open-standards/sense/README.md
Transaction Science e0610c90cd sense: the ambient context standard (v0.1)
Sense is the afferent open standard — the always-on, deterministic,
energy-accounted record of what is happening around an agent, and a
governed account of when that is worth attention. The tool protocols
(MCP/A2A/ACP) standardize an agent reaching OUT for capabilities; Sense
standardizes the observations flowing IN, the substrate every ambient/
proactive agent needs but none specify.

Distinct from OpenTelemetry GenAI: that traces the agent's own reasoning
(efferent, non-deterministic by its own admission); Sense records the
world the agent is in (afferent), deterministically, every datum
provenance- and trust-tagged, every interruption priced in joules and
sealed in a receipt.

Four tiers, deterministic-first, inference last:
- sense-schema  — content-addressed Event, vendor-neutral SourceClass,
  TrustLevel, family Energy/Provenance, StateProjection, Highlight.
- sense-store   — content-addressed, HLC-ordered, replay-deterministic
  log; two runs over the same events yield a byte-identical digest.
- sense-attention — deterministic salience/novelty/uncertainty observer,
  k-sigma highlight detector, and the attention budget that gates
  surfacing by value-vs-interruption-cost (displacement + interference),
  priced in joules. Perception ⊗ attention-budget — the afferent dual of
  JCP's capability ⊗ joule-budget.
- sense-cascade — query envelope + deterministic recall retrieval +
  speculative cascade that answers factual recall with zero LLM calls
  and escalates only as a last resort.
- sense-receipt — hash-chained Ed25519 surfacing log (allows AND holds
  chained); JCR-1 COSE_Sign1 for cross-family verification.

SPEC §1-§10, conformance C1-C5 with a reproducible vector pack, a
sense-cli end-to-end demo. 38 tests green, clippy clean.

Co-Authored-By: Claude Opus 4.8 <[email protected]>
2026-06-13 21:39:39 -04:00

3.7 KiB

Sense

The ambient context standard — the always-on, deterministic, energy-accounted record of what is happening around an agent, and a principled account of when that is worth attention.

The tool protocols (MCP, A2A, ACP) standardized the efferent half of an agent: reaching out for tools, peers, payments. Sense standardizes the afferent half — the observations flowing in. It is the substrate an ambient or proactive agent needs but none of them specify: a feed of the world, deterministic enough to audit, with a governed decision about when to interrupt a human.

Where OpenTelemetry traces the agent's own reasoning — non-deterministic by its own admission, and about the agent's insides — Sense records the agent's outside, deterministically, with every datum provenance- and trust-tagged, and every interruption priced in joules and sealed in a receipt.

The four tiers

observe ─▶ project ─▶ detect ─▶ gate ─▶ seal ─▶ verify ─▶ answer
  │           │          │        │       │        │         │
 store     attention  attention attention receipt receipt  cascade
  • sense-schema — the wire types: the content-addressed [Event], the vendor-neutral SourceClass, the TrustLevel, the family Energy/Provenance model, the StateProjection, the Highlight. Pure, no IO.
  • sense-store — a content-addressed, HLC-ordered, replay-deterministic event log. Two runs over the same events yield a byte-identical digest.
  • sense-attention — the part no observability stack carries: a deterministic salience/novelty/uncertainty observer, a k-sigma highlight detector, and the attention budget that gates surfacing by value vs. interruption cost, priced in joules. "Perception ⊗ attention-budget", the afferent dual of JCP's "capability ⊗ joule-budget".
  • sense-cascade — the synthesis tier: a query envelope, deterministic recall retrieval, and a speculative cascade that answers factual-recall queries with zero LLM calls and escalates to a frontier model only as a last resort.
  • sense-receipt — a hash-chained, Ed25519-signed surfacing log: the tamper-evident record of what was surfaced (or held), when, and what it cost. Sealable as a JCR-1 COSE_Sign1 envelope for cross-family verification.

See SPEC.md for the normative standard and conformance/v1/ for the reproducible vector pack.

Try it

cd sense-rs
cargo run -p sense-cli --bin sense     # the whole loop on a scripted stream
cargo test --workspace                 # the conformance suite

The demo scripts an ambient stream (a quiet shell baseline, a burst of file changes, a low-trust log line), then for each surfaced moment prints the projection, the gate decision, and the joules it cost — then verifies the hash-chained surfacing log and answers a recall query with no model call.

What is not here

  • A daemon, sensors, or a UI. A host wires its platform's sensors to the SourceClass vocabulary and renders highlights however it likes. Sense fixes the datum, the determinism, the attention decision, and the receipt — not the plumbing.
  • A model. The salience observer and the synthesis fallback are recognized edges; the reference observer is deterministic and the reference fallback is a recorder. A host brings the model it trusts.
  • A transport or storage engine. The wire is serde/JCR-1; the order is the HLC. Ride it over anything; persist it in anything that preserves the order.

Licence

Specification text: CC-BY-4.0 (LICENSE-SPEC). Reference implementation in sense-rs/: Apache-2.0 (LICENSE).