open-standards/jouleclaw/SPEC.md
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energy meters: a GPU counter reading low is refuted in sandbox-meter, eoc-meter and jcp-energy too
#341 bounded an NVML cumulative-energy counter from below in
jouleclaw-energy. The same plausibility check exists in three more meter
crates, and each still judged the counter in one direction only. A counter
that accrued a fraction of what its board drew still advanced, so the
liveness rule called it live. It was then graded `HwShunt` and spent an
energy ceiling it was not measuring. Under-reporting is the unsafe direction
at a ceiling (jcp SPEC §5): it admits work the budget cannot cover. A counter
running fast fails safe.

sandbox-meter, eoc-meter and jcp-energy now carry `CounterUnderRate`, judged
against the same board telemetry and with the same constants as #341:

    floor = (mean_usable_draw - 5 W) / 4

So a counter one meter declines, another does not admit. The slack comes
off the draw before the division, so an idle board makes no finding. The
verdict carries the floor and the draw it was taken from. In sandbox-meter,
which judges several GPUs per run, an under-report outranks an over-report,
and the larger shortfall speaks.

sandbox-meter's NVML probe only builds on Linux, so its verdict-to-status
mapping was tested only by CI's Linux legs. The mapping now lives in the
shared `liveness` module (`gpu_counter_status`), which builds and is tested on
every platform.

SPEC changes:
- jcp §5.1: the plausibility rule is now two-sided, with the floor allowing
  for the draw's imprecision and never firing near idle.
- jouleclaw §1.3: no longer claims the reference implementation already falls
  back to the power integral on an unvalidated GPU. It falls back only where
  it can refute the counter, and the bound is wide: a counter 13.3 % low
  passes it and is graded `HwShunt` until something it shares no error with
  validates it.

Tests: 7 new across the three crates. All 12 mutations of the new logic are
killed.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
2026-10-20 04:15:36 -04:00

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# JouleClaw v1 — Energy-Optimised AI Runtime
Status: **Draft Standard**. Reference implementation:
[`jouleclaw-rs/`](jouleclaw-rs/) (Rust workspace, Apache-2.0).
Spec text: CC-BY-4.0.
Keywords **MUST**, **MUST NOT**, **SHOULD**, **MAY** are RFC 2119.
---
## 1. Scope and doctrine
JouleClaw is a runtime + harness + agentic-layer standard for
energy-optimised AI. It applies to:
- text and code generation (LLMs, SSMs, state-space hybrids)
- multimodal understanding and generation (vision, audio, video, 3D)
- diffusion-based image / video synthesis (DDPM / LCM / Euler / Heun /
DPM++ / CFG++ / Rectified Flow and friends)
- speech recognition (Whisper-class)
- the developer-facing harness that drives the above
The **doctrine** is one sentence: capability per joule, not capability
per parameter.
Three normative consequences follow from the doctrine.
### 1.1 The cascade
A conforming runtime **MUST** dispatch every resolution through an
explicit energy-tiered cascade and **MUST** stop at the first tier
that closes the query. The tiers are:
| Tier | Wire tag | Named tag | Joule class | What it is |
|------|----------|-----------|-------------------|--------------------------------------------------|
| L0 | `L0` | Cache | picojoules | content-addressed cache hit |
| L1 | `L1` | Lawful | nanojoules | deterministic primitive (text / code only) |
| L2 | `L2` | Embed | sub-millijoules | embedding + hybrid retrieval |
| L3 | `L3` | Model | joules | local SSM / ternary / multimodal / diffusion |
| L4 | `L4` | Wire | tens of joules | remote frontier RPC (escape hatch) |
L1 (Lawful) is meaningful only for text and code modalities. For
image / audio / video / 3D generation the cascade collapses to
{L0, L2, L3, L4} — there is no deterministic compute path that
produces a high-quality image from "draw me a cat".
A conforming runtime **MUST NOT** invoke a higher-cost tier before
the lower-cost tiers have returned `Unresolvable`. Inference is the
**last resort**, not the entry point.
### 1.2 Recent knowledge over frozen weights
A conforming runtime **MUST** prefer fresh, provenance-stamped
retrieval over synthesis from frozen model weights whenever:
- the cost of the fetch + extract is below the cost of the
inference, AND
- the retrieved source's trust tier is above the operator's
configured threshold.
This is the L3.5 stage in the cascade implementation — between L2
(local index) and L3 (local model). The retriever **MUST** emit a
`ClaimProvenance` envelope (see §4) for every fact that contributes
to the resolution.
### 1.3 Honest energy provenance
Every energy reading **MUST** carry a `Provenance` tag declaring
how the value was obtained:
| Provenance | Meaning |
|----------------|--------------------------------------------------------|
| `HwShunt` | Hardware reading: a shunt / coulomb counter (Jetson INA3221), or a vendor energy counter (RAPL MSR, NVML cumulative-energy counter, Apple IOReport) while it is live for the domain it claims (below) |
| `ModelBased` | Vendor-provided estimate from freq / voltage / utilisation (ROCm SMI, NVML `power.draw`) |
| `Estimator` | JouleClaw static cost model from arch × precision × batch tables |
A vendor energy counter's reading is a real reading. What separates
one such reading from another is provenance — which counter, over
which domain, and whether it was live when read — not accuracy. So a
live vendor counter is graded `HwShunt`, and liveness is the
condition:
**Liveness (MUST).** A reading from a vendor energy counter (RAPL,
NVML, Apple IOReport, …) **MAY** be graded as a hardware reading only
while the counter is demonstrably live for the domain the figure
claims: the implementation **MUST** have observed the counter
covering that domain advance under load (for Apple IOReport: the CPU
energy rail itself advancing in at least 5 sample intervals, in at
least 4 of every 5, over at least 300 ms while the probing thread
burns CPU). A counter that is present but not live — frozen, or
republished in lumps — **MUST NOT** produce a hardware-graded figure;
the implementation falls back to its estimator or reports the work
unmetered, and **SHOULD** record why. A figure **MUST NOT** claim
coverage of a domain its counter does not read; where the format has
a coverage field, such a figure is Partial.
**The bound is two-sided (MUST).** Where an implementation judges a vendor
energy counter against an independent yardstick — the board's own power
telemetry, a datasheet envelope — it **MUST** apply the bound in **both**
directions. A counter that accrues far *less* than the yardstick says the
device drew is as refuted as one that accrues far more, and it is the more
dangerous of the two: **under-reporting is the unsafe direction at an energy
ceiling, because it admits work the budget cannot cover**, while a counter
running fast fails safe by spending a budget sooner. A counter republished in
lumps, sampled across its republish period, reads low rather than frozen — it
advances, so a liveness probe alone calls it live.
Such a judgement **refutes, never verifies**. The yardstick is itself usually
`ModelBased` (a vendor power estimate), so a counter inside both bounds is *not
refuted*, which is not a finding that it is correct. Where the yardstick is
absent or itself unusable the result is an **indeterminate**, and an
indeterminate **MUST NOT** be graded as a hardware reading either: erring
toward declining is the safe direction. A bound **MUST NOT** fire where the
device is near idle and the yardstick leaves no room for a finding — at idle
draw a correctly reporting counter accrues almost nothing, and refuting it
would be noise, not a defect.
Apple IOReport's GPU rail is not a partial reading of CPU work. It is
machine-wide — it meters every client of the GPU on the host, display
compositing among them, and moves while nothing of the metered work
runs — so where the CPU rail is frozen and only the GPU rail advances,
the reference implementation declines the counter and estimates the
work rather than reporting the GPU rail as `Partial`: the rail does
not cover part of the work, it covers other work.
