Computer, Multi-Layer Action Space, Progressive Disclosure, and Context management patterns—are formally introduced with pattern-to-implementation mappings. Concurrently, the project backlog is reorganized from a single task to a structured set of phased initiatives supporting pattern integration and subagent enhancements.

Changes

Cohort / File(s) Summary
Documentation
.agent/aidevops/architecture.md, README.md
Added "Agent Design Patterns" sections with pattern alignment tables, key implementation details (code snippet placeholders), and external references
Planning
TODO.md, todo/PLANS.md
Reorganized backlog from single t050 task to structured t052–t057 tasks with explicit blocking relationships; added detailed "Agent Design Pattern Improvements" plan with milestones, decisions, and progress tracking

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~12 minutes

Poem

🏗️ Eight patterns take their place, in docs so bright,
Design and context dance through DevOps light,
Architecture speaks, the roadmap takes its form,
From chaos blooms the agent standard norm,
Zero debt preserved, the framework stands tall! 🚀

🚥 Pre-merge checks | ✅ 3
✅ Passed checks (3 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title accurately summarizes the main changes: documentation additions for agent design patterns and an improvement plan across architecture.md, README.md, PLANS.md, and TODO.md.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.


📜 Recent review details

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 6358527 and 20bf0c3.

📒 Files selected for processing (4)
  • .agent/aidevops/architecture.md
  • README.md
  • TODO.md
  • todo/PLANS.md
🧰 Additional context used
📓 Path-based instructions (1)
**/*.md

📄 CodeRabbit inference engine (AGENTS.md)

Use placeholders in examples and note secure storage location in documentation

Files:

  • todo/PLANS.md
  • TODO.md
  • README.md
🧠 Learnings (12)
📓 Common learnings
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENTS.md:0-0
Timestamp: 2026-01-06T15:57:56.008Z
Learning: Applies to **/AGENTS.md : Limit root AGENTS.md to ~50-100 max instructions with universal applicability to >80% of tasks
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: CLAUDE.md:0-0
Timestamp: 2025-11-29T04:34:27.158Z
Learning: All instructions, documentation, and operational guidance should be maintained in AGENTS.md as the single source of truth
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENTS.md:0-0
Timestamp: 2026-01-06T15:57:56.008Z
Learning: Applies to **/AGENTS.md : Use progressive disclosure in AGENTS.md with pointers to subagents rather than inline content
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: GEMINI.md:0-0
Timestamp: 2025-11-29T04:34:30.742Z
Learning: Maintain all instructions, documentation, and operational guidance in AGENTS.md as the single source of truth
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENT.md:0-0
Timestamp: 2025-11-29T04:34:42.033Z
Learning: Reference AGENTS.md (authoritative) instead of AGENT.md for AI assistant guidance
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: templates/home/AGENTS.md:0-0
Timestamp: 2025-12-22T01:24:53.937Z
Learning: Follow all security protocols and working directory specifications defined in ~/Git/aidevops/AGENTS.md
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENTS.md:0-0
Timestamp: 2026-01-06T15:57:56.009Z
Learning: Search with rg "pattern" .agent/ before adding new instructions to avoid duplicates
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENT.md:0-0
Timestamp: 2025-11-29T04:34:42.033Z
Learning: Maintain all AI assistant instructions, documentation, and operational guidance in AGENTS.md as the single source of truth
📚 Learning: 2026-01-06T15:57:56.008Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENTS.md:0-0
Timestamp: 2026-01-06T15:57:56.008Z
Learning: Applies to **/AGENTS.md : Use progressive disclosure in AGENTS.md with pointers to subagents rather than inline content

Applied to files:

  • todo/PLANS.md
  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2026-01-06T15:57:56.008Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENTS.md:0-0
Timestamp: 2026-01-06T15:57:56.008Z
Learning: Applies to **/AGENTS.md : Limit root AGENTS.md to ~50-100 max instructions with universal applicability to >80% of tasks

Applied to files:

  • todo/PLANS.md
  • TODO.md
  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-11-29T04:34:42.033Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENT.md:0-0
Timestamp: 2025-11-29T04:34:42.033Z
Learning: Reference AGENTS.md (authoritative) instead of AGENT.md for AI assistant guidance

Applied to files:

  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-11-29T04:34:27.158Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: CLAUDE.md:0-0
Timestamp: 2025-11-29T04:34:27.158Z
Learning: All instructions, documentation, and operational guidance should be maintained in AGENTS.md as the single source of truth

Applied to files:

  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-11-29T04:34:30.742Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: GEMINI.md:0-0
Timestamp: 2025-11-29T04:34:30.742Z
Learning: Maintain all instructions, documentation, and operational guidance in AGENTS.md as the single source of truth

