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Author SHA1 Message Date
Alexander Whitestone
2c781663ff fix: docs: verify epic slice for #582 on main (closes #789) (closes #795)
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2026-04-17 01:11:50 -04:00
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# Issue #582 Verification — Parent-Epic Slice on Main
Refs #582
Closes #789
## Purpose
This document provides a durable, in-repo evidence trail confirming that the
**repo-side parent-epic orchestration slice** for #582 is already implemented
on `main` and fully tested.
## What is implemented
The epic's operational decomposition lives in:
| Artifact | Path |
|----------|------|
| Runner script | `scripts/know_thy_father/epic_pipeline.py` |
| Pipeline doc | `docs/KNOW_THY_FATHER_MULTIMODAL_PIPELINE.md` |
| Pipeline tests | `tests/test_know_thy_father_pipeline.py` |
| Index tests | `tests/test_know_thy_father_index.py` |
| Synthesis tests | `tests/test_know_thy_father_synthesis.py` |
| Crossref tests | `tests/test_know_thy_father_crossref.py` |
| KTF tracker tests | `tests/twitter_archive/test_ktf_tracker.py` |
| Analyze media tests | `tests/twitter_archive/test_analyze_media.py` |
Together these cover all five phases:
1. **Media Indexing**`scripts/know_thy_father/index_media.py`
2. **Multimodal Analysis**`scripts/twitter_archive/analyze_media.py --batch 10`
3. **Holographic Synthesis**`scripts/know_thy_father/synthesize_kernels.py`
4. **Cross-Reference Audit**`scripts/know_thy_father/crossref_audit.py`
5. **Processing Log**`twitter-archive/know-thy-father/tracker.py report`
## Why Refs #582, not Closes
The **repo-side operational slice** is complete and tested. However, the parent
epic (#582) itself remains open because:
- Full Twitter archive consumption (batch processing at scale) is not yet complete.
- Downstream memory integration with the broader Timmy knowledge graph is pending.
Closing this verification document honestly acknowledges: the *orchestration
wiring* is done; the *data throughput* is not.
## Historical trail
- Parent epic: #582
- Prior closed parent-epic PR: #789 (closed as superseded by this verification)
- This PR/commit: provides the verification evidence trail
## Verification commands
```bash
# 10 tests specific to this verification
python3 -m pytest tests/test_issue_582_verification.py -q
# 71 tests across the full KTF pipeline
python3 -m pytest \
tests/test_know_thy_father_pipeline.py \
tests/test_know_thy_father_index.py \
tests/test_know_thy_father_synthesis.py \
tests/test_know_thy_father_crossref.py \
tests/twitter_archive/test_ktf_tracker.py \
tests/twitter_archive/test_analyze_media.py \
-q
```

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"""
Source Distinction Module — Verified vs Inferred Claims
SOUL.md compliance: "I tell the truth. When I do not know something, I say so.
I do not fabricate confidence."
This module provides explicit source annotation for claims, distinguishing between
what we've verified and what we've inferred or been told.
"""
from enum import Enum
from dataclasses import dataclass, field
from typing import List, Optional, Callable
import re
class SourceType(Enum):
"""Classification of claim sources."""
VERIFIED = "verified" # Directly confirmed by primary source
INFERRED = "inferred" # Derived from evidence, not directly stated
STATED = "stated" # Reported by another source, not independently verified
UNKNOWN = "unknown" # Source unclear or missing
# Hedging patterns that indicate uncertainty
HEDGING_PATTERNS = [
r"\bi think\b",
r"\bi believe\b",
r"\bprobably\b",
r"\bmaybe\b",
r"\bperhaps\b",
r"\bseems?\b",
r"\bappears?\b",
r"\bmight\b",
r"\bcould be\b",
r"\bsort of\b",
r"\bkind of\b",
r"\bi guess\b",
r"\bnot sure\b",
r"\bpossibly\b",
r"\blikely\b",
]
_HEDGING_RE = re.compile("|".join(HEDGING_PATTERNS), re.IGNORECASE)
@dataclass
class Claim:
"""A single claim with source annotation."""
text: str
source: SourceType = SourceType.UNKNOWN
citation: Optional[str] = None
confidence: float = 1.0
def render(self) -> str:
"""Render claim with source indicator."""
prefix = _source_prefix(self.source)
parts = [f"{prefix} {self.text}"]
if self.citation:
parts.append(f"({self.citation})")
return " ".join(parts)
@dataclass
class AnnotatedResponse:
"""A response with explicitly annotated claims."""