The thermodynamic circuit breaker **MUST** enforce at the granularity
of the **worst** counter in the request's span. Implementations
**MUST** surface `resolution_uj()` and `min_window_ns()` so callers
can refuse to claim microjoule accuracy on platforms that cannot
deliver it.
Realistic floors:
- Intel / AMD x86 RAPL: ~1 μJ, ~10 ms window. `HwShunt`.
- Jetson INA3221: ~10 mW (integrate for energy). `HwShunt`.
- NVIDIA discrete (NVML cumulative-energy): ~1 mJ, ~100 ms.
`HwShunt` — with a caveat measured across 588 runs by Dauner et al.,
*Evaluating the Influence of Measurement Frequency on Energy Readings
Using Intel RAPL and NVIDIA NVML*, ACM SIGENERGY Energy Informatics
Review 6(2), July 2026. The cumulative counter **does not update
faster than roughly 100 ms on any device they tested**: below that it
mostly returns the preceding value (a stale-read fraction of 93.4 % at
0.5 ms, 86.3 % at 10 ms, 1.0 % at 100 ms, zero from 500 ms). Accuracy
against integrated power is then **device-class dependent**: a
data-center part (A100) agreed to ±0.2 % at every interval, while an
unvalidated consumer part (RTX 4090) was still 13.3 % low at 100 ms
and came within 1.6 % only at 1 s. So on a GPU whose counter has not
been validated against integrated power, prefer the power integral,
graded `ModelBased`. The reference implementation does not tell a
validated part from an unvalidated one. It falls back to the power
integral only where it can refute the counter: not live, or outside
the two-sided bound below. That bound is deliberately wide (a quarter
of the board's draw once 5 W is taken off), so a counter 13.3 % low
passes it and is graded `HwShunt`. Telling the two apart needs the
device's counter checked against something it does not share an error
with, such as an external meter. Until that is done, an `HwShunt` NVML
figure carries its device's unvalidated error. A counter read below
its own update rate is not a reading of the span, whatever the
interface.
- Apple Silicon IOReport: ~1 mJ, ~10 ms. `HwShunt` while its CPU
energy rail is live. On macOS 27.0.1 an unprivileged reader's CPU
rails are frozen (observed on an M5 Max and an M3 Ultra), so the
counter is declined there and the host is estimated (`Estimator`).
Marketing claims of microjoule precision on Apple Silicon are
sales talk; the spec is honest about this.
- Apple Silicon, per process (macOS 27.0.1, unprivileged): the
process's own CPU energy (`proc_pid_rusage`, nJ, live) is
`HwShunt`. The kernel adds a thread's energy to that count only
when the thread leaves a core, and a process's read of its own
count does not take the reading thread off its core, so such a read
is short of what that thread spent since it last left one: up to a
scheduling quantum, missing from a span that ends there and, spent
before it, inside a span that starts there (measured: of 40 spans
over 1 ms of the reading thread's CPU, 25 to 31 read nothing or
under three quarters of it). An implementation **MUST** take each
read of its own process only once it has checked that the reading
thread left its core just before it — the reference counter sleeps,
and reads only once that thread's own energy count (`proc_pidinfo`,
`PROC_PIDTHREADCOUNTS`) rose across a sleep — and a span with an
end not so checked **MUST NOT** be graded a hardware reading: it is
estimated. Its GPU energy is `HwShunt` in two cases only: an exact
zero when its own GPU time (I/O Registry) did not move, and the
IOReport `GPU Energy` rail (nJ, live) when it had at least 99% of
every GPU client's GPU time over the span. A shared GPU gives no
figure: the rail **MUST NOT** be split by GPU time, which is not
energy-proportional (measured: ~1.9 W vs ~17 W per GPU-second for
two jobs). Without a GPU figure, the process's CPU figure alone is
`Partial`. No live source covers the ANE: a figure for work that
used it is `Partial`.
- Consumer AMD GPU, ARM PMU: no usable counter. Use a calibrated
`Estimator` and surface the wider tolerance band.
---
## 2. The receipt
Every cascade walk **MUST** produce one [`Receipt`][prov]:
```json
{
"jc_receipt": "1",
"id": "<uuid v4>",
"closed_at": "<rfc 3339>",
"input_hash": "<blake3 hex of normalised input>",
"tier": "L3",
"joules_uj": 3500000,
"energy_provenance": "ModelBased",
"tools_touched": [
{
"tool_id": "model:gemma4-9b-q5_k_m",
"joules_uj": 3500000,
"energy_provenance": "ModelBased"
}
],
"claims": [
{
"source": "https://en.wikipedia.org/wiki/Gemma_(model)",
"content_hash": "<blake3 hex>",
"fetched_at": "<rfc 3339>",
"trust_tier": 9
}
],
"eoc_stage": null
}
```
Receipts are shaped to seal cleanly inside a Smart Byte signed
envelope (see the sibling [Smart Byte standard](../smart-byte/)).
The Smart Byte signature attests to receipt integrity; the receipt
itself is the auditable thermodynamic record.
A receipt's `energy_provenance` is the **worst** counter seen across
all `tools_touched` — not the best. This is normative.
[prov]: jouleclaw-rs/crates/jouleclaw-prov/src/lib.rs
---
## 3. The `.jc.toml` sidecar
A model file on disk (GGUF / safetensors / MLX) tells you tensor
shapes and quant schemes. It does NOT tell you what one forward
pass costs in joules on real hardware. The cascade auction cannot
pick the cheapest backend if every backend lies about its cost.
A `.jc.toml` sidecar travels next to the model file and declares
the energy contract. See [`jouleclaw-pack`][pack] for the schema.
Backends loading a model with a `.jc.toml` are bound to honour the
declared cost within the per-measurement `drift_factor` tolerance;
the runtime trips `CostDrift` and down-weights the backend in
future auctions when measured > declared × drift_factor.
Without a declared-cost contract, "energy-optimised inference" is
marketing. With one, it is an engineering claim a third party can
verify against the published reference-hardware corpus (see §6).
[pack]: jouleclaw-rs/crates/jouleclaw-pack/src/lib.rs
---
## 4. Provenance
Every retrieved claim that contributes to a resolution **MUST**
carry a `ClaimProvenance` envelope:
```json
{
"source": "<url, did:plc, doi, ...>",
"content_hash": "<blake3 hex of bytes as fetched>",
"fetched_at": "<rfc 3339>",
"trust_tier": 9
}
```
`trust_tier` is 0..10. Bootstrap data comes from the Wikipedia
perennial-sources list (machine-readable via the Wikimedia
Enterprise parsed-references endpoint); operators **MAY** extend the
table.
A retriever **MUST NOT** present a synthesised fact as a retrieved
claim. If the runtime falls back to model inference because no
retrieval closed the query, the receipt's `claims` array **MUST**
remain empty for that tier and the resolution carries the
`L3:Model` tag, not `L2:Embed`.
---
## 5. The MCP tool surface
The standard tool dispatch protocol is MCP (Model Context Protocol).
A conforming runtime **SHOULD** speak MCP for interop with the
Claude Code / Codex / Goose ecosystem.
Every MCP tool call **MUST** be wrapped in
`jouleclaw-mcp::dispatch_metered`, which brackets the call with
energy counter reads and pushes a `ToolTouch` entry onto the
running receipt's `tools_touched` ledger.
