Skip to main content

Fiduciary

Fiduciary adds signed authorization and offline audit to AI agents that change real data. It works with AgentGov (spend limits) and Interlock (transactional checks on what an agent's database writes actually changed). An MCP or policy gateway decides whether an agent may call a tool. This stack decides whether the result of that call may commit, and produces evidence that an auditor can verify without trusting the agent or the operator.

Fiduciary records who set each limit and who approved each exception, as signed documents. Anyone with the public keys can verify them offline.

Architecture

agent ──▶ MCP / policy gateway ──▶ ┌────────────────────────────────────────────┐ ──▶ database
          identity, input checks   │ Fiduciary  who may decide: signed          │     Stripe
          (Cedar, OPA, allow-lists)│            mandates, quorum warrants,      │     mail
                                   │            an audit bundle, V1 to V12      │
                                   │ Interlock  what changed: stage, measure,   │
                                   │            commit or roll back; exactly-   │
                                   │            once outbox, signed inbox       │
                                   │ AgentGov   what it costs: holds across the │
                                   │            delegation tree and the fleet   │
                                   └────────────────────────────────────────────┘
Layer Package What it checks
AgentGov interlock-agentgov Can this scope spend this amount? Limits apply across the whole delegation tree and every session, and in-flight calls hold funds until they settle.
Interlock interlock-escrow Does the change this transaction actually made, read back from the database, satisfy policy? It commits or rolls back that same transaction, and delivers outbound API calls exactly once.
Fiduciary interlock-fiduciary Who set those limits, and who approved each exception? Signed mandates, quorum-approved warrants, and an audit bundle anyone can verify offline.

Use the stack behind a gateway, not instead of one. Gateways handle prompt scanning, identity and agent inventory; this stack checks consequences and records the evidence.

Quickstart

pip install interlock-fiduciary
fiduciary demo --open

Without installing anything: uvx --from interlock-fiduciary fiduciary demo --open. The demo's gateway uses a built-in evaluator of its Cedar policies; install the demo extra (pip install 'interlock-fiduciary[demo]') to use the Cedar engine itself. From a clone, uv sync && uv run fiduciary demo --open includes it.

fiduciary demo creates a deployment in a new directory: an AgentGov ledger, a SQLite back office with 200 orders across four tenants, a Fiduciary store, a charter with three principals, and a bound mandate. Keys are generated for each run. It then runs seven scenarios, sending the same tool calls to an input gateway (Cedar policies) and to the stack:

Act 1  Order queue: refund and loyalty discount
  gateway: 3 of 3 calls permitted. stack: 1 committed, 1 rolled back
  order 9 total: 1000.00 -> 100.00 (90% drop, limit 30%); rolled back
Act 2  Batch settlement cascade (cross-tenant trigger)
  gateway: PERMIT. stack: 50 rows across 4 tenants (limit 20 rows, 1 tenant); rolled back, back office unchanged
Act 3  Sub-agent fan-out across 50 sessions
  gateway: 50 of 50 sessions permitted ($4,500.00; $100.00 per-session limit). stack: 5 committed ($450.00), 45 blocked by the $500/24h lineage window
  derive support-agent/returns (refund cap $100): derived and bound
  derive support-agent/billing (refund cap $50): derived and bound
  derive support-agent/vip (refund cap $500): refused, exceeds its parent: outbound.caps[stripe.refunds.create.amount.request].maximum.usd: is 500, above the parent's 200
Act 4  Relay crash mid-refund (idempotent recovery)
  relay-a crashed after Stripe processed the refund; relay-b retried with the same idempotency key: 2 requests, 1 refund
  webhook: signed event accepted (200), forged event rejected (401); 6 messages delivered
Act 5  2-of-3 principal quorum approval
  ticket 0f908f93 (held): 4 approvals submitted, 2 principals counted, quorum 2 of 3; warrant executed; message pending -> delivered
Act 6  Unauthorized DBA override (break-glass)
  night-shift key released message f2114609 and reset the breaker without a warrant; message delivered
Act 7  Offline third-party audit verification
  before.fidb: PASS, 0 findings, 0 network calls, 0 planted values found
  after.fidb: FAIL (exit 7), 2 findings, 0 network calls, 0 planted values found
    V7 ambient: ledger entry 221 (circuit_reset) on support-agent: circuit reset without an authorizing warrant
    V7 ambient [break-glass]: operator record 3 (release) by key f66328a7c3defa1c acted on the lineage's outbox messages without an authorizing warrant

