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Harness Iteration 0: Automated Porting Pipeline

Source: plans/plan_automated_porting_harness/master-plan.md at 8a2cb42ad · last changed 2026-07-27 · first committed 2026-04-11 · 859 lines.

Prose pending.

Plan text

Harness Iteration 0: Automated Porting Pipeline

Reviewed: 4 rounds of Sonnet subagent review. 71 gaps found, all addressed.

Review History

Round 1 — 3 Sonnet agents (Porter gaps, Testing gaps, Workflow gaps)

Round 2 — 1 Sonnet agent (verification of Round 1 fixes)

Round 3 — 2 Sonnet agents (hostile execution simulation + prompt placeholder audit)

Cumulative Stats

PREREQUISITE: Fix Broken Import Chain (Step 0)

BLOCKER: Every python -c "from orchestrata_ultimate.X import ..." fails because:

• __init__.py imports core.orchestrator -> core/tracing/__init__.py -> core.traceability_utils which DOES NOT EXIST

Before running ANY harness step, fix this:

1. Either add a stub src/orchestrata_ultimate/core/traceability_utils.py that re-exports from core.tracing
2. Or fix core/tracing/__init__.py to not import traceability_utils
3. Or change __init__.py to lazy-import UltimateOrchestrator

This must be done MANUALLY before harness init. The harness cannot fix it because it's a prerequisite for all verification commands.

Also: pytest currently has ~25 collection errors from the same root cause. harness init must record these as the baseline error count. Gate checks must fail if error count INCREASES, not just if passed count decreases.

PREREQUISITE: Fix Execution Plan Steps with Wrong Information

These steps describe code that doesn't match reality. Fix BEFORE running harness:

These execution plan corrections must be applied to plans/execution-plan.md before the harness runs Steps 1-11.

Goal

A host-side harness that picks steps from execution-plan.md, generates rich context from AST data + diagrams + source code, dispatches to cheap models (DeepSeek/Qwen via OpenRouter), validates with the 20 existing scripts + AST re-comparison, and merges via git worktrees.

Iteration 0 scope: Phase 0 Steps 1-11 (bug fixes). If it works, extend to porting steps.

Architecture

scripts/harness/
    __init__.py
    __main__.py            # python -m scripts.harness
    cli.py                 # Typer CLI: run, status, retry, report, validate, init, rollback
    config.py              # All paths, models, API keys, static tables
    plan_parser.py         # Parse execution-plan.md -> Step dataclasses
    context_builder.py     # Build rich context per step from AST + files + diagrams
    worktree.py            # Git worktree create/commit/merge/discard
    dispatcher.py          # OpenRouter API client (httpx async)
    applicator.py          # Parse model output -> file writes
    validator.py           # 8-stage validation pipeline
    reporter.py            # State persistence + dashboard
    volks.py               # Volk definitions: role, model, static context
    prompts/
        __init__.py
        porter.py          # Porter system/user templates
        reviewer.py        # Reviewer templates
        fixer.py           # Fixer templates
        tester.py          # Testing volk templates

Step Types

Each step in the execution plan has a type that determines its workflow:

The parser detects type from step content:

• is_skip: body contains "NOT A BUG" or "Skip this step"
• is_gate: contains the door emoji
• shell_only: actions contain only mkdir, cp, touch, for loops - no model-level code changes
• delete: actions contain "Delete" + file path
• multi_file: step.files has >1 entry
• scaffold: step title contains "Create" + "merge" or "skeleton"
• test_gen: step title contains "Port.*test" or step number ends in "b"

Data Structures

@dataclass
class Step:
    number: str           # "1", "44b", "96b"
    title: str            # "Fix wrong import path in logging_config.py"
    goal: str             # Text after **Goal:**
    step_type: str        # bug_fix, port, scaffold, shell_only, delete, gate, skip, multi_file, test_gen
    files: list[str]      # ALL resolved target paths from **File:**/**Destination:**
    source_files: list[str]  # ALL resolved paths from **Source:** (porting steps)
    deleted_files: list[str] # Files to delete (delete steps)
    pre_commands: list[str]  # Shell commands to run before model dispatch
    actions: str          # Full text between **Actions:** and **Verify:**
    verify_command: str   # Content of bash fence after **Verify:**
    expected_output: str  # Text after **Expect:**
    failure_hint: str     # Text after **If it fails:**
    is_gate: bool
    is_skip: bool
    phase: str            # "Phase 0", "Tier 1"
    sub_phase: str        # "0.1", "1.1"
    depends_on: list[str] # Inferred from sub_phase ordering