Applied to files:

  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-12-22T01:25:03.138Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: templates/home/git/AGENTS.md:0-0
Timestamp: 2025-12-22T01:25:03.138Z
Learning: Use standardized patterns as defined in the authoritative DevOps repository at ~/Git/aidevops/

Applied to files:

  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-12-22T01:24:53.937Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: templates/home/AGENTS.md:0-0
Timestamp: 2025-12-22T01:24:53.937Z
Learning: Follow all security protocols and working directory specifications defined in ~/Git/aidevops/AGENTS.md

Applied to files:

  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-12-22T01:24:53.937Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: templates/home/AGENTS.md:0-0
Timestamp: 2025-12-22T01:24:53.937Z
Learning: Reference the authoritative repository at ~/Git/aidevops/ for all detailed AI assistant instructions and configurations

Applied to files:

  • .agent/aidevops/architecture.md
  • README.md
📚 Learning: 2025-11-29T04:34:42.033Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: AGENT.md:0-0
Timestamp: 2025-11-29T04:34:42.033Z
Learning: Maintain all AI assistant instructions, documentation, and operational guidance in AGENTS.md as the single source of truth

Applied to files:

  • .agent/aidevops/architecture.md
📚 Learning: 2025-11-29T04:34:30.742Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: GEMINI.md:0-0
Timestamp: 2025-11-29T04:34:30.742Z
Learning: Reference AGENTS.md for authoritative AI assistant guidance instead of GEMINI.md

Applied to files:

  • .agent/aidevops/architecture.md
📚 Learning: 2025-12-22T01:24:53.937Z
Learnt from: CR
Repo: marcusquinn/aidevops PR: 0
File: templates/home/AGENTS.md:0-0
Timestamp: 2025-12-22T01:24:53.937Z
Learning: Use only the specified working directories: ~/.aidevops/.agent-workspace/work/[project]/ for work files, ~/.aidevops/.agent-workspace/tmp/ for temporary files, and ~/.aidevops/.agent-workspace/memory/ for persistent memory

Applied to files:

  • README.md
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
  • GitHub Check: Codacy Static Code Analysis
🔇 Additional comments (9)
todo/PLANS.md (2)

812-823: Excellent plan structure with clear objectives and TOON metadata.

The Agent Design Pattern Improvements plan (p010) is well-organized with proper phase breakdown, priority table, and decision documentation. The 5-phase approach with clear blockers (Phase 1 must complete before Phases 2-5) ensures sound execution ordering.


839-847: Priority table effectively communicates impact vs. effort.

The "Remaining opportunities" table correctly identifies automatic session reflection (~4h) as the highest-impact improvement. Medium-priority YAML frontmatter (~2h) and low-priority optimizations are well-calibrated—good judgment on what delivers the most value per hour invested.

README.md (2)

18-18: Strong integration of design patterns into framework philosophy.

Adding the patterns reference in the philosophy section before the deep dive is excellent placement. Readers understand the framework is built on validated patterns before diving into technical details, which establishes credibility early.


383-401: All design pattern references verified and security protocols properly followed.

The 8-pattern table with concrete implementation details (paths, tool counts, script names) is accurate across the repository. Referenced scripts (ralph-loop-helper.sh, full-loop-helper.sh) exist in .agent/scripts/, the architecture.md documentation exists at .agent/aidevops/, and all path examples follow AGENTS.md security protocols—using placeholders like [project] and directing persistent work to ~/.aidevops/.agent-workspace/work/[project]/. No hardcoded credentials detected. The "key insight" section elegantly frames context as a finite, precious resource—strong closure that resonates with DevOps automation principles.

TODO.md (3)

114-126: Excellent task hierarchy with clear blocking relationships.

The parent task t052 blocks five well-scoped subtasks (t053–t057), each focused on a distinct improvement area. Task descriptions are precise and notes provide implementation context. The 1d estimate for t052 correctly distributes across subtasks (12h total), accounting for integration and testing overhead.


116-125: Strong separation of concerns across subtasks—each is independently valuable.

  • t053: YAML metadata for progressive disclosure
  • t054: Automatic learning from sessions (highest impact)
  • t055: Performance optimization guidance
  • t056: On-demand tool discovery
  • t057: Knowledge consolidation

No overlap detected. The sequential blocking ensures Phase 1 (t052 analysis/validation) completes before implementation phases (t053–t057) begin, which mirrors the PLANS.md phasing strategy.


172-177: TOON metadata correctly reflects blocking dependencies.

The TOON backlog block (lines 172–177) properly encodes t052 as the blocker (blocked_by:t052) for all five subtasks. This enables Beads synchronization and /ready command filtering to show t053–t057 as blocked until t052 completes.