All figures are measured during the run: row changes from the open transaction, deliveries from the outbox log, holds from the ledger, and verdicts from verify-bundle with networking disabled. The run takes a few seconds and writes:

  • dashboard.html: a single file that makes no network requests and prints to PDF. It shows the verdict, the zero-payload check, the seven scenarios side by side, the mandate lineage with ledger usage, every ticket, approval, warrant and operator action, and the V1–V12 checks mapped to the OWASP Top 10 for Agentic Applications (2026), SOC 2, and EU AI Act Articles 12 and 14.
  • before.fidb and after.fidb: audit bundles exported before and after the DBA override, with pinned-keys.json and charter.digest for verifying them yourself.
  • attestation.json and report.md.
  • The deployment and its fiduciary.toml, so fiduciary --config <dir>/fiduciary.toml verify, tickets list --all and the other commands work against it. This is the quickest way to a working charter, mandate and keys; setting them up by hand takes the steps in A charter, a mandate, a derived child.

--out DIR sets the directory, --report PATH also writes the dashboard or a Markdown report elsewhere, and --serve serves the dashboard on 127.0.0.1. Added in 1.1.0.

Scenario 1 with a live model

--live runs scenario 1 with a Claude model. Its calls go through the session, are metered against the mandate's budget, and stop at --max-cost. The API key comes from BENCHMARK_API_KEY (environment or --env-file); ANTHROPIC_API_KEY is never read. Results from the run on 2026-10-25 (UTC), with cedarpy 4.12.2:

Model claude-opus-5-5, effort medium: 3 turns, 9.4 s
Tokens and cost 5,757 input and 715 output tokens: $0.039328, metered by AgentGov against the session's budget
Calls made refund_order (order 5, "12.50"), apply_discount (order 9, 10), lookup_order (9), lookup_order (5)
Gateway Cedar permitted all four
Stack The refund committed. The discount was rolled back: the repricing trigger dropped order 9 from 1,000.00 to 100.00 (90%), over the 30% limit. The back office was left unchanged.
Model's reply It confirmed the refund, reported the blocked discount, said the 30% rule looked wrong for a 10% discount, and asked for the rule to be checked before retrying.

The model's calls were valid and within policy. The problem was what the database did with them, which no input check can see; the agent's feedback says only that the plan lowered order totals by more than 30%, so from its side the limit looks wrong. Live results are not reproducible because model behavior varies. The default mode replays a fixed call sequence, and CI runs that.

Features

  • Signed documents (FIDU1). Canonical JSON signed with Ed25519 (HMAC is not accepted): the charter (principals, keys, quorums, break-glass keys), the mandate (every limit delegated to one agent scope), the tool binding, the approval, the ticket and the warrant.
  • Delegation can only narrow. refines(child, parent) lists every field where a child mandate is wider than its parent, and such a child is refused.
  • Compilation and binding. A mandate compiles into Interlock checkers, sinks and rate windows, and AgentGov governance and loop-detection policies. A mandate the deployment cannot enforce fails to compile.
  • Escalation and warrants. An action the mandate does not allow becomes a signed ticket with typed evidence. A warrant forms when enough distinct principals approve the exact option, before the deadline; it is bound to the ticket digest and the state the systems recorded, and it executes once through Interlock's operators and AgentGov's ledger.
  • Sessions and MCP. An agent acts through a session, in process or over MCP. Nothing an agent can reach is able to approve anything.
  • Audit bundle. A lineage exports to one file with no row data, payloads, prompts or secrets. verify-bundle checks it offline (V1 to V12) and re-evaluates every recorded decision.
  • Service and cluster on PostgreSQL, with crash-safe recovery.

docs/FIDUCIARY_SPEC.md is the specification, stable across 1.x. CHANGELOG.md lists each release. SECURITY.md describes what is stored where and what is out of scope.