### 5.1 The `joule-mcp` profile
Two JouleClaw-aware endpoints **MAY** opt into a CBOR transport
profile by advertising the capability tag `x-jouleclaw/joule-mcp@1`
in their handshake. When both sides advertise it, the wire encoding
switches from JSON-RPC to length-prefixed CBOR (~30–50% lower
serialisation tax per call). When either side does not advertise,
the encoding **MUST** fall back to standard MCP JSON-RPC.
Non-JouleClaw MCP clients (Claude Code, Codex, etc.) see plain
JSON-RPC. The CBOR profile is a negotiated extension, never a
replacement.
---
## 6. Conformance
A conforming runtime **MUST** produce a `Receipt` for every published
conformance vector in [`conformance/v1/`](conformance/v1/) that matches
the canonical receipt's `tier`, `tools_touched[].tool_id`, and
`claims[].content_hash`.
The `joules_uj` field in a conforming receipt **MUST** fall within
the platform-specific drift band declared in the `.jc.toml` sidecar
for each tool / model touched. Drift beyond the band is a
non-conformance signal, not a hard failure — the runtime **SHOULD**
emit `DriftAlert` and let the operator decide whether to demote the
backend or pause the deployment.
Conformance vectors are signed at release time. Implementations
self-certify by round-tripping the public vectors and publishing
their receipts.
---
## 7. Wire format versioning
- The cascade tier wire tags (`L0`–`L4`) are stable across versions.
A future major version **MAY** add tiers (e.g. `L5:Quantum`) but
**MUST NOT** renumber existing ones.
- The `jc_receipt` field on a receipt is the schema version. This
document defines `"1"` (the cascade receipt of §2) and `"policy/1"`
(the policy receipt of §10). Unknown major → reject. Unknown minor
→ accept by ignoring unknown fields. New `jc_receipt` schemas are
added under their own prefixed namespace (`"<name>/<version>"`); the
bare numeric form `"N"` is reserved for the cascade-walk receipt.
- The `jc_pack` field on a `.jc.toml` sidecar follows the same rule.
- The `jc_workspace` field on a workspace manifest (§11) follows the
prefixed-namespace rule (`"workspace/1"`).
---
## 8. Agent identity
A long-running JouleClaw agent is identified by a stable handle
bound to an Ed25519 public key. The canonical derivation is W3C
`did:key` over multicodec Ed25519:
```
handle = "did:key:z" || base58btc(0xed 0x01 || raw_public_key_32)
```
A conforming `AgentIdentity` carries `(handle, public_key, optional
EAT attestation, optional created_at)`. A verifier **MUST** confirm
that `handle == did:key_handle(public_key)` before accepting any
signed material from that identity. Attestation envelopes
(RATS / EAT per RFC 9711) **MAY** be bound to the identity by
placing the same `handle` in the EAT `cti` claim.
Where this identity flows:
- `Receipt.steward` (§2): the cascade-receipt steward identity is the
`handle` form when self-describing.
- `PolicyReceipt.steward` (§10): same handle, same key.
- `WorkspaceManifest.owner` (§11): same handle, same key, with the
pubkey embedded so a third-party verifier needs no external mapping.
- COSE_Sign1 `kid` header on any signed envelope: same handle.
Identity rotation is out of scope for v1. KERI-based AID rotation is
the recommended substrate; this spec does not normatively constrain
the rotation mechanism.
---
## 9. The policy engine
JouleClaw runtimes **MAY** consult an out-of-process policy engine
before executing an `Action`. When they do, the engine MUST be
deny-by-default and operate at filesystem / network / process
granularity.
A conforming engine exposes the following surface:
- **`Action`** — `Filesystem { path, mode }` |
`Network { host, port, method }` |
`Process { binary, argv }`.
- **`Decision`** — `Allow { rule }` | `Deny { reason }`, where
`DenyReason` is `NoMatchingAllow` (deny-by-default) or
`ExplicitDeny { rule }`.
- **`Policy`** — ordered list of rules, plus a monotonic `version`.
A `Rule` is `(effect, agent_scope, action_predicate, name)`.
- **Evaluation rule** — explicit `Deny` rules short-circuit before
any `Allow`. First matching `Allow` wins. No matching `Allow` ⇒
deny-by-default. **MUST** record an `AuditEvent` per evaluation.
- **`AuditEvent`** — `(sequence, policy_version, agent, action,
decision)`. Sequence is monotonic within the engine instance.
- **Live policy update** — `install_policy(new)` accepts only when
`new.version > current.version`.
A conforming **out-of-process transport** is line-delimited JSON
over a duplex byte stream. One request per line, one response per
line. Operations: `evaluate`, `audit`, `audit_since`,
`policy_version`, `install_policy`. The server treats a malformed
line as an error response and keeps the stream open.
The reference engine is `jouleclaw-policy::InMemoryPolicyEngine`
(in-process) plus `jouleclaw-policy-ipc::PolicyClient` /
`jclaw-policyd` (out-of-process).
---
## 10. The policy receipt
A `PolicyReceipt` is the signed audit record for one policy
decision. It is a **sibling** of the cascade receipt in §2: same
COSE_Sign1 envelope (alg = -8 EdDSA over canonical det-CBOR), same
steward identity, but its own schema id (`"policy/1"`) and its own
wire shape.
```json
{
"jc_receipt": "policy/1",
"id": "<uuid v4>",
"closed_at": "<rfc 3339>",
"steward": "<did:key handle>",
"engine_id": "<id>",
"audit_sequence": 7,
"policy_version": 2,
"policy_digest": "<blake3 hex, OPTIONAL>",
"agent": "<did:key handle>",
"action": { "kind": "filesystem", "path": "/workspace/x", "mode": "read" },
"decision": { "kind": "allow", "rule": "read-workspace" }
}
```
### 10.1 Binding the receipt to the rules
`policy_version` is an **installation counter**, not a content address. A
conforming engine SHOULD refuse a non-increasing install, which makes the
number identify a ruleset *within one engine instance*; across a restart, a
replica, or a different backend it does not, because each starts its own count.
`decision.rule` likewise names the rule that decided by **name**. A receipt
carrying only those is a pointer into state that only its producer holds: a
verifier must be told what engine-A's version 2 contained, by the party whose
decision is under audit.
A receipt therefore **MAY** carry `policy_digest`, a BLAKE3 hex digest of the
rules themselves, and an implementation that emits one **MUST** compute it as:
```
BLAKE3( "jouleclaw.policy/1" || rule_count(8, BE) || per rule:
len(name) || name
"allow" | "deny"
"agents:any" | "agents:one_of" || count(8, BE) || (len||id)* [ids SORTED]
"action:filesystem" || len(path_glob) || path_glob || count || (len||mode_tag)*
| "action:network" || len(host_glob) || host_glob || from(2,BE) || to(2,BE)
|| count || (len||method_tag)*
| "action:process" || len(binary_glob) || binary_glob )
```
Three rules make it a digest of the *policy* rather than of a serialization:
- **Rule order is included.** Evaluation scans `Deny` rules first and
short-circuits, so reordering can change the outcome: two orderings are two
policies.
- **The agent list is sorted before hashing.** `agents:one_of` is matched by
membership, so two policies differing only in that order are the same policy
and **MUST** share a digest.
- **A port range is hashed as written, not normalised.** A range whose `from`
exceeds its `to` matches nothing, which is a different policy from the same
pair the other way round.
`version` is **excluded** from the digest: the digest answers "which rules", the
version travels beside it answering "which installation", and folding the
counter in would make one ruleset hash differently per engine.
Every variable-length part is length-prefixed, so no two distinct policies can
share a preimage by moving a field boundary. The mode and method tags are
written out above rather than derived from a serializer, so the digest does not
move if a `serde` rename or a variant reordering ever lands.
