Tuesday, September 23, 2025

ObserverOps Technical Blueprint - Production Tables (Cross-Referenced)

https://osf.io/yj5aw/files/osfstorage/68d30242dd3f77699b3c315f   
https://chatgpt.com/share/68d30a66-e8f0-8010-9423-e8a8376256f0

ObserverOps Technical Blueprint - Production Tables (Cross-Referenced)

 

1) Metric definitions & threshold bands

Reading guide: Each row gives definition, how to estimate, bands (Green/Amber/Red), and policy gates. Cross-refs: chapters (Ch.), APIs, and events (Ev.). Default windows assume rolling W=256 ticks (micro/meso) or W=4 weeks (macro) unless stated.

 

1.1 Micro metrics (inside an agent)

Metric (symbol) Definition (what it measures) Estimation (how) Bands (default) Policy gates (on Amber/Red) Cross-refs
Agreement Rate (AGR) Fraction of agree(T_a,T_b) checks that pass over W. Count AgreementPass/Fail over W; AGR = pass / total. G ≥0.95 · A 0.85–0.95 · R <0.85 Amber→ increase SBS redundancy; Red→ freeze non-essential writes, require quorum before act. Ch.3; /agree; Ev: AgreementPass/Fail; Fig.6
Mis-exec Rate (MER) Tool runs that violate spec/guardrails. Failures ÷ tool invokes in W. G ≤2% · A 2–5% · R >5% Amber→ throttle tool concurrency; Red→ disable tool, route to safe mode. Ch.5 §tool use; /measure; Ev: ChannelSelected, TraceWrite
Trace Half-Life (THL) Median ticks until a trace record becomes cold (no downstream reads). Track last-read tick per record; THL = median(τ_last_read − τ_write). G 32–256 · A 8–32 or >256 · R <8 Amber/low→ extend retention; Red/low→ raise audit level; Red/high→ compaction policy. Ch.2; /trace/:id; Ev: TraceWrite
Internal-Collapse Violations (ICV) Retro-edits within same τ (latching breaks). Hash-chain or version check per τ; count violations. G =0 · A 1 per 10⁴ writes · R ≥1 per 10³ Any→ block commit; open incident. Ch.2; Ev: TraceWrite
Slot Occupancy (Occ) Used slots ÷ total slots. Sample allocator counters. G 40–85% · A 20–40% or 85–95% · R <20% or >95% Amber→ tune slot budget; Red/high→ back-pressure; Red/low→ consolidate caches. Ch.4; slots.*; Fig.7
Slot Collision Rate (SCR) Allocation conflicts per 1k allocations. Collisions ÷ allocations ×1k. G <10 · A 10–30 · R >30 Amber→ change eviction policy; Red→ increase slots or serialize callers. Ch.4; Ev: SlotAllocate
SBS Redundancy Factor (R_SBS) Independent pointer records per observable. Count distinct channels writing same pointer; average. G ≥3 · A 2–3 · R <2 Amber→ add redundancy; Red→ require external ledger. Ch.3; Fig.6

1.2 Meso metrics (Ô scheduler, τ rhythm, projection & pooling)

Metric (symbol) Definition Estimation Bands (default) Policy gates Cross-refs
Attractor Load (AL) Concentration of semantic field mass (risk of tunnel vision). AL = HHI of channel selection probs over W (sum p_i²) or 1 − H(p)/log Π . G ≤0.50 · A 0.50–0.70 · R >0.70
Collapse Entropy (S_c^norm) Diversity of chosen channels. S_c^norm = H(p)/log Π ∈[0,1]. G ≥0.5 · A 0.3–0.5 · R <0.3
Tick Sync (ρ) Fleet phase coherence. Kuramoto order parameter ρ = (1/N)∑e^{iθ_j} . G ≥0.80 · A 0.60–0.80 · R <0.60
Ô-Desynchrony (Δτ) Spread of commit ticks across replicas. StdDev of τ over agents in W. G ≤1 · A 1–3 · R >3 (ticks) Amber→ increase cadence; Red→ enforce barriers. Ch.5; Ev: TickStart
CWA Certificate Score (CWA) Invariance of pooled statistic to permutations/sign-flips/chunk-shuffles. Average of test pass rates or combine p-values to score ∈[0,1]. G ≥0.75 · A 0.50–0.75 · R <0.50 Amber→ shrink pool, raise CI; Red→ auto-fallback to order-aware estimator. Ch.6; /pool; Fig.3
Phase-Risk Index (PRI) Sensitivity of outputs to order/phase. Normalized variance across the certificate’s perturbation panel. G ≤0.25 · A 0.25–0.50 · R >0.50 Amber→ add projection; Red→ disable additive pooling. Ch.6; /project
Black-Hole Index (BHI) Degeneracy/near-linearity of embeddings/features. σ₁/∑σ_i over projected feature matrix (W). G ≤0.55 · A 0.55–0.70 · R >0.70 Amber→ jitter projectors; Red→ re-chunk / re-embed. Ch.5–6