Install

pip install interlock-fiduciary                  # local Ed25519 keys included
pip install 'interlock-fiduciary[postgres]'      # the PostgreSQL store
pip install 'interlock-fiduciary[kms-aws]'       # keys held by AWS KMS
pip install 'interlock-fiduciary[demo]'          # fiduciary demo's gateway on the Cedar engine

A charter, a mandate, a derived child

fiduciary keygen alice.key        # prints alice's public key: ed25519:<hex>
fiduciary keygen bob.key
fiduciary keygen carol.key
fiduciary keygen service.key

fiduciary charter init --principal alice=ed25519:... --principal bob=ed25519:... \
    --principal carol=ed25519:... --quorums 2,2,1 \
    --ledger <entry_hash of AgentGov entry 1> --label acme --out charter.draft.json
fiduciary sign charter.draft.json --key alice.key --out charter.json

fiduciary.toml:

database = "fiduciary.db"            # or postgresql://...
ledger   = "ledger.db"               # the AgentGov ledger every record is anchored into

[charter]
file   = "charter.json"
digest = "<the digest fiduciary sign printed>"

[service]
key = "service.key"                  # or signer = "<name>", a [signers.<name>] table
fiduciary install
fiduciary charter propose charter.json
fiduciary approve charter.json --principal alice --key alice.key --submit
fiduciary approve charter.json --principal bob --key bob.key --submit
fiduciary charter adopt <digest>

fiduciary mandate draft --charter charter.json --scope agent --funded-from support \
    --label "Support agent" --out mandate.draft.json   # every bound at its tightest
# edit the bounds, then:
fiduciary mandate check mandate.draft.json --charter charter.json
fiduciary sign mandate.draft.json --key bob.key --out mandate.json
fiduciary mandate propose mandate.json
fiduciary approve mandate.json --principal alice --key alice.key --submit
fiduciary approve mandate.json --principal carol --key carol.key --submit
fiduciary mandate issue <digest>

fiduciary verify

To bind a mandate, the configuration also names the deployment it binds to:

interlock = "interlock.toml"         # its tables and sinks

[binding]
tools      = ["refund.tool.json"]    # the tool bindings it runs: files, or module:name
directives = ["stop-retrying.txt"]   # directive texts, by the SHA-256 of their bytes
chains     = "chains"                # each lineage's escrow chain

The charter's --ledger must be that ledger's first entry.

fiduciary mandate compile <digest>   # the compiled policy, and its digest on stderr
fiduciary mandate bind <digest>      # delegates the envelope to the mandate's scope

fiduciary mandate draft --charter charter.json --parent mandate.json \
    --scope agent/triage --label "Triage" --out child.draft.json
fiduciary mandate derive child.draft.json --bind   # signed by the service, no approvals

# an amendment, approved as an issue is:
fiduciary mandate amend mandate-v2.json   # rebases or suspends children, rebinds
# a revocation, on --revoke approvals:
fiduciary approve mandate-v2.json --principal carol --key carol.key --revoke --submit
fiduciary mandate revoke <digest>
fiduciary mandate expire                  # every lineage past its term

fiduciary approve prints the document it is about to sign and asks for confirmation. A principal signs on their own machine, and needs no database credential beyond the intake role.

An exception is escalated as a ticket, and decided on the principals' own machines:

fiduciary tickets list                    # open tickets
fiduciary tickets show <ticket_id>        # rendered from its signed bytes
fiduciary approve ticket.json --charter charter.json --principal alice --key alice.key \
    --resolution grant --submit           # an option, by action or digest
fiduciary approve ticket.json --charter charter.json --principal bob --key bob.key \
    --resolution narrowed.json --submit   # or a narrowing of one, read from a file
fiduciary warrant show <warrant_id>
fiduciary resolve                         # settle executions a crash interrupted

The executor signs Interlock's operator records. Its key and the runtime records key can be AWS KMS keys only with Interlock 1.0.3 or later, which signs ILOK1 records in a form KMS accepts. Fiduciary checks the installed Interlock and refuses a KMS key on an older one:

[executor]
key = "executor.key"                 # an [operators.keys] key of interlock.toml
log = "operators.jsonl"              # interlock's operator log

[runtime]
records = "runtime.jsonl"            # the guard's ILOK1 log of quotes and grants
key     = "runtime.key"

