Closes the 'identity is load-bearing but not visibly differentiated'
gap noted at the end of ADR-0027. Pack swap now produces visibly
different surfaces on identical trajectories at the same alignment.
Schema bump — packs gain an optional 'surface_preferences' block:
hedge_threshold_strong, hedge_threshold_soft → band entries
preferred_hedge_strong, preferred_hedge_soft → phrases per band
claim_strength → balanced|qualified|affirmative
qualified_band_high, preferred_qualifier → marginal-band shaping
Loader enforces threshold ordering (strong <= soft <= qual_high),
phrase length bounds, and the enum-of-three for claim_strength.
Missing block resolves to defaults that reproduce pre-ADR behavior
byte-for-byte; existing tests pass unchanged.
Algorithm (deterministic, surface-only, no sampling/repair/normalize):
alignment < strong → preferred_hedge_strong + lower-cased surface
alignment < soft → preferred_hedge_soft + lower-cased surface
soft <= alignment < qual_high
and claim_strength=qualified → preferred_qualifier + lower-cased surface
otherwise → bare surface
Three v1 pack profiles:
default_general_v1 balanced; 0.40 / 0.50 / 0.75 ; 'It seems that' / 'Perhaps'
precision_first_v1 qualified; 0.55 / 0.70 / 0.85 ; 'Arguably,' / 'In some cases,' / 'Under certain conditions,'
generosity_first_v1 affirmative; 0.20 / 0.30 / 0.50 ; default hedge phrases
Re-ratified. New MasteryReport SHAs (superseding Phase-5):
default_general_v1 → ddc1ba127231272660e6a435e177227558461b0278572a95635b416c3e1dec5a
precision_first_v1 → cb5fb2323214a26afda33f2a67e22f38fe49f4763829d48ef67fd41241aba33c
generosity_first_v1 → 94f2f49e1b16c7498fb52b8f9864eecc198618933dc8381a01b809c146826db7
Files touched:
* core/physics/identity.py — new SurfacePreferences dataclass;
IdentityManifold gains 'surface_preferences' field with defaults.
* packs/identity/loader.py — _build_surface_preferences() parses,
bounds-checks (threshold ordering, claim_strength enum, phrase
length, threshold ranges); SurfacePreferences round-trips.
* generate/surface.py — SurfaceContext gains 7 new fields with defaults
matching the pre-ADR module-level HEDGE_STRONG_THRESHOLD /
HEDGE_SOFT_THRESHOLD; _apply_hedge takes the full context and
implements the four-band algorithm; module-level constants retained
for back-compat.
* chat/runtime.py — _build_surface_context lifts manifold.surface_preferences
into SurfaceContext.
* packs/identity/*.json — three v1 packs gain surface_preferences blocks
tuned to their roles; re-ratified via scripts/ratify_identity_packs.py
(idempotent).
* tests/test_identity_surface_divergence.py — 15 tests covering hedge
bands, claim_strength bands, pack-swap divergence proof, and runtime
context wiring.
Suite status: cognition 121, teaching 17, runtime 19, formation 182,
smoke 67 — all green. test_identity_packs.py 23/23, new
test_identity_surface_divergence.py 15/15.
Docs: ADR-0028 (Accepted) records the decision and verification; ADR-0027
status updated to point to ADR-0028 for deep realizer wiring; README
§Identity Packs notes the visible divergence; docs/identity_packs.md
gains a §Surface preferences section and closes the known-limit #1
about invisible surface differentiation.
11 KiB
Identity Packs — Reference
Status: Operational reference doctrine. Update when pack format, loader contract, or CLI flag semantics change.
Last updated: 2026-05-17
Companion docs: decisions/ADR-0027-identity-packs.md, teaching_order.md, runtime_contracts.md
What an identity pack is
An identity pack is the on-disk, content-addressed representation of an IdentityManifold. At runtime startup, CORE loads exactly one identity pack and uses it to construct the manifold that drives PersonaMotor.from_identity_manifold() and IdentityCheck. Replacing the pack replaces the model's identity surface without touching code.
Identity packs sit alongside language packs in the trust hierarchy:
- Language packs (
packs/en/,packs/grc/,packs/he/, …) — what CORE speaks. - Identity packs (
packs/identity/<pack_id>.json) — who CORE is while speaking. - Safety packs (future,
packs/identity_safety/) — what CORE will never be, regardless of identity pack.
Pack format (v1)
A single JSON file. Strings, ints, bools, lists, dicts only — same canonical-JSON discipline as the formation pipeline (no floats embedded in identifying fields; numeric direction vectors are floats but their canonical position in the file is fixed).