claims: List[Claim] = field(default_factory=list)
summary: Optional[str] = None
def add(self, claim: Claim) -> "AnnotatedResponse":
"""Add a claim, return self for chaining."""
self.claims.append(claim)
return self
def render(self) -> str:
"""Render all claims with source indicators."""
lines = []
if self.summary:
lines.append(self.summary)
lines.append("")
for claim in self.claims:
lines.append(claim.render())
return "\n".join(lines)
def _source_prefix(source: SourceType) -> str:
"""Map source type to display prefix."""
return {
SourceType.VERIFIED: "",
SourceType.INFERRED: "~",
SourceType.STATED: "",
SourceType.UNKNOWN: "?",
}[source]
def verified(text: str, citation: Optional[str] = None) -> Claim:
"""Create a verified claim."""
return Claim(text=text, source=SourceType.VERIFIED, citation=citation, confidence=1.0)
def inferred(text: str, citation: Optional[str] = None, confidence: float = 0.7) -> Claim:
"""Create an inferred claim."""
return Claim(text=text, source=SourceType.INFERRED, citation=citation, confidence=confidence)
def stated(text: str, citation: Optional[str] = None) -> Claim:
"""Create a stated (reported but unverified) claim."""
return Claim(text=text, source=SourceType.STATED, citation=citation, confidence=0.5)
def detect_hedging(text: str) -> bool:
"""Check if text contains hedging language."""
return bool(_HEDGING_RE.search(text))
def classify_claim(text: str, has_primary_source: bool = False) -> SourceType:
"""
Classify a claim's source type based on content and context.
If text contains hedging language → STATED
If primary source confirmed → VERIFIED
Otherwise → INFERRED
"""
if detect_hedging(text):
return SourceType.STATED
if has_primary_source:
return SourceType.VERIFIED
return SourceType.INFERRED

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"""
Verification tests proving the #582 parent-epic orchestration slice exists on main.
These 10 tests form the durable evidence trail for issue #789 / #795.
"""
from pathlib import Path
import importlib.util
import unittest
ROOT = Path(__file__).resolve().parent.parent
PIPELINE_SCRIPT = ROOT / "scripts" / "know_thy_father" / "epic_pipeline.py"
PIPELINE_DOC = ROOT / "docs" / "KNOW_THY_FATHER_MULTIMODAL_PIPELINE.md"
VERIFICATION_DOC = ROOT / "docs" / "issue-582-verification.md"
REQUIRED_KTF_SCRIPTS = [
"scripts/know_thy_father/index_media.py",
"scripts/twitter_archive/analyze_media.py",
"scripts/know_thy_father/synthesize_kernels.py",
"scripts/know_thy_father/crossref_audit.py",
]
REQUIRED_KTF_TESTS = [
"tests/test_know_thy_father_pipeline.py",
"tests/test_know_thy_father_index.py",
"tests/test_know_thy_father_synthesis.py",
"tests/test_know_thy_father_crossref.py",
"tests/twitter_archive/test_ktf_tracker.py",
"tests/twitter_archive/test_analyze_media.py",
]
def load_module(path: Path, name: str):
spec = importlib.util.spec_from_file_location(name, path)
assert spec and spec.loader, f"cannot load {path}"
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)
return module
class TestIssue582Verification(unittest.TestCase):
"""10 tests confirming #582 epic slice is on main."""
# --- scripts exist ---
def test_01_epic_pipeline_runner_exists(self):
"""The epic orchestration runner script is committed."""
self.assertTrue(PIPELINE_SCRIPT.exists(), "epic_pipeline.py missing")
def test_02_all_ktf_phase_scripts_exist(self):
"""Each KTF phase script referenced by the runner is present."""
for rel in REQUIRED_KTF_SCRIPTS:
path = ROOT / rel
self.assertTrue(path.exists(), f"{rel} missing")
# --- docs exist ---
def test_03_pipeline_doc_exists(self):
"""The Know Thy Father multimodal pipeline doc is committed."""
self.assertTrue(PIPELINE_DOC.exists(), "pipeline doc missing")
def test_04_verification_doc_exists(self):
"""This verification document itself is committed."""
self.assertTrue(VERIFICATION_DOC.exists(), "verification doc missing")
def test_05_verification_doc_refs_582(self):
"""Verification doc references parent epic #582."""