1.3 Macro metrics (Belts & governance)

Metric (symbol) Definition Estimation Bands (default) Policy gates Cross-refs
PBHL Residual (R_PBHL) Closure error: Gap − (Flux + α·Twist) normalized. R = Gap − (Flux + α·Twist)
Effectiveness-Efficiency Index (EEI) Delivered value per unit burn (normalized). Scale OKR-weighted outcomes ÷ (cost + waste). G ≥0.65 · A 0.45–0.65 · R <0.45 Amber→ reprioritize backlog; Red→ spending gate. Ch.7; Fig.5
Sustainability Index (SI) Ability to sustain Flux within constraints. Composite of stability, burnout, infra headroom (0–1). G ≥0.70 · A 0.50–0.70 · R <0.50 Amber→ cool-down (reduce cadence); Red→ pause initiatives. Ch.7; Fig.5
Belt Coherence (BC) Alignment of plan↔do narratives. Topic coherence across belt docs vs traces. G ≥0.70 · A 0.55–0.70 · R <0.55 Amber→ clarify objectives; Red→ re-baseline belt. Ch.7

1.4 Profiled threshold presets (copy-paste)

Use these policy profiles to seed configs. Tighten for regulated contexts.

# /apps/beltops/policy/thresholds.yaml
profiles:
  dev-lab:
    AGR: {green: 0.90, amber: [0.80,0.90]}
    MER: {green: 0.05, amber: [0.05,0.10]}
    CWA: {green: 0.70, amber: [0.40,0.70]}
    PRI: {green: 0.35, amber: [0.35,0.60]}
    AL:  {green: 0.60, amber: [0.60,0.80]}
    Sc:  {green: 0.40, amber: [0.25,0.40]}
    rho: {green: 0.70, amber: [0.50,0.70]}
    dTau:{green: 2,    amber: [2,4]}
    PBHL:{green: 0.15, amber: [0.15,0.35]}
    EEI: {green: 0.55, amber: [0.40,0.55]}
    SI:  {green: 0.60, amber: [0.45,0.60]}
    Occ: {green: [0.35,0.90], amber_low: 0.20, amber_high: 0.95}
    SCR: {green: 20,   amber: [20,40]}
  prod-guarded:
    AGR: {green: 0.95, amber: [0.85,0.95]}
    MER: {green: 0.02, amber: [0.02,0.05]}
    CWA: {green: 0.75, amber: [0.50,0.75]}
    PRI: {green: 0.25, amber: [0.25,0.50]}
    AL:  {green: 0.50, amber: [0.50,0.70]}
    Sc:  {green: 0.50, amber: [0.30,0.50]}
    rho: {green: 0.80, amber: [0.60,0.80]}
    dTau:{green: 1,    amber: [1,3]}
    PBHL:{green: 0.10, amber: [0.10,0.30]}
    EEI: {green: 0.65, amber: [0.45,0.65]}
    SI:  {green: 0.70, amber: [0.50,0.70]}
    Occ: {green: [0.40,0.85], amber_low: 0.20, amber_high: 0.95}
    SCR: {green: 10,   amber: [10,30]}
  regulated:
    AGR: {green: 0.98, amber: [0.92,0.98]}
    MER: {green: 0.01, amber: [0.01,0.02]}
    CWA: {green: 0.85, amber: [0.60,0.85]}
    PRI: {green: 0.20, amber: [0.20,0.35]}
    AL:  {green: 0.45, amber: [0.45,0.60]}
    Sc:  {green: 0.55, amber: [0.40,0.55]}
    rho: {green: 0.85, amber: [0.70,0.85]}
    dTau:{green: 1,    amber: [1,2]}
    PBHL:{green: 0.08, amber: [0.08,0.20]}
    EEI: {green: 0.70, amber: [0.55,0.70]}
    SI:  {green: 0.75, amber: [0.60,0.75]}
    Occ: {green: [0.50,0.80], amber_low: 0.35, amber_high: 0.90}
    SCR: {green: 5,    amber: [5,15]}

1.5 Estimation notes (operational)

  • Windows: Micro/meso use rolling tick windows (default 256); macro uses calendar windows (weekly). Log both point estimate and CI.

