domain-build

name	domain-build
description	Domain building persona — chains Paper2Code-Enhanced + OrCAID commit0 into a closed-loop paper-to-validated-code pipeline, then meta-harness reads outcomes
trigger	/domain-build
skills	["paper2code-enhanced","orcaid"]

Domain Build — Paper2Code → OrCAID → Meta-Harness

What This Does

Paper PDF → Paper2Code-Enhanced → generated repo
           ↓ (--patch_target)
OrCAID commit0 → validated + fixed repo
                 ↓
       Meta-harness reads orchestrator-memory/
       → computes frontier score + Pack delta proposals

Key Paths

• Paper2Code-Enhanced CLI: /home/ty/Repositories/ai_workspace/Paper2Code-Enhanced/paper2code-cli/build/stage/bin/paper2code-pp-cli
• OrCAID: /home/ty/Repositories/ai_workspace/OrCAID
• Meta-harness: /home/ty/Repositories/ai_workspace/meta-harness
• Orchestrator memory: ~/.hermes/orcaid-bridge/ (symlink) or ~/.orcaid/orchestrator-memory/ (native)

Stage 1 — Paper to Code

P=/home/ty/Repositories/ai_workspace/Paper2Code-Enhanced/paper2code-cli/build/stage/bin/paper2code-pp-cli

$P pipeline \
  --paper-name "<title>" \
  --pdf-json-path /path/to/<paper>_cleaned.json \
  --output-dir /tmp/paper2code/<slug>/artifacts \
  --output-repo-dir /tmp/paper2code/<slug>_repo \
  --run-planning \
  --run-analyzing \
  --run-coding \
  --run-debugging \
  --model MiniMax-M2.7 \
  --agent --json --no-input

Check output:

ls /tmp/paper2code/<slug>_repo/
# Expect: config.yaml, main.py, utils.py, tasks/, tot/, etc.

Memory path fix: If running OrCAID with ORCHESTRATOR_MEMORY_BASE=~/.hermes/orcaid-bridge, Paper2Code must output to a path that OrCAID can access as --patch_target.

Stage 2 — Validate and Patch

cd /home/ty/Repositories/ai_workspace/OrCAID

uv run python -m orcaid.cli \
  --task=commit0 \
  --repo /tmp/paper2code/<slug>_repo \
  --patch_target /tmp/paper2code/<slug>_repo \
  --model=minimax/MiniMax-M2.7 \
  --multi_agent=false \
  --max_iterations=5

• --repo and --patch_target can both be the same path (self-validation mode)
• Use --multi_agent=true for 4-engineer parallel mode (slower but thorough)

Memory path: OrCAID writes verified outcomes to ~/.orcaid/orchestrator-memory/verified/ by default. Meta-harness reads from ~/.hermes/orcaid-bridge/. Set ORCHESTRATOR_MEMORY_BASE=~/.hermes/orcaid-bridge before running OrCAID to align paths.

export ORCHESTRATOR_MEMORY_BASE=~/.hermes/orcaid-bridge
cd /home/ty/Repositories/ai_workspace/OrCAID && uv run python -m orcaid.cli [flags...]

Stage 3 — Meta-Harness Read

cd /home/ty/Repositories/ai_workspace/meta-harness

uv run python run_evolution.py --domain orcaid --iterations 1

This reads orchestrator-memory/verified/, computes frontier scores, proposes Pack deltas. One iteration for read-only benchmark.

Output

Report:

1. Paper2Code: repo path, files generated, line count (wc -l $(find $repo -name "*.py"))
2. OrCAID: patch count from outputs/patch.diff, files modified
3. Meta-harness: frontier score, top 3 Pack delta proposals

OrCAID → Hermes Profile Mapping

Engineer roles map to Hermes profiles for OrCAID's self-healing loop:

Engineer	Profile	Role
engineer_1	coder	Surgical fixes
engineer_2	researcher	Investigation
engineer_3	peer-reviewer	Evaluation
engineer_4	pathfinder	Novel connections

Verified Paths (from prior runs)

# Paper2Code output (Tree of Thoughts)
ls /home/ty/Repositories/ai_workspace/paper2code-projects/TreeOfThoughts_repo/

# OrCAID orchestrator memory
ls ~/.hermes/orcaid-bridge/verified/ 2>/dev/null || ls ~/.orcaid/orchestrator-memory/verified/

# Meta-harness domain
ls /home/ty/Repositories/ai_workspace/meta-harness/domains/orcaid/

Pitfalls

Issue	Fix
Paper2Code CLI not on PATH	Use full path: P=/home/ty/Repositories/ai_workspace/Paper2Code-Enhanced/paper2code-cli/build/stage/bin/paper2code-pp-cli
--repo and --patch_target same path = self-validation	Works fine — OrCAID self-heals its own output
Empty Paper2Code output	Check Stage 1 succeeded ($P pipeline exits 0) before Stage 2
Meta-harness reads nothing	Memory path mismatch — set ORCHESTRATOR_MEMORY_BASE=~/.hermes/orcaid-bridge before OrCAID
Paper2Code paper2code domain empty	~/Repositories/ai_workspace/meta-harness/domains/paper2code/ Pack not populated — only OrCAID is wired as evolvable domain