.agent/aidevops/architecture.md (2)

42-107: Code snippet verified as accurate; progressive disclosure pattern already implemented.

The AGENT_TOOLS structure in lines 63-70 accurately represents the actual implementation in generate-opencode-agents.sh (lines 114-170). The pseudocode correctly shows the real agents (Plan+, Build+, SEO) and their permission structures.

AGENTS.md already implements progressive disclosure: line 436 directs to aidevops/architecture.md for framework internals and architecture decisions. The cross-references to ralph-loop-helper.sh (line 56), memory-helper.sh (line 57), and /remember//recall examples (lines 95, 98) are present.

No changes required—section aligns with established patterns.


37-107: No action required—progressive disclosure cross-reference already exists.

The .agent/AGENTS.md file (line 436) already references aidevops/architecture.md under the "Framework internals" row in its Progressive Disclosure table. This on-demand pattern is exactly what you requested—agents discover detailed pattern guidance only when needed rather than loading full context upfront. The reference is properly positioned in the established progressive disclosure strategy (lines 413–425).

Likely an incorrect or invalid review comment.


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Summary of Changes

Hello @marcusquinn, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly enhances the documentation of the aidevops framework by detailing its adherence to established AI agent design patterns. It provides a clear architectural overview, validates the current implementation against best practices, and lays out a strategic roadmap for future improvements focused on optimizing context management and autonomous learning capabilities.

Highlights

  • Agent Design Pattern Documentation: Comprehensive documentation of how aidevops aligns with industry-standard agent design patterns has been added to .agent/aidevops/architecture.md, including detailed explanations and implementation examples.
  • README Update: The README.md now includes a summary of these design patterns, enhancing clarity on the framework's architectural principles and emphasizing context efficiency.
  • Future Improvement Plan: A new plan (p010) has been introduced in todo/PLANS.md, outlining future optimizations based on advanced agent design patterns, such as automatic session reflection and memory consolidation.
  • Backlog Tasks: Specific tasks (t052-t057) for implementing these planned improvements, including adding YAML frontmatter to subagents and tool description indexing, have been added to TODO.md.
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🔍 Code Quality Report

�[0;35m[MONITOR]�[0m Code Review Monitoring Report

�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 256 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Sun Jan 11 04:18:54 UTC 2026: Code review monitoring started
Sun Jan 11 04:18:54 UTC 2026: SonarCloud - Bugs: 0, Vulnerabilities: 0, Code Smells: 256
Sun Jan 11 04:18:54 UTC 2026: Qlty - 0 issues found, auto-formatting applied
Sun Jan 11 04:18:56 UTC 2026: Codacy analysis completed with auto-fixes

📈 Current Quality Metrics

  • BUGS: 0
  • CODE SMELLS: 256
  • VULNERABILITIES: 0

Generated on: Sun Jan 11 04:19:33 UTC 2026


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Code Review

This pull request introduces comprehensive documentation on agent design patterns, aligning aidevops with industry standards. It adds a new section to architecture.md, a summary to README.md, and creates a corresponding improvement plan in PLANS.md and tasks in TODO.md. The documentation is well-structured and detailed. My review focuses on improving the clarity and consistency of the summary table in README.md to ensure it accurately reflects the more detailed information in architecture.md.

| **Multi-Layer Action Space** | Few tools, push actions to computer | Per-agent MCP filtering (~12-20 tools each) |
| **Progressive Disclosure** | Load context on-demand | Subagent tables, YAML frontmatter, read-on-demand |
| **Offload Context** | Write results to filesystem | `.agent-workspace/work/[project]/` for persistence |
| **Cache Context** | Prompt caching for cost | Stable instruction prefixes |

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medium

The description "Prompt caching for cost" is a bit abrupt and the implementation details are incomplete compared to architecture.md. For better clarity and completeness, consider expanding the description and adding the missing implementation detail.

Suggested change
| **Cache Context** | Prompt caching for cost | Stable instruction prefixes |
| **Cache Context** | Prompt caching for cost efficiency | Stable instruction prefixes, avoid reordering between calls |

| **Progressive Disclosure** | Load context on-demand | Subagent tables, YAML frontmatter, read-on-demand |
| **Offload Context** | Write results to filesystem | `.agent-workspace/work/[project]/` for persistence |
| **Cache Context** | Prompt caching for cost | Stable instruction prefixes |
| **Isolate Context** | Sub-agents with separate windows | Subagent files with specific tool permissions |

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medium

The description "Sub-agents with separate windows" is ambiguous and could be misinterpreted as GUI windows. Using "separate context windows" as in architecture.md would be clearer and more precise.