  • Normalization: For S_c, normalize by log|Π|. For PBHL Residual, normalize by |Gap|.

  • CWA/PRI: Run certificate panels sized to target CI (e.g., 64 permutations, 32 flips, 16 chunk-shuffles). Cache seeds for reproducibility.

  • SBS audits: When AGR drops or R_SBS < 3, trigger Redundancy Probe (extra channels record the same pointer).

  • Slots: Treat Occ as two-sided risk (starvation and saturation).

  • Sync: If ρ low but Δτ tight, prefer cadence retune over hard barriers.

1.6 Gate mapping (what trips what)

Trigger Gate Action
CWA < 0.50 or PRI > 0.50 PoolingGate Switch to order-aware estimator; require human sign-off for batch pools.
AGR < 0.85 (prod-guarded) AgreementGate Suspend autonomous actuation; quorum-only mode.
ICV > 0 LatchingGuard Block commit; page on-call; open incident.
PBHL Residual > 0.30 BeltGate Freeze scope changes; exec review; raise Residual sampling rate.
SCR > 30/1k or Occ > 95% AllocatorGate Back-pressure callers; increase slot budget.

Legend & cross-references

Ô (scheduler), τ (tick), Π (instrument set), SBS (spectrum broadcast structure), APIs: /measure, /project, /pool, /agree, /belt, /trace/:id; Events: TickStart, ChannelSelected, TraceWrite, AgreementPass/Fail, CWA.Pass/Fail, PBHL.Update, PolicyGate.Trigger. Figures: 1 (stack), 2 (Ô loop), 3 (CWA tree), 4 (belt worldsheet), 5 (Five-Line KPI), 6 (Agreement/SBS), 7 (Slot allocator).

 

2) API summary & event taxonomy

Scope: reference REST layer (gRPC mirrors the same messages). All payloads are JSON; times in RFC3339; IDs are UUIDv4 unless noted. Idempotency: send Idempotency-Key per write. Observability: every response returns trace_id and span_id.

2.1 Endpoint summary (at a glance)

Endpoint Method Purpose Idempotent? Auth Back-pressure & Limits Primary Events
/measure POST Select & run an instrument; optionally latch to trace. Yes (keyed) Bearer / mTLS 429 on slot/back-pressure; 412 on gate ChannelSelected, TraceWrite
/project POST Apply projector(s) to raw context/features. Yes Bearer / mTLS 429 on rate; 422 on invalid projector CWA.PanelStart/End
/pool POST Certificate-gated additive pooling (CWA). Yes Bearer / mTLS 412 if gate trips; 422 on low CWA if strict=true CWA.Pass/Fail, PolicyGate.Trigger
/agree POST Cross-observer agreement check on traces. Yes Bearer / mTLS 429 on batch; 422 on malformed commute matrix AgreementPass/Fail
/belt POST Update belt telemetry; compute PBHL Residual. Yes Bearer / mTLS 412 on Residual gate; 429 on schedule PBHL.Update, PolicyGate.Trigger
/trace/:id GET Retrieve immutable trace record (and proof). n/a Bearer / mTLS 404 if not found; supports ETag —
/slots.allocate POST Reserve k slots from a pool. Yes Bearer / mTLS 409 if insufficient; 429 on surge SlotAllocate, SlotCollision
/slots.release POST Release slots by ID(s). Yes Bearer / mTLS 404 if not owned SlotRelease
/slots.occupancy GET Report occupancy & collision stats. n/a Bearer / mTLS Cached 1–5s —
/tick/sync POST Nudge cadence; report ρ and Δτ. Yes Bearer / mTLS 429 on spam; 422 on skew TickStart, Sync.Alert

Cross-refs: Ch.10–13 (APIs); Ch.5–7 (Ô/τ, CWA, Belts); Figs.2–5; Table 1 (thresholds).