{
"pack_id": "default_general_v1",
"version": "1.0.0",
"description": "Balanced general identity. Default shipping pack.",
"schema_version": "1.0.0",
"mastery_report_sha256": "",
"alignment_threshold": 0.45,
"boundary_ids": [
"no_fabricated_source",
"no_hot_path_repair"
],
"value_axes": [
{
"axis_id": "truthfulness",
"name": "truthfulness",
"direction": [1.0, 0.0, 0.0],
"weight": 1.0,
"theological_note": "Truth is treated as a fixed value axis, not a prompt preference."
},
{
"axis_id": "coherence",
"name": "coherence",
"direction": [0.0, 1.0, 0.0],
"weight": 1.0,
"theological_note": "Operations must preserve field coherence under propagation."
},
{
"axis_id": "reverence",
"name": "reverence",
"direction": [0.0, 0.0, 1.0],
"weight": 1.0,
"theological_note": "Depth-language handling remains bounded by source structure."
}
]
}
Field semantics
| Field | Required | Meaning |
|---|---|---|
pack_id |
yes | Unique identifier. Convention: <slug>_v<major>. |
version |
yes | Semver. Bumping major produces a new pack_id. |
description |
yes | Human-facing one-liner. Surfaces in core pulse --list-identity-packs. |
schema_version |
yes | Format version. Currently "1.0.0". |
surface_preferences |
no | Pack-supplied surface hedge / claim-strength shaping (ADR-0028). Defaults preserve pre-ADR behavior. See §"Surface preferences" below. |
mastery_report_sha256 |
no | SHA of the companion <pack_id>.mastery_report.json. Empty for unratified development packs; production deployments refuse to load packs with empty values. |
alignment_threshold |
yes | Float in [0, 1]. Passed to IdentityManifold.alignment_threshold. |
boundary_ids |
yes | List of boundary identifiers. Mirrors IdentityManifold.boundary_ids. |
value_axes |
yes | List of ≥ 1 axes. Each has: axis_id, name, direction (list of 3 floats in [-1, 1]), weight (float ≥ 0), theological_note. |
Surface preferences (ADR-0028)
Optional block driving the assembler's hedge and claim-strength decisions:
"surface_preferences": {
"hedge_threshold_strong": 0.40,
"hedge_threshold_soft": 0.50,
"preferred_hedge_strong": "It seems that",
"preferred_hedge_soft": "Perhaps",
"claim_strength": "balanced",
"qualified_band_high": 0.75,
"preferred_qualifier": "In some cases,"
}
Bands (in descending hedge strength):
alignment < hedge_threshold_strong→ prependpreferred_hedge_strong.alignment < hedge_threshold_soft→ prependpreferred_hedge_soft.hedge_threshold_soft <= alignment < qualified_band_highandclaim_strength == "qualified"→ prependpreferred_qualifier.- Otherwise leave the assertion bare.
Threshold ordering required: hedge_threshold_strong <= hedge_threshold_soft <= qualified_band_high. Loader enforces this.
claim_strength must be one of {"balanced", "qualified", "affirmative"}. "balanced" and "affirmative" skip the marginal-band qualifier; only "qualified" triggers it.
Loader bounds (enforced)
len(value_axes) >= 1— empty axes are refused.- Each
directionmust have length 3 and each component in[-1.0, 1.0]. weightmust be in[0.0, 10.0]— prevents a single axis from dominating arbitrarily.alignment_thresholdmust be in[0.0, 1.0].axis_idvalues must be unique within a pack.- Production mode requires
mastery_report_sha256 != ""and the companion report's self-seal to verify; development mode (CORE_ALLOW_UNRATIFIED_IDENTITY=1) bypasses both.
Loader contract
from packs.identity.loader import load_identity_manifold
manifold = load_identity_manifold(
pack_id="default_general_v1", # required
search_paths=None, # default: ["./packs/identity"]
require_ratified=True, # production default
)
Returns an IdentityManifold (from core/physics/identity.py). Raises IdentityPackError on missing pack, malformed JSON, bound violations, or unverified self-seal in production mode.
The loader is path-aware: deployments may supply search_paths=("/srv/myapp/packs/identity", "./packs/identity") so a robotics or app builder can ship overlay packs without touching CORE's own packs directory.
CLI usage
core pulse "What is truth?"
# Loads default identity (currently default_general_v1).
core pulse --identity precision_first_v1 "What is truth?"