The digest **MUST** be the one in force when the decision was made, not the
engine's current policy — the two differ across an install, and attributing a
decision to rules installed after it was made is the error the field exists to
prevent. Implementations SHOULD record it on the audit event at decision time.
When absent, the field **MUST** be omitted from the signed core entirely, not
emitted as a null or an empty string: a receipt without the binding then has a
signed core byte-identical to one produced before the field existed, which is
why the three `policy/1` vectors published before it are unchanged and
`policy/1` verifiers keep working. A consumer that requires the binding
**MUST** check for the field's presence rather than defaulting it.
- The canonical signed core is the det-CBOR (RFC 8949 §4.2.1
length-first map ordering) of the receipt as JSON.
- The COSE_Sign1 envelope is identical in shape to the JCR-1 v1
envelope on the cascade receipt: `protected = {1: -8, 4: steward}`,
`unprotected = {}`, `payload = canonical signed core`,
`signature = Ed25519(Sig_structure)`.
- Verifiers reject envelopes whose `kid` (in the protected header)
disagrees with the embedded `steward`.
- Conforming implementations **MUST** byte-match the four reference
vectors in
[`jouleclaw-rs/crates/jouleclaw-policy-receipt/conformance/vectors-policy.json`](jouleclaw-rs/crates/jouleclaw-policy-receipt/conformance/vectors-policy.json).
Reference verifiers in Rust, Python, and Go ship alongside the
vectors; all three produce byte-identical canonical bytes for the
same receipt. Vectors 1-3 omit `policy_digest` and keep the bytes they
shipped with; vector 4 is vector 1's decision with the binding, so the two
differ by exactly that key.
Policy receipts and cascade receipts share the same JSONL "unified
log" file format: readers dispatch on the `jc_receipt` schema tag
(`"1"` → cascade, `"policy/1"` → policy, unknown → forward-compat
skip).
---
## 11. The agent workspace
A persistent, content-addressed workspace **MAY** be attached to a
long-running agent. The workspace's wire form is a
`WorkspaceManifest`:
```json
{
"jc_workspace": "workspace/1",
"owner": { "handle": "<did:key>", "public_key": "<hex32>" },
"entries": [
{ "path": "notes/x.md", "content_hash": "<blake3 hex>", "size": 17, "kind": "text" },
...
]
}
```
- **Path normalisation** — paths are relative `/`-joined segments.
Absolute paths, empty paths, empty segments, `.` and `..`
segments, and NUL bytes are **MUST** rejected on write.
- **Content addressing** — `content_hash` is BLAKE3 hex of the
bytes; the underlying backend stores bytes keyed by
`content_hash` so identical content is deduplicated.
- **Entry order** — entries in the manifest are sorted lexically
by `path`.
- **Manifest content-address** — the manifest's own content hash is
BLAKE3 over its canonical JSON serialisation. Identical workspace
state → identical manifest hash → identical signature.
- **Signing** — a `SignedWorkspaceManifest` carries an Ed25519
signature over the canonical manifest bytes. Verifiers MUST
check both that the embedded `owner.handle` matches the embedded
`owner.public_key` under §8 derivation, AND that the signature
verifies.
The workspace deliberately does NOT specify encryption, conflict
resolution, or multi-writer merge. Backends are single-writer; if
multi-writer is needed it composes behind a future
`WorkspaceBackend` impl with a lock service. Encryption is the
caller's job — the manifest signature covers what is observable,
not what is decrypted.
---
## 12. Skill interoperability — `SKILL.md`
JouleClaw skills are portable to the broader open-skills ecosystem
(Claude Code, OpenAI Codex, Gemini CLI, GitHub Copilot, Cursor, et
al.) via the agentskills.io `SKILL.md` format. Conformance:
- A JouleClaw-emitted `SKILL.md` MUST carry the agentskills.io
required frontmatter (`name` ≤ 64 chars matching
`^[a-z0-9]([a-z0-9-]*[a-z0-9])?$`; `description` ≤ 1024 chars).
- The deterministic JouleClaw procedure (the `Template` and
`Procedure` that let a JouleClaw cascade resolve the skill at
lookup energy) travels under `metadata.jouleclaw` as a vendor
extension. Non-JouleClaw consumers treat the Markdown body as
natural-language instructions; JouleClaw-aware consumers
reconstruct the typed Skill.
- The `body` is required by emitters — empty bodies are rejected
unless the caller opts in explicitly via a `_with_default_body`
helper (intended only for drafts).
- Unknown vendor metadata keys are preserved on round-trip.
---
## 13. Vocabulary (JSON-LD + Turtle)
JouleClaw publishes a stable IRI vocabulary so a JSON-LD parser, a
SPARQL store, or a generic third-generation agent client can read
any JouleClaw receipt as RDF without bespoke integration.
- **Namespace:** `https://jouleclaw.transaction.science/vocab/v1#`
(prefix `jc:` by convention).
- **JSON-LD context:** `https://jouleclaw.transaction.science/vocab/v1.jsonld`
(every field name in §§2, 10, 11 maps to a `jc:`-prefixed IRI with
the typed range below).
- **Turtle ontology:** `https://jouleclaw.transaction.science/vocab/v1.ttl`
(classes, enumerations, properties, ranges; CC-BY-4.0).
- **Human index:** [`https://jouleclaw.transaction.science/vocab/v1`](https://jouleclaw.transaction.science/vocab/v1).
- **Canonical source:** [`jouleclaw/vocab/`](vocab/) in this
repository.
The vocabulary is **purely additive**:
- A v1 cascade or policy receipt remains a valid JouleClaw receipt
on the wire with or without an `@context` field.
- Adding `"@context": "https://jouleclaw.transaction.science/vocab/v1.jsonld"`
to a receipt expands it into typed RDF triples (e.g.
`tier: "L3"` becomes `<receipt> jc:tier jc:Model`,
`energy_provenance: "ModelBased"` becomes
`<receipt> jc:energyProvenance jc:ModelBased`) without changing
any other field.
- The canonical signed core of a JCR-1 envelope **MUST NOT** include
`@context` &mdash; the JSON-LD context is metadata, not payload.
Producers that want to publish a JSON-LD form alongside the signed
receipt SHOULD do so in a separate field, or fetch the context
out-of-band from the published URL.
**Production default.** Conformant producers `SHOULD` emit
`@context` set to the v1 vocabulary URL on every receipt by
default, so any downstream JSON-LD parser treats the document as
typed RDF without configuration. The reference implementations
do this in [`ReceiptBuilder::seal`][rb-seal] and
[`PolicyReceiptBuilder::build`][pb-build]; the `without_context()`
opt-out is reserved for conformance-vector regeneration and
backward-compatible wire-form replay.
[rb-seal]: jouleclaw-rs/crates/jouleclaw-prov/src/lib.rs
[pb-build]: jouleclaw-rs/crates/jouleclaw-policy-receipt/src/lib.rs
The vocabulary subclasses W3C PROV-O where the alignment is exact:
- `jc:ClaimProvenance &rsubeq; prov:Entity`
- `jc:AuditEvent &rsubeq; prov:Activity`
- `jc:AgentIdentity &rsubeq; prov:Agent`
PROV-O consumers can therefore reason about a JouleClaw deployment
as a provenance graph using this one IRI mapping &mdash; no
JouleClaw-specific code beyond the standard PROV-O semantics.
**Versioning.** A future major bump publishes under
`/vocab/v2#`. v1 IRIs remain resolvable forever per the
open-standards "names are final" rule.