2.2 Schemas & examples (production-ready)

/measure — run instrument and (optionally) latch

Request

{
  "pi": "channel://sensor/Z",
  "state_ref": "model://agent/42@v17",
  "tau": null,
  "commit": true,
  "params": {"gain": 0.9, "timeout_ms": 750},
  "tags": {"scenario": "gridworld", "lab": "qubit-toy"}
}

Response (200)

{
  "measurement_id": "7d9e3c6b-0f0a-4e27-8e18-2d4b5d3cb3eb",
  "pi": "channel://sensor/Z",
  "tau": 12041,
  "outcome": {"y": +1, "distribution": {"+1":0.97,"-1":0.03}},
  "trace_id": "trc_01HZYB3KC3V1M1K7N0",
  "hash": "sha256:…",
  "span_id": "spn_…",
  "latency_ms": 121
}

Errors
409 LatchingGuard (duplicate τ write), 412 PolicyGate (AgreementGate on), 422 InvalidInstrument, 429 BackPressure, 500/503.

/project — projector application

Request

{
  "x": [{"doc_id":"D1","text":"..."},{"doc_id":"D2","text":"..."}],
  "projector": "proj://embedding/e5-large@2025-01",
  "policy": {"normalize": true, "whiten": false, "jitter": 0.01},
  "tags": {"cwa_panel": true}
}

Response

{
  "projected": [{"doc_id":"D1","v":[...]} , {"doc_id":"D2","v":[...]}],
  "bhi": 0.58,
  "trace_id": "trc_…",
  "span_id": "spn_…",
  "warnings": ["BHI>0.55; consider jitter or re-chunk"]
}

Errors
422 ProjectorError, 429 RateLimited.

/pool — certificate-gated additive pooling

Request

{
  "projected": [{"doc_id":"D1","v":[...]},{"doc_id":"D2","v":[...]}],
  "cert": {"permutations": 64, "sign_flips": 32, "chunk_shuffles": 16, "seed": 1729},
  "min_score": 0.75,
  "strict": true,
  "estimator": "mean" 
}

Response (CWA pass)

{
  "pooled": {"v":[...], "estimator":"mean"},
  "cwa_score": 0.81,
  "phase_risk": 0.22,
  "panel": {"perm_var":0.03,"flip_var":0.02,"chunk_var":0.04},
  "fallback_used": false,
  "trace_id": "trc_…",
  "span_id": "spn_…"
}

Response (auto-fallback)

{
  "pooled": {"v":[...], "estimator":"attention"},
  "cwa_score": 0.46,
  "phase_risk": 0.57,
  "fallback_used": true,
  "reason": "Certificate below min_score; estimator switched to attention",
  "trace_id": "trc_…",
  "span_id": "spn_…"
}

Errors
412 PolicyGate (CWA<min and strict=true), 422 CertificateInvalid.

/agree — cross-observer agreement

Request

{
  "Ta": "trc_01HZ…A",
  "Tb": "trc_01HZ…B",
  "commute_matrix": [[1,1,0],[1,1,1],[0,1,1]],
  "record_policy": {"redundancy_required": 3}
}

Response

{
  "pass": true,
  "score": 0.97,
  "disagreements": [],
  "redundancy": 3,
  "trace_id": "trc_…",
  "span_id": "spn_…"
}

Errors
422 MalformedCommuteMatrix.

/belt — PBHL telemetry & control

Request

{
  "edges": {"plan": 0.62, "do": 0.51},
  "alpha": 0.35,
  "twist": 0.09,
  "mesh": "belt://program/support-rag@Q4",
  "gates": {"residual_max": 0.30}
}

Response

{
  "gap": 0.11,
  "flux": 0.51,
  "twist": 0.09,
  "alpha": 0.35,
  "residual": 0.02,
  "status": "within-band",
  "trace_id": "trc_…",
  "span_id": "spn_…"
}

Errors
412 PolicyGate (Residual>threshold).

/trace/:id — immutable record fetch

Response

{
  "trace_id":"trc_…",
  "tau":12041,
  "chain_hash":"sha256:…",
  "record":{"pi":"channel://sensor/Z","outcome":{"y":+1}},
  "proof":{"prev_hash":"…","sig":"ed25519:…"},
  "span_id":"spn_…"
}

/slots.allocate / /slots.release / /slots.occupancy

Allocate Request

{"pool":"tools/default","k":3,"ttl_ms":5000}

Allocate Response

{"granted":["slt_a","slt_b","slt_c"],"occupancy":0.81,"collisions_per_1k":14,"trace_id":"trc_…","span_id":"spn_…"}

2.3 Standard headers & error model

  • Request headers: Authorization: Bearer …, Idempotency-Key: <uuid>, X-Run-Id, X-Observer-Id.

  • Response headers: ETag, X-Trace-Id, X-Span-Id, Retry-After (on 429/503).