# Loads a specific pack. Pack must exist on the loader's search paths.
core pulse --list-identity-packs
# Lists discoverable packs with description + ratification status.
core chat --identity generosity_first_v1
# Same flag, applies to the chat surface.
CORE_DEFAULT_IDENTITY_PACK=precision_first_v1 core pulse "..."
# Environment override of the default. Takes precedence over the
# core/config.py constant; --identity on the command line takes
# precedence over the env var.
Shipping packs (v1)
| Pack id | Role | Notes |
|---|---|---|
default_general_v1 |
Ship default. Balanced. | Encodes the exact three axes (truthfulness, coherence, reverence) previously hardcoded in chat/runtime.py. Behavioral no-op vs. pre-ADR runtime. ADR-0028 surface_preferences: balanced; hedge thresholds 0.40/0.50/0.75. Ratified: ddc1ba127231272660e6a435e177227558461b0278572a95635b416c3e1dec5a. |
precision_first_v1 |
Specialization example A. | Boosts truthfulness weight, narrows reverence direction. Surface: hedges sooner (0.55/0.70/0.85), uses "Arguably,"/"In some cases,"/"Under certain conditions,"; claim_strength=qualified. Source: evals/identity_divergence/axes/axis_a.yaml. Ratified: cb5fb2323214a26afda33f2a67e22f38fe49f4763829d48ef67fd41241aba33c. |
generosity_first_v1 |
Specialization example B. | Boosts coherence weight, broadens reverence direction. Surface: hedges later (0.20/0.30/0.50); claim_strength=affirmative. Source: evals/identity_divergence/axes/axis_b.yaml. Ratified: 94f2f49e1b16c7498fb52b8f9864eecc198618933dc8381a01b809c146826db7. |
Each ratified pack ships alongside a <pack_id>.mastery_report.json companion file. The loader, in production mode, verifies the companion's self-seal and cross-checks its report_sha256 against the pack's mastery_report_sha256. To re-ratify after editing a pack's axes, run python scripts/ratify_identity_packs.py (idempotent — re-running on already-current packs is a no-op).
Authoring a new identity pack (robotics / personalization / creative tools)
- Author the SubjectSpec. Use
core formation new <subject_id>to scaffold; edit to declare the pack's intent and identity axis constraints. - Hand-author the candidate axes. Use the
identity_anchortemplate's expected input shape:conceptsare axes (withdefinition= behavioral commitment),countersare override-attempt probes the pack must refuse. - Ratify through formation. Render → compose → compile → run → ratify. Produces a signed
MasteryReport. - Promote. Promotion goes through
teaching/review.py's reviewed-apply path. The promote step writes both<pack_id>.jsonand<pack_id>.mastery_report.jsontopacks/identity/. - Deploy. The pack is now selectable by
--identity <pack_id>. Distribute alongside your deployment's other artifacts.
Anti-patterns
- Don't author identity packs by hand-editing
packs/identity/. The runtime never writes there; neither should authors. All packs flow through formation so audit trails are intact. - Don't ship unratified packs (empty
mastery_report_sha256) in production. The loader'srequire_ratifiedflag exists to refuse them. - Don't try to override
boundary_idsto weaken refusal. Boundaries are the immutable contract; if your identity pack omits expected boundaries, the runtime refuses to load it. - Don't try to express safety constraints in an identity pack. Safety axes belong in the (future) safety pack, always-loaded and never-replaceable.
Known limits (read before designing around)
Identity does not yet visibly differentiate articulation at the realizer.Closed by ADR-0028 (2026-05-17). Packsurface_preferencesnow flow into the assembler's hedge and claim-strength decisions.core chat --identity precision_first_v1 "Q"produces a visibly different surface than the default pack on the same prompt at the same alignment. Hedging is English-only at v1; depth-language hedging is a future ADR.- One pack at a time. Multi-pack overlays (
--identity general,domain_medical) are deferred to a follow-up ADR. - No language-specific identity yet. Packs are language-neutral. Per-language identity is a future concern.
- Safety axes are still in
chat/runtime.py. Once the safety pack ADR lands, safety boundaries will move out ofboundary_idsand into a separately-loaded safety pack.
Cross-reference index
- Pack format spec: this doc §"Pack format (v1)".
- Loader contract: this doc §"Loader contract".
- Decision record: ADR-0027.
- Teaching-order placement:
teaching_order.md§"The Five-Layer Ordering Rule" Layer 1. - Identity-divergence eval:
evals/identity_divergence/contract.md. - The geometric identity primitives:
core/physics/identity.py(ADR-0010 implicit). - The formation template that ratifies packs:
formation/templates/identity_anchor.py.