An agent's session

A session is one mandate version in force, one tenant, one trajectory and one billing scope, recorded before its first call. With the deployment above bound, and in_process = "tool-calls-only" in fiduciary.toml (an agent that runs code it writes is bridged out of process instead):

from fiduciary import Fiduciary

fid = Fiduciary.from_config("fiduciary.toml")
with fid.session("support-agent", tenant="acme") as session:
    tools = session.tool_definitions()  # the pinned bindings, as the Messages API takes them
    result = session.call(
        "refund_order", {"order_id": 7, "amount": "12.50", "payment_intent": "pi_0000000007"}
    )
    print(result.outcome)  # committed; or refused, with interlock's sanitized feedback
fid.close()

session.govern(anthropic.Anthropic()) meters the model's own calls on the session's billing scope, under the mandate's breaker, ceilings and model allowlist. A halt is answered by interlock's recovery runtime, and a spent reserve raises an extension ticket for the principals. Out of process, the same session speaks MCP:

fiduciary mcp serve --mandate support-agent --tenant acme                        # stdio
fiduciary mcp serve --mandate support-agent --tenant acme --http 127.0.0.1:8765 \
    --token-file session.token                                                  # Streamable HTTP
fiduciary mcp proxy --mandate support-agent --tenant acme -- <upstream MCP server command>

The agent sees the bindings the mandate pins and two built-ins (fiduciary_request, to ask the principals for an undo or an amendment, and fiduciary_ticket_status), and no way to approve anything. A binding can be written in code with fiduciary.Tool, and pinned with fiduciary tool digest module:name.

Auditing a lineage

The operator exports a lineage. The ledger's checkpoint key signs the checkpoint that the bundle's inclusion proofs are checked against:

fiduciary export-bundle --mandate support-agent --ledger-key ledger.key --out support-agent.fidb

The auditor verifies it anywhere, using the charter digest and the deployment's public keys, obtained independently of the bundle:

fiduciary verify-bundle support-agent.fidb --charter <digest> --keys keys.json

verify-bundle prints the result of each check (V1 to V12) and every finding. --json prints the attestation instead, for a SIEM or GRC system: the verdict, each check with its findings and the controls it supports, and a summary of the bundle (mandates and their tree, tickets, approvals, warrants, operator actions and ledger usage). --report audit.html (or .md) also writes a report; the HTML version is a single file that prints to PDF. Neither option changes the exit code. It exits 0 when every check passes, and otherwise with the code of the first failing check:

Exit Failure
1 a usage error
2 the file is not a readable bundle
3 malformed
4 a bad signature
5 authority
6 monotonicity or policy
7 an action with no authorizing mandate or warrant
8 missing evidence
9 revocation or time

An action signed with a key the charter declares as break-glass is still reported, and labeled [break-glass].

Running the service

fiduciary serve runs everything above as one service, from the same fiduciary.toml, with a few tables more:

[serve]
every_seconds = 1                 # a turn of the writer and the executor

[metrics]
listen = "127.0.0.1:9465"         # GET /metrics and /healthz

[bridge]
http = "127.0.0.1:8765"           # tls_cert and tls_key, beyond loopback

[bridge.agents.support-desk]      # an agent's sessions: initialize opens one
mandate = "support-agent"
tenant = "acme"
token_sha256 = "<sha256 of the agent's bearer token>"
fiduciary serve
kill -HUP <pid>                   # open every key again, in place

Several services over one PostgreSQL store and ledger are a cluster, each started with its own node name:

[cluster]
heartbeat_seconds = 1
session_timeout_seconds = 10
fiduciary serve --node fiduciary-0
fiduciary serve --node fiduciary-1

One node leads the writer: it holds the engines and serves the agents. One leads the executor. The others stand by, and /healthz says which roles each holds.

The writer's files (escrow chains, and the runtime, receipt and operator logs) must be on storage that every node can reach and whose file locks every node respects: one host's filesystem, or a network filesystem with cross-host locking. A writer that freezes keeps its locks until it resumes or exits, and the node that took over its role waits, healthy, until then. Configure your supervisor to kill a node whose /healthz stops responding; that bounds the wait (see docs/FIDUCIARY_SPEC.md, F10-19).