Suggested change
| **Isolate Context** | Sub-agents with separate windows | Subagent files with specific tool permissions |
| **Isolate Context** | Sub-agents with separate context windows | Subagent files with specific tool permissions |

| **Offload Context** | Write results to filesystem | `.agent-workspace/work/[project]/` for persistence |
| **Cache Context** | Prompt caching for cost | Stable instruction prefixes |
| **Isolate Context** | Sub-agents with separate windows | Subagent files with specific tool permissions |
| **Ralph Loop** | Iterative execution until complete | `ralph-loop-helper.sh`, `full-loop-helper.sh` |

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medium

The implementation details for the 'Ralph Loop' pattern are incomplete in this summary table. The workflows/ralph-loop.md file is a key part of the implementation and should be included for completeness, as it is in architecture.md.

Suggested change
| **Ralph Loop** | Iterative execution until complete | `ralph-loop-helper.sh`, `full-loop-helper.sh` |
| **Ralph Loop** | Iterative execution until complete | `workflows/ralph-loop.md`, `ralph-loop-helper.sh`, `full-loop-helper.sh` |

| **Cache Context** | Prompt caching for cost | Stable instruction prefixes |
| **Isolate Context** | Sub-agents with separate windows | Subagent files with specific tool permissions |
| **Ralph Loop** | Iterative execution until complete | `ralph-loop-helper.sh`, `full-loop-helper.sh` |
| **Evolve Context** | Learn from sessions | `/remember`, `/recall` with SQLite FTS5 |

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medium

The implementation details for the 'Evolve Context' pattern are incomplete. The memory-helper.sh script is a key part of the implementation and should be included for completeness, as it is in architecture.md.

Suggested change
| **Evolve Context** | Learn from sessions | `/remember`, `/recall` with SQLite FTS5 |
| **Evolve Context** | Learn from sessions | `/remember`, `/recall` with SQLite FTS5, `memory-helper.sh` |

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augmentcode bot commented Jan 11, 2026

🤖 Augment PR Summary

Summary: This PR expands aidevops documentation to explicitly map the framework to common agent design patterns and outlines a roadmap for remaining pattern-driven improvements.

Changes:

  • Added an Agent Design Patterns section to .agent/aidevops/architecture.md with a pattern alignment table, concrete implementation notes, and references.
  • Updated README.md with a new design patterns overview and a link to the deeper architecture documentation.
  • Added plan p010 to todo/PLANS.md describing follow-on improvements (frontmatter, session reflection, cache-aware prompts, tool indexing, memory consolidation).
  • Added corresponding backlog items t052–t057 to TODO.md to track the work.

Technical Notes: The docs emphasize context-efficiency techniques like per-agent tool scoping, progressive disclosure, filesystem offloading, iterative “loop” workflows, and SQLite FTS5-backed memory.

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Review completed. 2 suggestions posted.

Fix All in Augment

Comment augment review to trigger a new review at any time.

- Notes: Document how to analyze CI timing data for adaptive wait optimization. Include commands for extracting timing from GitHub Actions logs and updating shared-constants.sh.
- [ ] t050 Move SonarCloud hotspot patterns from AGENTS.md to code-review subagent #refactor #docs ~30m (ai:15m test:10m read:5m) logged:2025-01-11
- Notes: AGENTS.md lines 85-89 contain SonarCloud hotspot patterns (S5332, S6506 exclusions). Move to tools/code-review/ subagent to reduce root AGENTS.md size. Low priority - patterns work fine where they are.
- [ ] t052 Agent Design Pattern Improvements #plan → [todo/PLANS.md#agent-design-pattern-improvements] ~1d (ai:6h test:4h read:2h) logged:2025-01-11
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The anchor in [todo/PLANS.md#agent-design-pattern-improvements] likely won’t resolve because the heading in todo/PLANS.md includes the [2025-01-11] prefix (GitHub will generate an anchor like #2025-01-11-agent-design-pattern-improvements). Consider adjusting either the heading or link so navigation works.

Fix This in Augment

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| Pattern | Description | aidevops Implementation |
|---------|-------------|------------------------|
| **Give Agents a Computer** | Filesystem + shell access for persistent context | `~/.aidevops/.agent-workspace/`, helper scripts in `scripts/`, bash tools |
| **Multi-Layer Action Space** | Few tools, push actions to computer | Per-agent MCP filtering in `generate-opencode-agents.sh`, ~12-20 tools per agent |
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generate-opencode-agents.sh is referenced here (and below with line ranges), but in this repo it lives at .agent/scripts/generate-opencode-agents.sh (deployed to ~/.aidevops/agents/scripts/), so the current reference may be hard to follow. Consider pointing to the full path and avoiding hardcoded line numbers that may drift as the script evolves.

Fix This in Augment

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