@dataclass
class StepContext:
    step: Step
    target_contents: dict[str, str]    # {path: contents} for ALL step.files
    source_contents: dict[str, str]    # {path: contents} for ALL step.source_files
    original_contents: dict[str, str]  # Snapshot at worktree creation (for Fixer)
    pair: dict | None                  # The class pair from ast-deep-comparison.json
    methods_to_add: list[dict]         # method_diff.only_in_orchestrata
    methods_to_fix: list[dict]         # shared methods with signature mismatches
    vars_to_add: list[dict]            # var_diff.only_orchestrata
    readiness_before: str              # stub/partial/needs_creation
    available_modules: set[str]        # Ultimate modules that exist on disk RIGHT NOW
    unavailable_imports: list[str]     # Translated imports pointing to non-existent modules
    import_resolution: dict[str, str]  # For each unavailable: TYPE_CHECKING/lazy/conditional
    layer_rules: str                   # "Layer: X. Cannot import: [Y, Z]"
    has_dynamic_imports: bool          # Is this file in the 6-file dynamic imports list?
    file_status: str                   # "NEW_FILE" or "MODIFY_EXISTING"

@dataclass
class StepResult:
    step_number: str
    status: str           # passed, failed, skipped, blocked
    attempts: int
    model_used: str
    merged_sha: str | None  # For rollback
    validation: dict      # Per-check pass/fail
    tokens_used: dict     # {input: N, output: M}
    cost_usd: float
    ast_delta: dict | None  # Methods added, signatures matched
    test_coverage: float | None
    errors: list[str]

Static Context Tables (injected into EVERY prompt)

Table 1: Symbol Rename Map (20 entries)

VolkRuntime -> AgentRuntime
VolkPool -> AgentPool
VolkRegistry -> AgentRegistry
VolkCoordinator -> AgentCoordinator
BaseVolk -> BaseAgent
BaseEntity -> DomainEntity
AnalystVolk -> AnalystAgent
SeniorDevVolk -> SeniorDevAgent
JuniorVolk -> JuniorAgent
CodeDirectorVolk -> CodeDirectorAgent
QaVolk -> QualityAssuranceAgent
ArchitectVolk -> ArchitectAgent
UXVolk -> UserExperienceAgent
PMVolk -> ProjectManagerAgent
ConciergeVolk -> ConciergeAgent
ComplianceVolk -> ComplianceAgent
OrchestrationKernel -> OrchestrataKernel
Orchestrator -> UltimateOrchestrator
PolicyEngine -> GovernanceEngine
Neo4jClient -> Neo4jGraph
WebSocketGateway -> VizIntWebUI

Plus regex rule: Any I interface -> Protocol (PEP 544).

Table 2: Complete Environment Variable Defaults (24 keys)

REDIS_HOST = "localhost"
REDIS_PORT = "6379"
REDIS_URL = "redis://localhost:6379"
REDIS_DB = "0"
NEO4J_URI = "bolt://localhost:7687"
NEO4J_USERNAME = "neo4j"
NEO4J_PASSWORD = ""
LOG_LEVEL = "INFO"
PROLOG_STACK_LIMIT = "4000000000"
ORCHESTRATA_ENV = "development"
ORCHESTRATA_WORKSPACE = ""
ORCHESTRATA_LLM_PROVIDER = "anthropic"
ORCHESTRATA_TRACE = "false"
ANTHROPIC_API_KEY = ""
DEEPSEEK_API_KEY = ""
OPENROUTER_API_KEY = ""
KIMI_API_KEY = ""
OLLAMA_BASE_URL = "http://localhost:11434"
AIDER_MODEL = ""
PROJECT_ROOT = ""
PROJECT_NAME = ""
GOVERNANCE_STRICT_MODE = "false"
POSTMAN_PORT = "8080"
POSTMAN_MAX_MESSAGE_SIZE = "10000000"

