witnessfield

Describes the external witness structure around a claim. Scoring is a swappable policy — not the protocol.

Institution role (Node 34539544): witness-structure library used by geniusflow-engine. Sister: helixhash. Full map: sangat-architecture/INSTITUTION_REPOSITORY_MAP.md.

v1.0 is a clean rewrite. In v0.x, scoring and priors were baked into the protocol, which created circular dependencies between the two libraries (HelixHash was a high-trust witness class inside witnessfield, and witnessfield-style credibility values leaked into HelixHash entries). v1.0 separates the protocol (what the library guarantees) from policy (opinions about how to weight things). HelixHash now only guarantees order and non-tampering. witnessfield now only describes witness structure. Scoring is a separate, swappable policy layer.

Install

pip install witnessfield

Metalayer cold-start (agents)

pip install is the library only — not institutional truth, not a paid confidence product.

Pilot SKU stays DRAFT / not for sale. Layer 6 LIVE is not claimed. Sister library: helixhash.

What it guarantees

witnessfield describes the external witness structure around a claim. The structure is the protocol. Scores are policy — one plausible policy ships as DefaultPolicy, but the priors, weights, and thresholds it uses are opinion, not measurement. Swap it for your own.

Quickstart

from witnessfield import Claim, Witness, CustodyHop, WitnessStructure
from witnessfield.policy import DefaultPolicy

# Describe the structure — no scoring needed
claim = Claim(
    id="claim-001",
    content="The Federal Reserve will issue tokenized-asset guidance by 2026-12-31.",
    observed_at=1745000000.0,
)
journalist = Witness(
    id="w1",
    witness_class="journalist_primary",  # caller-assigned — library makes no assumption
    attested_content="WSJ reports Fed circulating draft guidance on tokenized settlement.",
    observed_at=1745000000.0,
)
structure = WitnessStructure(claim=claim, witnesses=[journalist], hops=[])

# Structural summary — no policy required
desc = structure.describe()
print(desc["n_witnesses"])    # 1
print(desc["n_independent"])  # 1
print(desc["hop_count"])      # 0

# Score with any Policy implementation
policy = DefaultPolicy.from_legacy_priors()  # loads v0.x calibration as a starting point
score  = structure.score(policy)
print(f"V = {score:.4f}")    # ~0.64 for a 1-year-old claim from a primary journalist

Protocol structure

The protocol defines four dataclasses and one constant.

FIDELITY_DIMS: tuple[str, ...] = (
    "reversibility",        # can the record be altered without detection?
    "accountability",       # is the witness identifiable and answerable?
    "physical_trace",       # does a tamper-evident physical record exist?
    "independence",         # is the witness free from the claim's beneficiary?
    "specificity",          # does the witness address this claim specifically?
    "motivation_clean",     # does the witness have clean motive (no conflict)?
    "cross_referenceable",  # can the claim be confirmed from an independent source?
)

@dataclass(frozen=True)
class Claim:
    id:          str
    content:     str
    observed_at: float

@dataclass(frozen=True)
class Witness:
    id:               str
    witness_class:    str           # free-form; policy decides meaning
    attested_content: str
    observed_at:      float
    signature:        Optional[bytes] = None

@dataclass(frozen=True)
class CustodyHop:
    source:      str               # witness id or "origin"
    destination: str               # witness id or "engine"
    fidelity:    dict[str, float]  # subset of FIDELITY_DIMS; values in [0, 1]

@dataclass
class WitnessStructure:
    claim:     Claim
    witnesses: list[Witness]
    hops:      list[CustodyHop]

    def describe(self) -> dict: ...     # structural summary, no scoring
    def score(self, policy) -> float:   # delegates to policy.score(self)

CustodyHop raises ValueError at construction if any fidelity key is not in FIDELITY_DIMS, or if any value is outside [0.0, 1.0].

WitnessStructure raises ValueError at construction if the hop graph contains a cycle (cycles are meaningless in a custody chain).

describe() — structural summary

desc = structure.describe()
# {
#   "n_witnesses": 2,
#   "n_independent": 1,          # witnesses not receiving info from another witness
#   "hop_count": 1,
#   "age_seconds": 31557600.0,   # time.time() - claim.observed_at
#   "witness_class_counts": {"journalist_primary": 1, "licensed_professional": 1},
#   "fidelity_profile": {        # per FIDELITY_DIM across all hops
#       "reversibility": {"min": 0.7, "mean": 0.7, "max": 0.7},
#       ...
#   }
# }

describe() is deterministic and policy-free. Calling it with no policy, or calling it before any policy is loaded, always works.

Scoring is policy

from witnessfield.policy import Policy, DefaultPolicy

class Policy(Protocol):
    def score(self, structure: WitnessStructure) -> float: ...

Implement the one-method Protocol with any callable to plug in your own scoring.

DefaultPolicy ships as a reference implementation. It uses:

• w_base: prior credibility per witness class
• decay_lambda: temporal decay rate per claim type
• fidelity_aggregator: how to aggregate hop fidelity dimensions (default: geometric mean)
• quantity_fn: how to aggregate witness count (default: log corroboration)

policy = DefaultPolicy(
    w_base={"primary_source": 0.80, "secondary_report": 0.45},
    decay_lambda={"prediction": 0.70, "default": 0.15},
)
score = structure.score(policy)

Migration from v0.x

# Load the old priors exactly — use as a starting point, not production calibration
policy = DefaultPolicy.from_legacy_priors()

The v0.x priors are stored in witnessfield/_legacy/legacy_priors.json as a data file. They are opinion, not measurement. from_legacy_priors() is a migration bridge; replace it with your own calibrated priors.

The archived v0.x tag is v0.1.0-archive.

Custody chain example

hop1 = CustodyHop(
    source="origin",
    destination="w1",
    fidelity={
        "reversibility": 0.95,
        "accountability": 0.90,
        "physical_trace": 1.00,
        "independence":   0.85,
        "specificity":    0.95,
        "motivation_clean": 0.90,
        "cross_referenceable": 1.00,
    },
)
hop2 = CustodyHop(
    source="w1",
    destination="engine",
    fidelity={"reversibility": 0.80, "physical_trace": 0.60},
)

structure = WitnessStructure(claim=claim, witnesses=[w1], hops=[hop1, hop2])
desc = structure.describe()
# fidelity_profile["reversibility"]["mean"] == 0.875
# fidelity_profile["physical_trace"]["mean"] == 0.80

Tests

pytest tests/test_witnessfield.py -v

Includes a grep test verifying that no blessed witness class names ("blockchain", "helix_anchored", "helixhash") appear in core.py or policy.py. The library does not privilege any witness class.

Honest limitations

• DefaultPolicy uses "default" lambda for all claims. Subclass it and override score() if you need per-claim-type decay.
• describe() uses time.time() for age_seconds. Mock it in tests for deterministic age values.
• No cryptographic signature verification in the protocol layer. If a Witness.signature is present, a policy may verify it; the library does not.

License

MIT — Kirandeep Kaur, 2026