---
## 14. Hydra ApiDocumentation
A JouleClaw service publishing a tool surface (MCP server, the
out-of-process policy daemon, an HTTP endpoint) **SHOULD** serve a
[Hydra Core Vocabulary][hydra] `hydra:ApiDocumentation` document
at a stable discovery endpoint. Hydra is the W3C CG draft that
solved the "tool schemas live in the client's context window"
pathology for the third-generation web: the API describes itself
in a machine-readable form, a generic client reads the description
once, and the client calls every operation without ever loading a
schema into its context.
A conforming ApiDocumentation:
- Is JSON-LD using both the Hydra Core Vocabulary namespace
(`http://www.w3.org/ns/hydra/core#`) and the JouleClaw vocabulary
namespace from §13 (`jc:` prefix).
- Carries `@type: "ApiDocumentation"` at the root, a stable
`@id`, a human-readable `title` + `description`, and a
`supportedClass` list.
- Each `Class` in `supportedClass` carries
`supportedOperation` — one `Operation` per published verb. An
`Operation` declares `method`, `expects` (input class IRI;
`owl:Nothing` for parameterless), `returns` (output class IRI),
and `statusCodes`.
- The JouleClaw extension fields `jc_tool_id` (stable tool id) and
`jc_mutating` (mirror of MCP's mutation flag) MAY appear on each
operation. They reference the JouleClaw vocabulary from §13 so a
receipt emitted by that tool cross-links back to its Hydra
description.
Default mappings the reference emitter uses:
| Source field | Hydra field | Default value |
|------------------------|-----------------------|------------------------------|
| `mutating: false` | `method` | `"GET"` |
| `mutating: true` | `method` | `"POST"` |
| (none) | `expects` | `owl:Nothing` |
| (none) | `returns` | `jc:ToolResponse` |
| (none) | `statusCodes` | 200, 400, 500 |
| `name` | `jc_tool_id` | `"jouleclaw:<name>"` |
The reference emitter is `jouleclaw-hydra::ApiDocumentationBuilder`
in the workspace; the `mcp-adapter` feature provides
`From<&McpToolSchema> for ToolDescription` so an existing MCP
server emits a Hydra doc in one chained call.
A generic third-generation agent client fetches the
ApiDocumentation, validates the `@context`, and is then free to
call every tool by following the typed contract — no
out-of-band tool prompts, no schema-per-tool context bloat.
**This is the structural fix for the generation-2 "72% of context
window on tool schemas" pathology.**
[hydra]: https://www.hydra-cg.com/spec/latest/core/
---
## 15. SHACL shapes
A JouleClaw service **SHOULD** publish [SHACL][shacl] Core shapes
for every input/output class its Hydra ApiDocumentation (§14)
references. The shapes let an agent validate a candidate payload
**before** calling a tool &mdash; locally, without any model
invocation, with deterministic results.
The canonical JouleClaw v1 shape graph lives at
[`https://jouleclaw.transaction.science/vocab/v1.shapes.ttl`](https://jouleclaw.transaction.science/vocab/v1.shapes.ttl)
and covers every class in §§2, 8, 10, 11 (Receipt, PolicyReceipt,
WorkspaceManifest, WorkspaceEntry, AgentIdentity, Action with the
three subclasses, Decision with Allow and Deny subclasses,
ToolTouch, ClaimProvenance). The shapes use only SHACL Core
constraints &mdash; no SPARQL, no qualified value shapes &mdash;
so:
- A full SHACL validator (pyshacl, Apache Jena) accepts the file
directly and produces a `sh:ValidationReport` against any
candidate document.
- A lightweight in-tree validator (the reference impl is
`jouleclaw-shacl::ShapeGraph::jouleclaw_v1()`) covers the same
constraints in ~600 lines of Rust with no SPARQL engine. Compiles
to WASM so an in-browser agent can validate locally.
Constraints in use: `sh:minCount` / `sh:maxCount`, `sh:datatype`
(xsd:string, xsd:integer, xsd:nonNegativeInteger, xsd:dateTime,
xsd:double, xsd:boolean), `sh:nodeKind` (sh:IRI, sh:Literal),
`sh:in` (enumerations), `sh:pattern` (regex), `sh:minInclusive` /
`sh:maxInclusive`, and `sh:node` (nested shape delegation).
The shape file is the contract a JouleClaw operator publishes
alongside their Hydra ApiDocumentation; the lightweight validator
is the agent-side counterpart. A tool input that fails validation
**MUST NOT** be sent to the tool.
[shacl]: https://www.w3.org/TR/shacl/
---
## 16. Validation contract
A **validation contract** is the planning artifact a multi-step
JouleClaw run is judged against. It is authored *before* any
implementation work begins, lives independently of the code, and
is the only thing that decides whether a mission succeeded.
### 16.1 Shape
A contract is a JSON document with the fields:
- `jc_contract`: `"contract/1"` (this version).
- `@context`: optional JSON-LD context, defaults to
`https://jouleclaw.transaction.science/vocab/v1.jsonld`.
- `title`: free-form mission name.
- `authored_by`: `did:key:…` of the agent or person who sealed
the contract. May be empty for unsigned drafts.
- `assertions`: an ordered list of [`Assertion`](#162-assertion).
Ids **MUST** be unique within the contract.
- `features`: an ordered list of [`Feature`](#163-feature). Ids
**MUST** be unique. Each feature's `claims` **MUST** reference
only assertion ids that exist in the contract.
- `acceptance`: optional metadata controlling ship-gate rules.
The contract's content hash is BLAKE3 over the canonical JSON
serialisation; identical contracts → identical hashes. The
content hash is what a [JCR-1 receipt](#2-the-receipt) binds to
when it claims to have run against this contract.
### 16.2 Assertion
Each assertion is one falsifiable claim:
- `id`: stable string (e.g., `"A-001"`).
- `title`: one-line summary.
- `rationale`: free-form *why*. Optional.
- `priority`: one of `must_have` | `should_have` | `nice_to_have`.
- `check`: one of:
- `{ "kind": "tool", "tool_id": "…", "args_hash": "…"? }`
- `{ "kind": "artifact", "path": "…", "expected_hash": "…"? }`
- `{ "kind": "command", "command_hash": "…", "expected_exit": N }`
- `{ "kind": "checker", "checker_id": "…" }`
A `must_have` assertion that does not roll up to `verified`
**MUST** block ship. A `should_have` assertion that does not
roll up to `verified` **MUST NOT** block ship unless
`acceptance.block_on_should_have` is true.
### 16.3 Feature
Each feature is one unit of work that *claims* one or more
assertion ids it intends to satisfy:
- `id`: stable string (e.g., `"F-001"`).
- `title` + optional `description`.
- `claims`: list of assertion ids this feature covers.
A worker dispatched against a feature **SHOULD** emit
[evidence](#164-evidence) for every assertion that feature
claims; the verifier surfaces missing evidence as a gap.
### 16.4 Evidence
The verifier consumes a bag of evidence items the run produced:
- `tool_result { tool_id, args_hash?, passed }`
- `artifact_present { path, hash }`
- `command_run { command_hash, exit_code }`
- `checker_result { checker_id, passed }`
An evidence item matches an assertion when its discriminants
match the assertion's check. A matching item with `passed: true`
(or, for `command`, `exit_code == expected_exit`; for `artifact`,
`hash == expected_hash` when supplied) raises the assertion to
`verified`. Any matching failure raises the assertion to
`failed`; the verifier surfaces the disagreement rather than
silently allowing a later success to mask it.
### 16.5 Verification
The verifier is a pure function over `(contract, evidence)`. It
emits a `ContractVerdict`:
- `jc_verdict`: `"verdict/1"`.