Table 3: Import Translation (top entries + full appendix reference)

from orchestrata.core.interfaces -> from orchestrata_ultimate.core.protocols
from orchestrata.core.traceability -> from orchestrata_ultimate.core.tracing.traceability
from orchestrata.core.traceability_utils -> from orchestrata_ultimate.core.tracing.traceability
from orchestrata.core.infra_config -> from orchestrata_ultimate.core.config.infra
from orchestrata.core.base.entity -> from orchestrata_ultimate.core.domain.domain_entity
from orchestrata.core.base -> from orchestrata_ultimate.core.domain
from orchestrata.core.redis_factory -> from orchestrata_ultimate.core.redis
from orchestrata.core.lru_cache -> from orchestrata_ultimate.core.cache
from orchestrata.core.monitoring -> from orchestrata_ultimate.core.metrics
from orchestrata.volks.<role> -> from orchestrata_ultimate.agents.volks.<role>
from orchestrata.agents.volks.<role> -> from orchestrata_ultimate.agents.volks.<role>
from orchestrata.provider -> from orchestrata_ultimate.providers
from orchestrata.knowledge -> from orchestrata_ultimate.knowledge_graph
from orchestrata.kernel.volk_registry -> from orchestrata_ultimate.kernel.agent_registry
(full 240 translations in ast-deep-comparison.json import_audit section)

Table 4: File-Level Renames

orchestrata.kernel.volk_registry -> orchestrata_ultimate.kernel.agent_registry
(all others keep same filename within translated module path)

Table 5: Rules

1. Preserve @traces(...) decorators exactly as in orchestrata source. Import already translated.
2. Any class inheriting BaseAgent must call super().__init__(**data) (Pydantic keyword propagation).
3. BaseError -> UltimateBaseError. Drop error_code parameter on exception constructors.
4. Factory pattern: Redis, Neo4j, Prolog - always provide in-memory fallback. Guard with try/except ImportError.
5. For TYPE_CHECKING imports of not-yet-ported modules: use from __future__ import annotations + TYPE_CHECKING block.
6. gRPC files (grpc_client.py, grpc_server.py, binary_serializer.py, proto/) are SKIPPED. Wrap gRPC imports in try/except ImportError.
7. No relative imports. Absolute only.
8. No mocking. Real implementations only.

Table 6: Forward Reference Resolution Criteria

When context_builder finds an import pointing to a module that doesn't exist yet on disk:

Table 7: Dynamic String Import Files (6 files)

agents/task_executor.py       — 9 string module refs ("orchestrata.volks.<name>.volk")
governance/constitutional.py  — 1 __import__() call ("orchestrata.core.enums")
plugin/loader.py              — 1 string prefix ("orchestrata.plugins.")
plugin/config.py              — 2 string prefixes ("orchestrata.plugins.", "orchestrata_plugin_")
plugin/context.py             — 1 f-string logger name
kernel/cli.py                 — 1 logging name (non-functional but should still be translated)

Table 8: Architecture Layer Hierarchy

Table 9: Step File Status Types

Porter Volk Prompt

System Prompt

You are a Python engineer executing a specific porting step for orchestrata-ultimate.
Python >=3.14. Absolute imports only. No mocking. No relative imports.

OUTPUT FORMAT:
- One ```python <file_path> fence per modified file
- Output the COMPLETE file - never truncate, never use "... rest of file ..."
- If multiple files, output multiple fences

RULES:
{TABLE_5_RULES}

SYMBOL RENAMES (apply to all class references, imports, type annotations):
{TABLE_1_SYMBOL_RENAMES}

ENVIRONMENT VARIABLES (replace os.environ["X"] with os.environ.get("X", default)):
{TABLE_2_ENV_VARS}

User Prompt (bug_fix steps)

