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Author SHA1 Message Date
Alexander Whitestone
6b842babcf fix: feat: source distinction - I think vs I know (#793) (closes #802)
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2026-04-17 01:51:41 -04:00
4 changed files with 203 additions and 103 deletions

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# Issue #680 Verification — Fleet-Ops Genome Already Implemented
**Date:** 2026-04-14
**Verified by:** Sprint auto-implementation (issue #807)
**Status:** ✅ Already implemented on `main`
## Summary
The fleet-ops genome deliverable requested in issue #680 already exists on `main`.
This document records the verification evidence and closes the stale issue.
## Existing Artifact
- **Genome document:** `genomes/fleet-ops-GENOME.md`
- **Regression test:** `tests/test_fleet_ops_genome.py`
The genome document contains:
- Project overview grounded in a fresh clone of `fleet-ops` at commit `38c4eab`
- Mermaid architecture diagram
- Structural analysis of Ansible playbooks, Python microservices, cron jobs, and docker-compose sandbox
- Key abstractions, API surface, test coverage gaps, security considerations, and deployment notes
- Concrete metrics: 97 source files, 12 test files, 29 config files, 16,658 lines
- Test results: 158 passed, 1 failed, 2 errors
## Prior PR Trail (Closed Unmerged)
The issue remained open because earlier linking PRs were closed without merging:
- **PR #697** — closed unmerged
- **PR #770** — closed unmerged
Since the artifact landed on `main` through other means, those PRs became stale.
## Verification Commands
```bash
# Confirm artifact exists
ls -la genomes/fleet-ops-GENOME.md
ls -la tests/test_fleet_ops_genome.py
# Run regression tests
python3 -m pytest -q tests/test_fleet_ops_genome.py
# Syntax check
python3 -m py_compile tests/test_fleet_ops_genome.py
```
## Conclusion
No new content is needed. Issue #680 is resolved by the existing implementation.
This PR adds the verification doc and a test to lock the evidence trail.

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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 test for issue #680 — fleet-ops genome deliverable.
Locks the evidence trail proving the genome document and its
regression test already exist on main.
"""
import unittest
from pathlib import Path
ROOT = Path(__file__).resolve().parent.parent
GENOME_PATH = ROOT / "genomes" / "fleet-ops-GENOME.md"
REGRESSION_TEST = ROOT / "tests" / "test_fleet_ops_genome.py"
VERIFICATION_DOC = ROOT / "docs" / "issue-680-verification.md"
class TestIssue680Verification(unittest.TestCase):
"""Confirm the #680 deliverable is present on main."""
def test_genome_document_exists(self):
self.assertTrue(
GENOME_PATH.exists(),
"genomes/fleet-ops-GENOME.md must exist (issue #680 deliverable)",
)
def test_genome_document_is_substantial(self):
text = GENOME_PATH.read_text(encoding="utf-8")
self.assertIn("# GENOME.md — fleet-ops", text)
self.assertIn("## Project Overview", text)
self.assertIn("## Architecture", text)
self.assertGreaterEqual(len(text), 7000, "genome should be >= 7000 chars")
def test_regression_test_exists(self):
self.assertTrue(
REGRESSION_TEST.exists(),
"tests/test_fleet_ops_genome.py must exist as regression guard",
)
def test_verification_doc_exists(self):
self.assertTrue(
VERIFICATION_DOC.exists(),
"docs/issue-680-verification.md must exist",
)
def test_verification_doc_mentions_prior_prs(self):
text = VERIFICATION_DOC.read_text(encoding="utf-8")
self.assertIn("#697", text, "should reference PR #697")
self.assertIn("#770", text, "should reference PR #770")
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