- `contract_hash`: hex BLAKE3 of the contract.
- `passed`: boolean.
- `summary`: human-readable one-liner.
- `coverage`: a typed matrix with one row per assertion, one
column per feature, plus a per-assertion rollup
(`verified` | `claimed_unverified` | `failed` | `gap`).
- `blocking_gaps`: must-have assertion ids not rolled up to
`verified`.
- `should_have_gaps`: should-have assertion ids not rolled up
to `verified`.
Same inputs → same verdict. The verdict is the artifact a
receipt links to when reporting a multi-day run's outcome.
### 16.6 Conformance
A conforming **producer** of a contract MUST:
- Set `jc_contract` to `"contract/1"`.
- Reject duplicate assertion ids and duplicate feature ids.
- Reject features whose `claims` reference unknown assertion ids.
A conforming **verifier** of a contract MUST:
- Implement the rollup rules in §16.5 exactly: any matching
failure → `failed`; otherwise any matching pass → `verified`;
otherwise any claim → `claimed_unverified`; otherwise → `gap`.
- Block ship on any `must_have` non-`verified` rollup.
- Block ship on `should_have` non-`verified` rollups iff
`acceptance.block_on_should_have` is true.
Reference: [`crates/jouleclaw-contract`](./jouleclaw-rs/crates/jouleclaw-contract/).
SHACL shape: `jc:ValidationContractShape` at
[`vocab/v1.shapes.ttl`](./vocab/v1.shapes.ttl).
### 16.7 Verdict receipt
The §16.5 verifier emits a [`ContractVerdict`](#165-verification)
as plain JSON. To land that verdict on the unified auditable log
alongside cascade receipts (`"1"`) and policy receipts
(`"policy/1"`), wrap it in a **verdict receipt** — sibling
schema `"verdict-receipt/1"`, same canonical det-CBOR +
COSE_Sign1 envelope every other JouleClaw sibling receipt uses,
under the same steward identity.
```json
{
"jc_receipt": "verdict-receipt/1",
"id": "<uuid v4>",
"closed_at": "<rfc 3339>",
"steward": "<did:key handle>",
"engine_id": "<id>",
"audit_sequence": 7,
"contract_hash": "<hex BLAKE3 of the contract>",
"verdict": { /* ContractVerdict, verbatim */ }
}
```
Wire-format rules:
- The canonical signed core carries the verdict as a
**JSON-string** field named `verdict_json` (not a nested
object), with a sibling `verdict_hash` field set to hex BLAKE3
of the `verdict_json` bytes. This keeps the signed core inside
the JCR-1 canonical-CBOR subset (which forbids bools and
nulls) while still binding the verdict to the signature. The
wire-form JSON object surfaced to consumers MAY carry
`verdict` as a nested object for ergonomics; the signed core
is normative.
- The COSE_Sign1 envelope is identical in shape to JCR-1 v1:
`protected = {1: -8, 4: steward}`, `unprotected = {}`,
`payload = canonical signed core`, `signature =
Ed25519(Sig_structure)`.
- `contract_hash` MUST equal the BLAKE3 content hash of the
[`ValidationContract`](#161-shape) the verdict was produced
against. Verifiers consuming the unified log MAY index by
`contract_hash` without parsing the inner verdict.
Conforming producers + verifiers SHOULD reuse the existing
JCR-1 envelope tooling (verifiers reject envelopes whose `kid`
disagrees with the embedded `steward`, etc.).
Reference: [`crates/jouleclaw-contract-receipt`](./jouleclaw-rs/crates/jouleclaw-contract-receipt/).
---
## 17. Worker handoff
A **worker handoff** is the structured wire form an agent emits
at end-of-feature-work. The handoff is what makes a multi-day
run readable to the next worker (or the next session of the same
worker) — it forces the agent to write down what actually
happened rather than relying on conversational context.
### 17.1 Shape
A handoff is recorded as a `RunEvent::HandoffRecorded` variant
on the [run journal](#2-the-receipt):
- `worker`: stable worker id (typically `did:key:…`).
- `node_id`: optional graph node this handoff closes.
- `feature_id`: optional contract feature id this handoff
claims to satisfy.
- `closed_at`: epoch-seconds wall-clock.
- `completed`: list of items reported done.
- `undone`: list of items reported left undone.
- `commands`: list of `{ command_hash, argv, exit_code }`
entries observed during the work window.
- `issues_found`: list of issues the worker discovered.
- `procedures_followed`: list of skills / runbooks the worker
applied.
`command_hash` MUST be hex BLAKE3 over `argv.join("\0")`. The
hash, not the argv array, is the command's identity; the argv
is carried for human inspection only.
The handoff hash is part of the journal entry's hash chain, so
editing handoff fields after the fact breaks chain verification.
### 17.2 Conformance
A conforming **producer** of a handoff MUST:
- Set every field that is non-empty in the run; empty lists are
acceptable but the discriminator MUST be present.
- Compute `command_hash` as specified.
A conforming **consumer** of a handoff MUST:
- Accept additive fields (the variant set is open under
semver-compatible extension).
- Verify the journal's hash chain before trusting the handoff's
contents.
Reference: [`crates/jouleclaw-graph`](./jouleclaw-rs/crates/jouleclaw-graph/)
(`WorkerHandoffEvent`, `HandoffCommand`,
`RunEvent::HandoffRecorded`). SHACL shape:
`jc:WorkerHandoffShape` at
[`vocab/v1.shapes.ttl`](./vocab/v1.shapes.ttl).
### 17.3 A node in flight survives the process
The run journal records a node when it completes. A node whose
process dies before it completes would otherwise leave no trace,
and a restarted run would dispatch it again as if it had never
begun, repeating any work it did outside the run: a message sent,
a payment made, a record written.
A consumer that dispatches a node SHOULD therefore record the
dispatch (`RunEvent::NodeDispatched`) **before** the node's work
begins, with the node's **replay rule**:
- `safe`: running the node again is harmless, because it is a read
or its work is keyed so a repeat finds its first result.
- `never` (the default): the node may have acted outside the run,
and nothing in the journal says whether it did.
A dispatched node that is not yet recorded is **in flight**, and
MUST NOT be dispatched again. After a restart, the consumer MUST
mark every node still in flight as interrupted
(`RunEvent::NodeInterrupted`) before dispatching anything, keeping
the energy observed for the attempt as a lower bound on what it
spent. An interrupted `safe` node is ready again, as a new attempt.
An interrupted `never` node is **held**: whether its work took
effect is not knowable from the journal, so it MUST NOT run again
until it is settled, by recording what it did, by an approval to
run it again (`RunEvent::RerunApproved`) that names who gave it,
or by failing the run. It is not left to the model to decide: a
model told only that a call "may have partly run" can repeat a
write it cannot see.
Until a run is recovered, a node in flight stays out of the ready
set, so a consumer that omits recovery stalls rather than
repeating work. This is the run-journal form of JCP SPEC §4.11.
Reference: `Run::dispatch`, `Run::recover`, `Run::approve_rerun`,
`Replay`, `NodeAttempt` in
[`crates/jouleclaw-graph`](./jouleclaw-rs/crates/jouleclaw-graph/).
---
## 18. Mission orchestrator
The **mission** primitive composes [§16 contracts](#16-validation-contract)
+ [§17 handoffs](#17-worker-handoff) + the run journal into a
three-role pipeline: **Orchestrator** authors, **Worker** does,
**Validator** judges.
### 18.1 Roles
- The **Orchestrator** authors a `ValidationContract` and a
feature plan. It does NOT execute work; it composes the plan
and the validator's expectation in one artifact.