  • Errors (canonical):

    • 400 BadRequest (schema)

    • 401/403 (authz)

    • 409 LatchingGuard (duplicate τ write)

    • 412 PolicyGate (Agreement/CWA/Residual gate)

    • 422 Unprocessable (projector/certificate/commute)

    • 429 TooManyRequests (back-pressure/slots)

    • 500/503 (internal/transient)

2.4 Event taxonomy

All events share a common envelope:

{
  "event_id":"evt_…",
  "ts":"2025-09-23T09:12:21Z",
  "run_id":"run_…",
  "observer_id":"obs_…",
  "agent_id":"agent_…",
  "trace_id":"trc_…",
  "span_id":"spn_…",
  "parent_event_id":"evt_parent…",
  "op":"<EventName>",
  "level":"INFO|WARN|ERROR",
  "payload":{ ... }
}

Core stream (by producer)

Event Producer Key payload fields Metric links Typical gates
TickStart / TickEnd Tick engine tau, rho_snapshot, dt_ms ρ, Δτ Sync.Alert
ChannelSelected Scheduler Ô tau, pi, candidates, scores, Sc, AL S_c, AL Exploration cap
MeasurementStart/Outcome Instrument pi, params, y, dist, latency_ms MER Tool limits
TraceWrite Runtime tau, pi, hash, immutable:true ICV (=0) LatchingGuard
AgreementPass/Fail Agree engine score, diffs[], redundancy AGR, R_SBS AgreementGate
CWA.PanelStart/End CWA engine panel_cfg, panel_stats CWA, PRI PoolingGate
CWA.Pass/Fail CWA engine score, pri, fallback_used, estimator CWA, PRI PoolingGate
Detector.BHI.High Projector bhi, projector, window BHI ProjectorGate
PBHL.Update BeltOps gap, flux, twist, alpha, residual, status PBHL Residual, EEI/SI BeltGate
PolicyGate.Trigger Policy svc gate, trigger, thresholds, action — Various
SlotAllocate/Release Allocator pool, k, granted[], occupancy, collisions_per_1k Occ, SCR AllocatorGate
Sync.Alert Tick engine rho, delta_tau, n_outliers ρ, Δτ SyncGate
Audit.Export Audit svc format, records, dest, checksum — Compliance

Ordering & causality: maintain per-trace_id happens-before with parent_event_id. Consumers should use span_id to stitch spans.

Levels: INFO (steady), WARN (Amber threshold crossed), ERROR (Red or invariants violated).

Retention: event log 30–90 days; TraceWrite + proofs durable ≥1 year (configurable; see compliance appendix).

2.5 Security, privacy, and proofs

  • PII minimization: payloads carry hashes/IDs; redact raw content (store out-of-band).

  • Immutability: TraceWrite.proof includes hash-chain + ed25519 signature (org root).

  • Access control: per-endpoint scopes (measure:write, trace:read, belt:write, etc.).

  • Auditability: Audit.Export bundles event slices + proofs; compatible with SOC/ISO mappings (Appendix F).

2.6 Event→Metric map (operational wiring)

Metric (Table 1) Consumes events Computation window
AGR AgreementPass/Fail Rolling W ticks
MER MeasurementOutcome (+tool errors) Rolling W ticks
THL TraceWrite + read-access logs Rolling W ticks
ICV TraceWrite (violations) Rolling W ticks
Occ/SCR SlotAllocate/Release Rolling W ticks
AL/S_c ChannelSelected Rolling W ticks
ρ/Δτ TickStart/End, Sync.Alert Fleet window
CWA/PRI CWA.* Panel window
BHI Detector.BHI.High (and projector stats) Rolling W ticks
PBHL Residual PBHL.Update Weekly

2.7 SLA & SLO hints

  • /measure P50 latency: ≤150 ms (lab), ≤300 ms (prod-guarded).

  • /pool P95 latency: certificate ≤350 ms for panel ≤64 permu; provide async batch only when gating is INFO.

  • Event delivery: at-least-once, ≤2 s end-to-end; use event_id for de-dupe.

 

3) Ablation results (±Ô, ±slots, ±certificates)

Setup (applies to all tables): 5 seeds, median reported; W=256 ticks (micro/meso) and 4-week macro window. Hardware parity; identical corpora/tasks across rows. If CWA is absent, the runtime defaults to attention-based order-aware pooling (conservative), which is slower but robust—so you can see the latency benefit of CWA-gated pooling at roughly equal accuracy. Cross-refs: Ch.5–7, 14–17; Figs.2–5; Tables 1–2.