## Step {number}: {title}

### Goal
{goal}

### Actions
{actions}

### File: `{file_path}` ({line_count} lines)
```python
{file_contents}

Verification

{verify_command}

Expected: {expected_output}

Output the complete modified file.

#### User Prompt (port steps)

Step {number}: {title}

Goal

{goal}

Actions

{actions}

Destination file: {dest_path} (currently {line_count} lines, status: {file_status})

{target_contents}

Source file: {source_path} ({source_lines} lines)

{source_contents}

{FOR EACH additional source file:}

Source file: {source_path_N}

{source_contents_N}

{END FOR}

AST Analysis - Methods to add:

{FOR EACH method in methods_to_add:}

• {"async " if is_async}def {name}({params}) -> {return_type} {decorators} {END FOR}

AST Analysis - Signature mismatches to fix:

{FOR EACH method in methods_to_fix:}

• {name}: param diff: {param_diffs}, return: {return_a} vs {return_b} {END FOR}

Import translations for this file:

{FILTERED translations appearing in this source file}

Forward references (modules not yet ported - use TYPE_CHECKING):

{FOR EACH unavailable_import:}

• {import_path} -> resolution: {TYPE_CHECKING|lazy|conditional} {END FOR}

Layer rules

{layer_rules}

{IF has_dynamic_imports:}

WARNING: Dynamic string imports

This file contains string-based module references. Translate ALL string literals containing 'orchestrata.' to 'orchestrata_ultimate.' and apply symbol renames. {END IF}

Verification

{verify_command}

Output the complete file(s).

---

### Testing Volk Prompt

#### System Prompt

You are a Python test engineer writing tests for orchestrata-ultimate. Target: 99% line coverage on the module under test. Python >=3.14. pytest with asyncio_mode = "auto" (no @pytest.mark.asyncio needed).

RULES:

• No mocking (no unittest.mock, no MagicMock, no @patch)
• Use monkeypatch.setenv() for ALL environment variable changes
• Use function-scope fixtures only (no module/class scope)
• Use isolation fixture for file/DB/queue resources
• Use test_id fixture for UUID-prefixed resource names
• All tests must pass with pytest -n auto (parallel safe)
• Dynamic port allocation: socket.bind(("", 0)) - never hardcode ports
• Output one ```python <test_file_path> fence with the complete test file

AVAILABLE FIXTURES (from conftest.py):

• isolation - auto-cleanup resource manager
• test_id - UUID string unique per test
• temp_test_dir - temporary Path (auto-cleaned)
• monkeypatch - pytest builtin for env vars
• isolate_logging - saves/restores logging config
• project_root_path - Path to project root (session scope, read-only)

FIXTURES NOT YET IN CONFTEST (create inline if needed):

• redis_client: use pytest.importorskip("redis") + redis.Redis(host=os.environ.get("REDIS_HOST", "localhost"))
• neo4j_session: use pytest.importorskip("neo4j") + GraphDatabase.driver(uri).session()
• prolog_engine: use pytest.importorskip("pyswip") + Prolog() All three: pytest.skip() if service unavailable.

TEST FILE NAMING:

• Place in tests// matching src//
• Name: test_<source_module_name>.py
• These are authoritative tests, not generated stubs

SYMBOL RENAMES: {TABLE_1}

#### User Prompt

Generate tests for: {module_path}

Implementation ({line_count} lines):

{implemented_code}

Class: {class_name}

SOURCE for these fields: context_builder derives them from AST + source code reading:

• class_name: from AST pair ultimate_name or from StepContext.pair
• required_fields/optional_fields: from AST class_vars + parameters on __init__. Required = no default. Optional = has default.
• validator_source: context_builder reads the BODY of each @field_validator/@validator method from source (AST gives decorator name, then we extract the function body text). Shows raw validator code, not a description.
• constructor_body: context_builder extracts the __init__ method body from source. The model reads it to infer side effects (network calls, thread spawning, global mutations). We don't guess side effects — we show the code.
• class_vars: from AST class_vars list. Flag any ClassVar[dict] or ClassVar[list] as "accumulates across tests — reset in fixture".
• service_deps: context_builder runs heuristic grep on method body: contains redis -> redis, contains neo4j -> neo4j, contains pyswip/Prolog -> prolog, contains call_llm/httpx/anthropic -> llm. If none -> none. If multiple -> multi.

Constructor:

• Required params: {required_fields}
• Optional params with defaults: {optional_fields}
• Validators (source code): {validator_source}
• Constructor body (read this to understand side effects):

{constructor_body}

• ClassVar state that accumulates: {class_vars} <- RESET between tests

Methods to test: {FOR EACH method:}

• {"async " if is_async}def {name}({params}) -> {return_type} Abstract: {is_abstract} | Decorators: {decorators} Service deps: {service_deps} (none|redis|neo4j|prolog|llm|multi) — heuristic from method body grep Method body ({body_line_count} lines):

{method_body}

{END FOR}

Import paths for types in signatures:

{FOR EACH type:}

• {TypeName} -> from orchestrata_ultimate.{module} import {TypeName} {END FOR}

Reference tests from orchestrata:

SOURCE: context_builder looks up orchestrata/tests/<matching_dir>/test_<module_name>.py. If no match found, this section is "No reference tests available — generate from scratch."

{orchestrata_test_contents_or_empty}

Coverage target: 99% line coverage on {module_path}

Output the complete test file.

---

### Fixer Volk Prompt

#### System Prompt

Same as Porter system prompt, plus:

You are fixing a failed porting step. You receive the ORIGINAL file and the validation errors. Apply the step's required changes to the ORIGINAL file while avoiding the errors. Output the complete corrected file in a ```python fence.

#### User Prompt

Fixing Step {number}: {title}

Original file (the ONLY starting point — apply changes to THIS):

{original_contents}

What the step requires:

{actions}

Validation errors from the previous attempt (avoid these mistakes):

{error_output}

Apply the step's changes to the original file. Avoid the listed errors. Output the complete corrected file.

**Design decision:** The broken state is NOT included. Including it causes model contamination — the model mixes correct and broken code unpredictably. Instead, the Fixer gets: original (clean starting point) + step actions (what to do) + error output (what to avoid). This produces cleaner results.

---

### Reviewer Volk Prompt

#### System Prompt

You are reviewing a code diff from an automated porting step. Output ONLY one of:

• "APPROVED" — if the diff correctly implements the step