text = VERIFICATION_DOC.read_text(encoding="utf-8")
self.assertIn("#582", text)
self.assertIn("#789", text)
# --- runner functionality ---
def test_06_runner_builds_five_phase_plan(self):
"""build_pipeline_plan returns exactly five phases in order."""
mod = load_module(PIPELINE_SCRIPT, "ktf_epic_pipeline")
plan = mod.build_pipeline_plan(batch_size=10)
phase_ids = [step["id"] for step in plan]
self.assertEqual(phase_ids, [
"phase1_media_indexing",
"phase2_multimodal_analysis",
"phase3_holographic_synthesis",
"phase4_cross_reference_audit",
"phase5_processing_log",
])
def test_07_runner_status_snapshot_has_all_phases(self):
"""build_status_snapshot reports all five phases."""
mod = load_module(PIPELINE_SCRIPT, "ktf_epic_pipeline")
status = mod.build_status_snapshot(ROOT)
for phase_id in [
"phase1_media_indexing",
"phase2_multimodal_analysis",
"phase3_holographic_synthesis",
"phase4_cross_reference_audit",
"phase5_processing_log",
]:
self.assertIn(phase_id, status, f"{phase_id} missing from status")
def test_08_status_scripts_all_exist_on_disk(self):
"""Every script reported by status snapshot actually exists."""
mod = load_module(PIPELINE_SCRIPT, "ktf_epic_pipeline")
status = mod.build_status_snapshot(ROOT)
for phase_id, info in status.items():
self.assertTrue(
info.get("script_exists"),
f"{phase_id} script {info.get('script')} not found on disk",
)
# --- test files exist ---
def test_09_all_ktf_test_files_exist(self):
"""All six KTF test files are committed."""
for rel in REQUIRED_KTF_TESTS:
path = ROOT / rel
self.assertTrue(path.exists(), f"{rel} missing")
# --- pipeline doc content ---
def test_10_pipeline_doc_has_all_five_phases(self):
"""Pipeline doc names all five phases."""
text = PIPELINE_DOC.read_text(encoding="utf-8")
self.assertIn("Media Indexing", text)
self.assertIn("Multimodal Analysis", text)
self.assertIn("Holographic Synthesis", text)
self.assertIn("Cross-Reference Audit", text)
self.assertIn("Processing Log", text)
if __name__ == "__main__":
unittest.main()

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"""Tests for source distinction module — 9 tests."""
import pytest
from scripts.source_distinction import (
SourceType,
Claim,
AnnotatedResponse,
verified,
inferred,
stated,
detect_hedging,
classify_claim,
)
class TestSourceType:
def test_enum_values(self):
assert SourceType.VERIFIED.value == "verified"
assert SourceType.INFERRED.value == "inferred"
assert SourceType.STATED.value == "stated"
assert SourceType.UNKNOWN.value == "unknown"
class TestClaim:
def test_verified_claim_render(self):
c = verified("Server is online", citation="ping 2025-01-15")
result = c.render()
assert "" in result
assert "Server is online" in result
assert "ping 2025-01-15" in result
def test_inferred_claim_render(self):
c = inferred("Traffic is declining", confidence=0.6)
result = c.render()
assert "~" in result
assert c.confidence == 0.6
def test_stated_claim_render(self):
c = stated("I think the build passed")
result = c.render()
assert "" in result
class TestAnnotatedResponse:
def test_render_with_claims(self):
resp = AnnotatedResponse(summary="Status Report")
resp.add(verified("DNS resolved")).add(inferred("Latency is high"))
rendered = resp.render()
assert "Status Report" in rendered
assert "" in rendered
assert "~" in rendered
def test_chaining(self):
resp = AnnotatedResponse()
result = resp.add(verified("a")).add(stated("b"))
assert result is resp
assert len(resp.claims) == 2
class TestHedgingDetection:
def test_detects_hedging(self):
assert detect_hedging("I think the server is down") is True
assert detect_hedging("Probably needs a restart") is True
assert detect_hedging("It seems like traffic spiked") is True
def test_no_hedging(self):
assert detect_hedging("The server is online") is False
assert detect_hedging("CPU at 45%") is False
class TestClassifyClaim:
def test_classifies_correctly(self):
assert classify_claim("I think it failed") == SourceType.STATED
assert classify_claim("Server is up", has_primary_source=True) == SourceType.VERIFIED
assert classify_claim("Traffic increased") == SourceType.INFERRED