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chore(root): update oh-my-agent to v4.23.3
Generated with oh-my-agent Co-Authored-By: First Fluke <our.first.fluke@gmail.com>
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.agents/skills/_shared/conditional/exploration-loop.md

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Execute each hypothesis **in isolation**.
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**In multi-agent mode** (`/orchestrate`, `/coordinate`):
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**In multi-agent mode** (`/orchestrate`, `/work`):
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- Spawn the **same agent type** (e.g., `backend-engineer`) multiple times with different prompts
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- Each spawn includes the hypothesis context in the task description:
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```
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→ Keep winner workspace, discard others
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```
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### In `/coordinate`
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### In `/work`
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Triggered when Issue Remediation Loop stalls (same issue persists after fix):
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.agents/skills/_shared/core/context-budget.md

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3. **Re-spawn**: Start a fresh agent with the checkpoint as context
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- **Claude Code**: New Agent tool call with checkpoint in prompt
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- **CLI agents**: `oh-my-ag agent:spawn` with `--checkpoint checkpoint-{agent-id}`
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- **CLI agents**: `oma agent:spawn` with `--checkpoint checkpoint-{agent-id}`
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4. **Resume**: New agent reads checkpoint, continues from remaining items only
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.agents/skills/_shared/core/evaluator-tuning.md

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(ref: Anthropic harness design — "several rounds of development loop necessary")
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This protocol is **semi-automated**: collection is automatic, analysis and patching
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require human review via `oh-my-ag retro`.
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require human review via `oma retro`.
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---
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[1] Trigger: EA >= 30 on rolling 3-session window
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[2] `oh-my-ag retro` aggregates EA events and generates tuning report
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[2] `oma retro` aggregates EA events and generates tuning report
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[3] Report categorizes errors by type and suggests specific patches
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| System | Role |
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|--------|------|
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| `session-metrics.md` | EA event source (automatic collection) |
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| `oh-my-ag retro` | Aggregation + tuning report generation (semi-automated) |
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| `oma retro` | Aggregation + tuning report generation (semi-automated) |
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| `lessons-learned.md` | QA Evaluation Lessons for persistent patterns |
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| QA `checklist.md` | Primary patch target for missed checks |
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| QA `execution-protocol.md` | Patch target for process/severity issues |

.agents/skills/_shared/core/session-metrics.md

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- **Active session**: `.serena/memories/session-metrics.md`
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- **Completed sessions**: Archived to `.serena/memories/archive/metrics-{date}.md`
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- **Retention**: 30 days (configurable)
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- **Aggregation**: `oh-my-ag stats` command summarizes trends
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- **Aggregation**: `oma stats` command summarizes trends
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---
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### Recording
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- `false_positive`, `missed_stub`, `good_catch`: Recorded during session by Orchestrator
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- `false_negative`, `severity_mismatch`: Recorded retroactively via `oh-my-ag retro` or next session discovery
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- `false_negative`, `severity_mismatch`: Recorded retroactively via `oma retro` or next session discovery
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### Evaluator Accuracy Score (EA)
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| Threshold | Action |
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|-----------|--------|
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| EA >= 30 | **TUNING SUGGESTED**: `oh-my-ag retro` flags QA patterns for review |
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| EA >= 30 | **TUNING SUGGESTED**: `oma retro` flags QA patterns for review |
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| EA >= 50 | **TUNING REQUIRED**: Review and update QA execution-protocol.md |
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| `false_negative` >= 3 across window | **CHECKLIST UPDATE**: Add detection pattern to QA checklist.md |
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| `good_catch` >= 5 across window | **PROPAGATE**: Document successful pattern in evaluator-tuning.md |
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- **Turn count**: Always available (count progress file updates)
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- **Wall-clock time**: Bash timestamps at spawn and completion
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- **Sprint resets**: Count checkpoint files per agent
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- **Precise tokens**: Available only via `oh-my-ag stats` post-hoc (parses CLI logs when supported)
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- **Precise tokens**: Available only via `oma stats` post-hoc (parses CLI logs when supported)
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### Usage
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.agents/skills/_shared/core/vendor-detection.md

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2. **Codex CLI**: Your system prompt contains "Codex CLI" OR the `apply_patch` tool is available
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3. **Gemini CLI**: This file was auto-loaded from `.agents/skills/` AND `@` subagent syntax is available
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4. **Antigravity IDE**: This file was auto-loaded from `.agents/skills/` AND no `@` subagent syntax
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5. **CLI Fallback**: None of the above matched → use `oh-my-ag agent:spawn`
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5. **CLI Fallback**: None of the above matched → use `oma agent:spawn`
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## Vendor-Specific Spawn Methods
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| Vendor | Spawn Method | Result Handling |
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|:---|:---|:---|
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| Claude Code | `Agent` tool with `.claude/agents/{name}.md` | Synchronous return |
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| Codex CLI | Model-mediated parallel subagent request | JSON output |
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| Gemini CLI | `@{agent-name}` delegation or `oh-my-ag agent:spawn` | MCP memory poll |
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| Antigravity | `oh-my-ag agent:spawn` only (custom subagents not available) | MCP memory poll |
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| CLI Fallback | `oh-my-ag agent:spawn {agent} {prompt} {session} -w {workspace}` | Result file poll |
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| Gemini CLI | `@{agent-name}` delegation or `oma agent:spawn` | MCP memory poll |
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| Antigravity | `oma agent:spawn` only (custom subagents not available) | MCP memory poll |
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| CLI Fallback | `oma agent:spawn {agent} {prompt} {session} -w {workspace}` | Result file poll |

.agents/skills/_shared/runtime/memory-protocol.md

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# Memory Protocol (CLI Mode)
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> **Note**: This file documents the default (Serena/MCP) memory protocol. Vendor-specific execution protocols are injected automatically by `oh-my-ag agent:spawn` from `execution-protocols/{vendor}.md`.
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> **Note**: This file documents the default (Serena/MCP) memory protocol. Vendor-specific execution protocols are injected automatically by `oma agent:spawn` from `execution-protocols/{vendor}.md`.
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When running as a CLI subagent, follow this protocol.
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.agents/skills/_version.json

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{
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"version": "4.23.1"
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}
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"version": "4.23.3"
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}

.agents/skills/oma-backend/SKILL.md

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## Execution Protocol (CLI Mode)
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Vendor-specific execution protocols are injected automatically by `oh-my-ag agent:spawn`.
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Vendor-specific execution protocols are injected automatically by `oma agent:spawn`.
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Source files live under `../_shared/runtime/execution-protocols/{vendor}.md`.
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## References

.agents/skills/oma-brainstorm/SKILL.md

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## Execution Protocol (CLI Mode)
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Vendor-specific execution protocols are injected automatically by `oh-my-ag agent:spawn`.
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Vendor-specific execution protocols are injected automatically by `oma agent:spawn`.
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Source files live under `../_shared/runtime/execution-protocols/{vendor}.md`.
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## References

.agents/skills/oma-coordination/SKILL.md

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```bash
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# Example: spawn backend and frontend in parallel
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oh-my-ag agent:spawn backend "task description" session-id -w ./backend &
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oh-my-ag agent:spawn frontend "task description" session-id -w ./frontend &
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oma agent:spawn backend "task description" session-id -w ./backend &
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oma agent:spawn frontend "task description" session-id -w ./frontend &
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wait
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```
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