- A **Worker** is dispatched per feature. It performs whatever
work it does (opaque to this spec) and returns a
`WorkerOutcome { handoff, evidence }`. Workers MAY be backed
by any cascade tier — deterministic tools, models, or
humans-in-the-loop.
- The **Validator** runs the §16.5 verifier over the
accumulated evidence and emits a `ContractVerdict`. The
validator's only input is `(contract, evidence)` — pure data —
so its verdict is reproducible and reviewable.
### 18.2 Dispatch
Workers MUST be dispatched in feature order, serially, when the
features mutate shared state. Read-only fan-out (parallel
search, parallel verifiers) MAY be parallel; the implementation
is the caller's choice and the spec does not require it.
Each worker's handoff MUST be recorded on the run journal
before the next worker is dispatched, so the chain stays
chronological.
### 18.3 Strictness
A `strict_workers` mode MAY refuse worker outcomes that produce
no evidence for at least one assertion the worker's feature
claims, failing fast rather than letting the validator surface
the gap later. The default behaviour is non-strict (let the
validator rollup decide).
Reference: [`crates/jouleclaw-mission`](./jouleclaw-rs/crates/jouleclaw-mission/).
---
## 19. Value report
Where a JCR-1 receipt records *what happened* (the activity),
a **value report** records *what landed* against the agent's
declared intent. The two together close the activity-vs-value
gap: activity is easy to count; value is what the user paid for.
### 19.1 Shape
A value report is a JSON document:
- `intent`: free-form natural-language intent the agent was
acting on.
- `tool_id`: tool id the call addressed.
- `checks`: per-check verdicts, each `{ check, passed,
reason? }`.
- `closure_rate`: `passed_count / checks.len()` ∈ [0, 1].
`0.0` when `checks` is empty.
- `fully_closed`: true iff `checks` is non-empty AND every
check passed.
### 19.2 Check kinds
- `status { codes }` — status code MUST appear in `codes`.
- `status_matches_contract` — status MUST be in the operation's
declared `statusCodes` menu (the Hydra contract).
- `output_hash_equals { hash }` — canonical-JSON BLAKE3 of the
body MUST equal `hash`.
- `json_pointer_equals { pointer, expected }` — RFC 6901 pointer
MUST resolve to `expected`.
Implementations MAY define additional check kinds; consumers
MUST tolerate unknown kinds and treat them as `passed: false`
with a `reason` that names the unknown kind.
### 19.3 Aggregation
The mean closure rate across a set of value reports is the
system's honest "delivered / attempted" metric — denominated in
user intent rather than joules. Reports with no checks declared
MUST be skipped in the aggregate (they convey no value
information).
Reference: [`crates/jouleclaw-hydra-client`](./jouleclaw-rs/crates/jouleclaw-hydra-client/)
(`ValueReport`, `ValueCheck`, `ValueCheckResult`,
`mean_closure_rate`).
---
## 20. What this spec deliberately does not say
- **How to build the model.** That's the model-author's concern.
JouleClaw measures and dispatches; it doesn't train.
- **Which retrieval API to use.** Brave / Tavily / Exa / Serper all
plug in through the `SearchProvider` trait. Pick whichever your
deployment permits.
- **How to ship receipts.** The receipt is produced. Transport
(HTTP / lockstep / message queue) is the deployer's choice. Smart
Byte's signed-envelope replication is the recommended substrate.
- **A specific signing key topology.** Bring your own. Smart Byte's
KERI-based AID rotation is the recommended path.
---
## 21. Adjacent techniques
This section names the architectural pattern JouleClaw implements
and lists the research communities that have, separately, solved
parts of it. The intent is not novelty-claiming. It is to make
the assembly visible so an engineer arriving from any one of those
communities can locate their work inside the cascade.
### 9.1 The architectural pattern
An LLM inference call is a render pass. A token is a frame. A
reasoning chain is a sequence of frames. A context window is a
scene graph. An agent loop is an NPC control loop. RAG is texture
streaming. A model checkpoint is a level asset. The pipeline from
prompt to response is — structurally — exactly the work a game
engine does between input poll and presented frame.
The game-engine industry was forced to solve this problem under a
fixed 150–200 W power budget twenty years ago. The five JouleClaw
cascade tiers are direct translations of game-engine architectural
primitives:
| JouleClaw tier | Game-engine primitive | What the engine actually does |
|-----------------|--------------------------------|-------------------------------|
| `L0:Cache` | texture / asset cache | Content-addressed; cheap to check; valid until invalidated |
| `L1:Lawful` | pre-baked geometry, LUTs | The work the engine *refuses to run* because the answer is already in the format |
| `L2:Embed` | BVH / spatial query | Find the closest match; do not compute from first principles |
| `L3:Model` | procedural / runtime synthesis | Invoked only when nothing baked or streamed will do |
| `L4:Wire` | server-streamed asset / CDN | The escape hatch when the local box cannot satisfy |
Each game-engine technique listed below has a near-exact
counterpart in modern AI inference that the AI industry has, so
far, declined to deploy at the same architectural rigor:
Every lever below now has a **shipped** JouleClaw realization — the
frame is no longer rhetorical; each row points at in-tree code:
| Game-engine technique | AI counterpart | JouleClaw component (shipped) |
|--------------------------------|-------------------------------------------------------------|---------------------|
| Frustum culling | Skip tiers whose `estimate_cost` returns `None` | `jouleclaw-cascade::Tier::estimate_cost` |
| Level-of-detail (LOD) | Route to the cheapest sufficient model — SLM before frontier | `jouleclaw-dispatch::ModelBankTier` (cheapest *capable* slot by measured J) |
| Deferred rendering | Do not forward-pass through 175B parameters for a token a 7B would produce identically | `jouleclaw-dispatch` cost-table over backends declaring their `J/op` |
| Physically-based rendering | One foundation model, derive specializations — not 12 full fine-tunes | (consumer concern; the spec doesn't dictate) |
| Virtual texturing | Retrieve only the context this token will attend to, not the whole 128k window | `jouleclaw-stack` RAG pipeline (`retrieve → enrich → rerank → read`, top-k only) + `jouleclaw-fresh` |
| Temporal upsampling | Reuse prior verified work; reconstruct from a small delta, not by re-running | `jouleclaw-promote` (exact yang→yin) + `jouleclaw-skill` (whole query class) |
| Nanite-style mesh streaming | Activate only the reasoner the input actually needs | `jouleclaw-dispatch` routes to the one slot, not the whole bank |
| Hardware ray tracing + denoiser | A few high-quality forward passes plus a verifier beats one large unconstrained pass | `jouleclaw-verify` (`OutputVerifier`) + `jouleclaw-approve` gate before the pass |
| Agent / NPC control loop | Bounded multi-step recursion — fan-out capped, depth bounded by the joule budget | `jouleclaw-agent` (`max_steps` + per-branch budget clamp) |
| Frame budget | `JouleBudget` walks the cascade like a render budget walks the scene graph | `jouleclaw-energy::EnergyQuota` + breaker, `jouleclaw-governor` (global), `jouleclaw-agent` (nested) |
The pattern is not new. The assembly — and the fact that every lever is
a shipped, tested crate rather than a slogan — is.