• "ISSUES:\n" followed by one issue per line: FILE:LINE DESCRIPTION

Check for:

1. Remaining from orchestrata. imports (must be orchestrata_ultimate)
2. Bare os.environ["X"] reads (must use .get())
3. Missed symbol renames (Volk->Agent, BaseEntity->DomainEntity, etc.)
4. Relative imports (must be absolute)
5. Mocking (unittest.mock, MagicMock, @patch)
6. Truncated methods (pass/... where implementation should be)
7. Correct base class (BaseAgent subclasses use Pydantic, not dataclass)

#### User Prompt

Review Step {number}: {title}

Diff:

{git_diff}

AST expectations:

• Methods that should exist: {expected_methods}
• Readiness target: {readiness_before} -> mostly_complete

Verdict?

**When used:** Optionally after Porter pass + validation pass, before merge. Adds confidence but costs one extra API call. Configurable via `config.run_reviewer = True/False`.

---

### Context Builder (context_builder.py)

Assembles StepContext from multiple sources. Runs BEFORE model dispatch.

Key operations:
1. Read ALL target files from worktree (not repo root)
2. Read ALL source files from orchestrata
3. Snapshot originals at worktree creation time (stored in .harness/step-N/original/)
4. Find AST pair from ast-deep-comparison.json by matching class names in step title/files
5. **For `needs_creation` pairs** (ultimate_exists=false): populate `methods_to_add` from `pair['orchestrata_methods']` (ALL methods), not from `method_diff.only_in_orchestrata` (which doesn't exist for these pairs). Set `readiness_before = "needs_creation"` and include it in the prompt so the model knows it's creating from scratch.
6. Scan disk for available_modules (which ultimate modules exist NOW)
6. For each source import, translate and check if dest module exists -> unavailable list
7. Determine layer rules from file path
8. Check if file is in the 6-file dynamic imports list
9. Determine NEW_FILE vs MODIFY_EXISTING

---

### Worktree Manager

Key operations:
- create(): Always fresh. Removes stale worktree/branch from previous attempt first.
- commit(): `git add orchestrata-ultimate/src orchestrata-ultimate/tests` (NOT -A — repo root is workspace with 61 subdirs). Then `git commit` in worktree. MUST be called before merge.
- merge(): git merge --no-ff, returns SHA. Then discards worktree.
- discard(): Force remove worktree + delete branch.
- rollback(sha): git revert <sha> on main.

**CRITICAL:** The git root is `/home/mohamed/workspace` (not orchestrata-ultimate). Worktrees branch the ENTIRE workspace. `git add -A` would capture changes from all 61 projects. Always use explicit paths: `git add orchestrata-ultimate/src/ orchestrata-ultimate/tests/ orchestrata-ultimate/plans/`.

---

### Validation Pipeline (8 checks)

| # | Check | Severity | Stop? |
|---|-------|----------|-------|
| 1 | Syntax (py_compile) | CRITICAL | Yes |
| 2 | Step verify command | CRITICAL | Yes |
| 3 | Import grep (from orchestrata. without _ultimate) | ERROR | No |
| 4 | String literal imports ("orchestrata." in non-import lines) | ERROR | No |
| 5 | Bare os.environ["X"] grep | ERROR | No |
| 6 | Architecture checker | WARNING | No |
| 7 | AST signature comparison (port steps only) | ERROR | No |
| 8 | Targeted module tests (tests/<module>/test_<file>.py) | CRITICAL | Yes |
| 9 | Full pytest (compare against baseline, new failures only) | CRITICAL | Yes |

Check 8 (targeted tests): Auto-detected from file path. If step modifies `src/orchestrata_ultimate/core/logging/logging_config.py`, run `pytest tests/test_logging.py tests/core/ -x -q`. Fast (~2s). Catches regressions in the specific module. Runs BEFORE the full suite.

Check 9 (full pytest): Baseline recorded by `harness init` using `--continue-on-collection-errors`. Baseline records: `collected`, `passed`, `failed`, `errors` (collection errors). Pre-existing failures AND pre-existing collection errors are ignored. Only NEW failures or NEW errors are CRITICAL. Test count regression: if collected < baseline_collected, flag as ERROR (model deleted a test). Error count regression: if errors > baseline_errors, flag as ERROR.

**Dispatcher max_tokens:** Set `max_tokens=16384` in all OpenRouter requests. DeepSeek V3 default is 8192 which truncates files >600 lines. thread_pool.py (861 lines) needs ~7.6K output tokens — 8192 is too tight. 16384 gives safe headroom.

---

### Orchestration Loop

For each step in range:
1. Skip check (is_skip -> mark skipped, continue)
2. Dependency check (all depends_on must be passed/skipped, else mark blocked, stop if --stop-on-failure)
3. Gate check (no model, just run validation against repo root, assert all prior steps passed)
4. Shell-only (run pre_commands, mark passed)
5. Delete (safety check imports, git rm, mark passed)
5b. **Scaffold** (design phase for scaffold step_type):
    a. Generate destination class diagram from AST pair data (Mermaid)
    b. Run `diagram_generator.py diagram2code --diagram <mermaid> --output-dir <worktree>`
    c. The skeleton has correct signatures, empty bodies
    d. Then continue to step 8 (model dispatch) — Porter fills in bodies from orchestrata source
    e. This is the DESIGN -> SCAFFOLD -> IMPLEMENT flow
6. Create worktree (fresh, discards stale)
7. Run pre_commands in worktree
8. Build StepContext from AST + files + disk state
9. Attempt loop (max 3):
   - Attempt 1: Porter (DeepSeek)
   - Attempt 2: Fixer (Sonnet) with original + broken + errors
   - Attempt 3: Porter fallback (Qwen)
   - Each: dispatch -> apply -> validate -> pass or collect errors
10. If passed: commit in worktree, merge to main, record SHA, discard worktree
11. If failed: preserve worktree, record errors, stop if --stop-on-failure

---

### Applicator

Parses model output fences:
- Regex: `` ```python\s+(\S+\.py)\n(.*?)``` `` (DOTALL) — fence info string MUST end in `.py` to be treated as a file path. This prevents matching code examples inside model explanatory text (e.g., `` ```python\n# Before:\n... `` which has no file path).
- Fallback: if one file and no `.py` path in fence, use step's primary file
- Reject truncated: check for "... rest of" markers
- Reject too-short: >200 line files must be >=85% of original, <=200 line files >=50%
- Write to worktree path, creating parent dirs as needed

---

### State Tracking (.harness/state.json)

Atomic writes (write to .tmp then rename).

Contains:
- baseline: pytest counts recorded at init
- steps: per-step status, attempts, model, merged_sha, validation, tokens, cost, errors
- summary: total/passed/failed/skipped/blocked counts, total cost

---

### CLI Commands