Tests

uv sync
uv run pytest

The PostgreSQL store's tests run against a database whose role may create schemas and roles:

FIDUCIARY_TEST_POSTGRES_DSN=postgresql://user:pw@localhost:5432/postgres \
FIDUCIARY_REQUIRE_POSTGRES=1 uv run pytest

The crash tests (tests/test_crash_recovery.py) run the service as a child process and kill it at every checkpoint. The contention test (tests/test_contention.py) runs two service processes over an AgentGov ledger shared through PostgreSQL, so it needs the DSN even when the store under test is SQLite.

The service and cluster tests (tests/test_service.py, tests/test_cluster.py) run fiduciary serve as processes: a node is killed, and one is frozen and thawed. The upgrade tests (tests/test_upgrade.py) open stores each 0.x release wrote; scripts/make_upgrade_stores.py records them anew from each release's own code.

Fiduciary uses the newer Interlock and AgentGov features listed in docs/FIDUCIARY_SPEC.md §12 when the installed versions have them, and falls back otherwise. Tests for each path skip on the other, and the suite passes on both. To test against development checkouts: uv pip install -e ../interlock -e ../agentgov.

The soak test runs a cluster for several minutes against PostgreSQL, then checks the database, the ledger and the logs against every invariant. tests/test_soak.py runs it for forty seconds:

uv run python scripts/live_stress_test.py --dsn postgresql://user:pw@localhost:5432/postgres --minutes 5

The security audit plants a canary for every kind of sensitive value, records the input of every hash and signature, crawls every column, file and bundle member, and exits 0 only when nothing leaked:

uv run python scripts/security_audit.py --dsn postgresql://user:pw@localhost:5432/postgres

scripts/live_acceptance.py runs a Claude model against a session with business requests. It spends money only when BENCHMARK_API_KEY is set, within each session's budget and --max-cost. --offline replays fixed reference calls, as the tests do:

uv run python scripts/live_acceptance.py --offline
BENCHMARK_API_KEY=... uv run --with anthropic python scripts/live_acceptance.py --out live-run

scripts/ilok1_sizes.py --check measures the ILOK1 records the executor asks Interlock to sign, and checks them against the table in the spec (§3.5).

vectors/fidu1/ holds the golden vectors: valid documents with their digests and signing inputs, a chain of records, and invalid documents, each with the error it must fail with. scripts/make_vectors.py regenerates them, and the tests require them unchanged. An implementation in another language that reproduces them reads and signs FIDU1 as this one does.

vectors/fidu1/bundles/ holds golden audit bundles, each with the verdict it must reach (index.json). They are recorded rather than generated, because a bundle is stamped by the wall clock; scripts/make_bundles.py records them anew.

License

Apache-2.0: see LICENSE. To report a vulnerability, see SECURITY.md.

Metadata

Release files for interlock-fiduciary 1.1.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for interlock-fiduciary 1.1.1
File Size Uploaded Provenance
interlock_fiduciary-1.1.1.tar.gz 1.3 MB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for interlock-fiduciary 1.1.1
File Interpreter ABI Platform
interlock_fiduciary-1.1.1-py3-none-any.whl Python 3 none any Details

Total release size: 1.6 MB

Release files / interlock_fiduciary-1.1.1.tar.gz

Download URL interlock_fiduciary-1.1.1.tar.gz
Size 1.3 MB
Tags Source
SHA-256 checksum
How to use checksums
a76139900d95e71140aa34303ebc96a96b1491135bb55801636333a60ab3bc51
BLAKE2b-256 checksum
How to use checksums
b1710b15884b6f47ad1dab54590d7ec07059d97484820e450b2067d909945d27
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 25, 2026.

Transparency log

Release files / interlock_fiduciary-1.1.1-py3-none-any.whl

Download URL interlock_fiduciary-1.1.1-py3-none-any.whl
Size 289.7 kB
Tags Python 3
SHA-256 checksum
How to use checksums
6e26f6b4f1a3dd1b395f892cb73f90883d3f23d35b3257c512f733329aa9cf08
BLAKE2b-256 checksum
How to use checksums
c699294154712961179d39f45804e7e743e4a668d9b0a04c0dab074d9a189c96
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 25, 2026.

Transparency log

Security for interlock-fiduciary 1.1.1

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for interlock_fiduciary-1.1.1.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 25, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page