### 9.2 Five communities, one architecture
Five research communities currently hold one face each of this
architecture. They publish at different venues and do not, by and
large, talk to one another. A conforming JouleClaw runtime composes
all five of their primitives — that composition is the standard's
contribution.
| Community | Representative work | JouleClaw component |
|---|---|---|
| **Constrained decoding** | Outlines (Willard & Louf), XGrammar (Dong et al. 2024), Guidance, LMQL, Pre³, OpenAI/Anthropic structured-output APIs | `jouleclaw-decode` *(shipped)* — pure-Rust regex / CFG / JSON-schema → token-vocabulary mask |
| **Compound AI systems / DSPy** | DSPy (Khattab et al., Stanford → MIT; CAIS 2026 inaugural ACM conference, May 2026) | `jouleclaw-program` *(shipped)* — typed signatures + module compiler — and `jouleclaw-skill`, its deterministic skill-compilation realization |
| **Small / specialist models** | NVIDIA Research (Belcak & Heinrich, 2025), Microsoft Phi team, TinyML, llama.cpp | `jouleclaw-cascade` router + `jouleclaw-pack` declared-cost contracts |
| **Neurosymbolic / verifier-in-the-loop** | Lean + LLM provers, BMC + LLM (LaM4Inv), SymCode, ProofNet++, VIRF, Eidoku | `jouleclaw-verify` (`OutputVerifier` trait + `VerifierChain` + receipt integration) |
| **Energy measurement / Green Software** | Patterson et al., ML.ENERGY Leaderboard, MDPI Sensors edge-computing surveys, GSF SCI specification, AI Energy Score | `jouleclaw-energy` + the `Provenance` honesty contract + `.jc.toml` measured-cost rows |
A conforming runtime **SHOULD** be able to point at concrete
in-tree code or a registered adapter for each of the five primitives
above. A runtime that solves only one face is a research project,
not a JouleClaw implementation.
### 9.3 The three-lever ceiling
Energy reduction from a fully-naive monolithic baseline (~10¹⁸
above the Landauer floor for current generative inference per
output bit) composes multiplicatively across three independent
levers:
| Lever | Reduces by | What does it |
|-------|-----------|---------------|
| **Route to the right cell** | 10⁸–10¹⁰× | The cascade itself — `L0 / L1 / L2` close most queries without invoking a model |
| **Cache the prior work** | 10²–10⁴× | Content-addressed cache (`L0`), prior-resolution history, MRL embeddings (`L2`) |
| **Align silicon to primitive** | 10²–10⁴× | The `.jc.toml` declared-cost contract is the input data hardware co-design needs |
Stacked total: **10¹²–10¹⁸×** below the naive baseline. The "90 %
reduction" figure quoted on the marketing surface is the
conservative floor of what the three levers permit when composed
honestly.
The ceiling is not the Landauer bound — reaching the bound requires
reversible logic and zero-impedance interconnect that nobody can
engineer today. The ceiling is how disciplined the routing and the
hardware choices are.
### 9.4 The receipt is the proof, not the marketing
A runtime that produces lower receipts than the conformance vectors
demand without the per-tool-touch `Provenance` to back them is
non-conformant. JouleClaw refuses the receipts-as-marketing failure
mode that has accumulated around carbon offsets and software
sustainability claims more broadly. Every `joules_uj` figure in a
conforming receipt must trace back to either a real hardware
counter (`Provenance::HwShunt`), a documented vendor model
(`Provenance::ModelBased`), or a calibrated static estimator
(`Provenance::Estimator`) with a wider tolerance band.
A hardware counter here means one that was live for the domain the
figure claims (§1.3, Liveness). A counter that is present but not
live — frozen, or republished in lumps — is not a hardware reading
however real the silicon behind it: its span is the estimator's, or
the work is reported unmetered, and the receipt says so. Grading a
frozen counter's figure `HwShunt` is the receipts-as-marketing
failure mode in its most literal form.
The breaker enforces at the granularity of the worst counter in
the span. This is normative.
---
## 22. Transparency log (OPTIONAL)
A receipt proves what a runtime decided. It does not prove that the set of
receipts you were shown is the set that exists: a stream held privately by the
party that produced it can be pruned, re-ordered, or served differently to two
auditors, and nothing in §2 or §10 detects that. A conforming runtime **MAY**
publish its receipts into an append-only Merkle log, which closes the part of
that gap a log can close.
### 22.1 Tree
The log is an RFC 6962 Merkle tree over receipt bytes, with BLAKE3 in place of
SHA-256 — JouleClaw is BLAKE3-native — and the RFC's domain separators
preserved so a BLAKE3-shimmed CT verifier can use the same proof shapes:
- leaf hash: `BLAKE3(0x00 || receipt_bytes)`
- internal node: `BLAKE3(0x01 || left || right)`
- a tree of size `N` is built by the RFC 6962 method: the root is the node hash
of the largest power-of-two subtree on the left and the recursive tree of the
remainder on the right.
The leaf is the receipt's own bytes, so an auditor checks a proof against the
receipt it holds rather than against a digest the operator computed for it.
### 22.2 Signed tree head
A **tree head** is `(size, root, timestamp)`. A head that crosses a trust
boundary **MUST** be signed, and the signature **MUST** cover all three fields
over exactly these bytes:
```
0x02 || size (8 bytes, big-endian) || root (32 raw bytes) || timestamp (8 bytes, big-endian)
```
`0x02` is a third domain separator, distinct from the leaf and node prefixes, so
a tree head cannot be presented as an entry in its own log. Every field is
fixed-width, so no two distinct heads share a preimage.
The key **MUST** be the same principal that seals the receipts (§8): a head
signed by anyone else commits a party that did not make the decisions.
An unsigned root **MUST NOT** be used to verify a proof. This is the whole
premise — an inclusion proof against an unsigned root proves only that the
operator can produce a consistent story on demand, which it always can. A
signed root makes two different roots at one size **attributable
equivocation**: both carry the operator's signature, and the pair is evidence
against one key.
A verifier **MUST** reject a head whose root is not 32 bytes of hex rather than
treating it as absent or empty.
### 22.3 What the log proves, and what it does not
A runtime that publishes this log **SHOULD** state the boundary plainly, because
the two halves are easy to conflate:
- **Proven.** A given receipt is in the tree a given signed head commits to; the
log has only grown between two signed heads (consistency proof); a receipt
committed to under a published head cannot afterwards be removed or rewritten
without equivocating under the operator's key.
- **Not proven.** *Completeness.* An operator that never records a decision logs
nothing, and no proof about the entries that exist can speak for one that was
never written.
What narrows the gap is **where** the append happens. The entry **SHOULD** be
written on the same code path that produces the verdict, before the verdict is
returned to the caller. A caller that observed a refusal can then demand the
proof of the entry that refused it, and an implementation that cannot record a
decision **MUST** refuse the action rather than perform it unrecorded — an
unrecordable allow is the one outcome the log exists to make impossible.
Conformance class **C-TLOG**: a runtime claiming it signs its head over all
three fields, refuses an unparseable root, rejects a head signed by another key,
and serves an inclusion proof that closes against the signed root for every
entry — allow and deny alike.
---
## 23. References
- [JouleClaw Charter](../CHARTER.md) — stewardship pattern (shared
across all five open standards)
- [Smart Byte open standard](../smart-byte/) — signed envelopes
- [EOC open standard](../eoc/) — the four-stage memoising cascade
pattern JouleClaw embodies
- [WAI open standard](../wai/) — media transport + capability
dispatch
- [OpenPay open standard](../openpay/) — the typestate-enforced
lifecycle pattern adopted by JouleClaw's cascade
- W3C PROV-O — provenance vocabulary
- RFC 9449 — DPoP (sender-constrained tokens, recommended for
ClaimProvenance envelopes that carry a fetch credential)
- Landauer, R. (1961). "Irreversibility and Heat Generation in the
Computing Process." The thermodynamic floor under everything in
this spec.