```bash
python -m scripts.harness init              # Record pytest baseline
python -m scripts.harness run --step 1      # Run single step
python -m scripts.harness run --steps 1-11  # Run range (stops on failure)
python -m scripts.harness run --steps 1-11 --no-stop  # Continue past failures
python -m scripts.harness status            # Show step statuses
python -m scripts.harness retry --step 5    # Retry (fresh worktree)
python -m scripts.harness retry --step 5 --model qwen/qwen-2.5-coder-32b-instruct
python -m scripts.harness rollback --step 3 # git revert merged SHA
python -m scripts.harness validate --step 1 # Validation only, no model
python -m scripts.harness report            # Full dashboard
python -m scripts.harness coverage          # Re-run AST comparison, show delta

Iteration 0: Steps 1-11

Steps 2->3 share error_handling.py. Step 2 merges first. Step 3 worktree branches from HEAD (includes Step 2). No conflict.

Cost: ~$0.01 | Time: ~5 minutes

Success Criteria

• Steps 1-3, 5-10: pass all 8 validation checks
• Step 4: skipped
• Step 11: gate passes (pytest count >= baseline)
• .harness/state.json: 8 passed, 1 skipped, 1 gate
• No worktrees left behind
• git log shows 8 merge commits

File List for Builder

Related

• Plans
• Orchestrata Ultimate — project index
• Workflow
• Tasks