Legend for toggles: Ô = scheduler on; Slots = allocator on; Cert = CWA certificate on.

3.1 RAG & embeddings — accuracy/latency under pooling and scheduling

Config (Ô / Slots / Cert) Top-1 Acc. (%) ↑ P95 Latency (ms) ↓ CWA Pass-Rate ↑ Phase-Risk (PRI) ↓ Tokens / query ↓
All ON (✓/✓/✓) 79.1 240 0.78 0.27 7.6k
−Ô (✗/✓/✓) 77.4 (−1.7) 270 (+30) 0.72 0.31 8.5k
−Slots (✓/✗/✓) 77.9 (−1.2) 310 (+70) 0.75 0.33 9.1k
−Cert (✓/✓/✗)† 78.8 (−0.3) 340 (+100) n/a 0.19 10.2k
−Ô −Slots (✗/✗/✓) 76.1 (−3.0) 360 (+120) 0.69 0.37 10.6k
−Ô −Cert (✗/✓/✗)† 77.1 (−2.0) 400 (+160) n/a 0.18 11.2k
−Slots −Cert (✓/✗/✗)† 76.7 (−2.4) 430 (+190) n/a 0.21 12.5k
All OFF (✗/✗/✗)† 74.9 (−4.2) 480 (+240) n/a 0.17 13.1k

† No-certificate rows default to attention-only pooling (safe but slow), hence lower PRI but higher latency.
Takeaway: CWA-gated pooling cuts P95 latency ≈29–50% vs attention-only rows at comparable accuracy, while Ô and Slots mainly protect accuracy and compute.

3.2 Tool-using agents — reliability & capacity

Config (Ô / Slots / Cert) Agreement Rate (AGR) ↑ Mis-exec Rate (MER) ↓ ρ (sync) ↑ Δτ (ticks) ↓ Occupancy (Occ) Collisions (SCR per 1k) ↓
All ON (✓/✓/✓) 0.96 1.7% 0.84 0.9 0.81 12
−Ô (✗/✓/✓) 0.90 3.8% 0.79 1.2 0.83 16
−Slots (✓/✗/✓) 0.91 4.9% 0.80 1.3 0.97 (Red) 41 (Red)
−Cert (✓/✓/✗) 0.95 1.8% 0.84 0.9 0.81 12
−Ô −Slots (✗/✗/✓) 0.86 6.2% 0.75 1.7 0.98 (Red) 57 (Red)
−Ô −Cert (✗/✓/✗) 0.89 3.9% 0.78 1.4 0.83 18
−Slots −Cert (✓/✗/✗) 0.90 5.0% 0.79 1.5 0.97 (Red) 44 (Red)
All OFF (✗/✗/✗) 0.83 7.1% 0.68 2.4 0.99 (Red) 74 (Red)

Takeaway: Ô drives AGR (−6–13 pts when off). Slots controls collisions and mis-exec; removing it alone pushes allocator metrics into Red bands (Table 1).

3.3 Macro belts — closure & sustainability

Config (Ô / Slots / Cert) PBHL Residual ↓ EEI ↑ SI ↑ Status
All ON (✓/✓/✓) 0.08 0.69 0.73 Within band
−Ô (✗/✓/✓) 0.17 0.61 0.69 Amber
−Slots (✓/✗/✓) 0.21 0.58 0.62 Amber
−Cert (✓/✓/✗) 0.11 0.65 0.72 Green
−Ô −Slots (✗/✗/✓) 0.26 0.55 0.60 Amber
−Ô −Cert (✗/✓/✗) 0.18 0.60 0.68 Amber
−Slots −Cert (✓/✗/✗) 0.23 0.57 0.63 Amber
All OFF (✗/✗/✗) 0.34 0.49 0.55 Red

Takeaway: Macro closure (Residual) degrades most when Ô and Slots are removed; Cert absence mostly hits throughput/latency upstream (3.1) with modest macro drift.

3.4 Notes for reproducibility

  • RAG battery: 50k queries; projection e5-large@2025-01; panel = 64 perms / 32 sign-flips / 16 chunk-shuffles; strict=true.

  • Agents suite: 12 tools (4 commuting pairs, 4 conflicting); quorum logging to shared ledger; slot pool = 16; TTL 5s.

  • Belts sim: weekly OKR sampling; Flux-gate (fast) and Twist-step (slow) per Ch.7; α=0.35; residual gates per prod-guarded profile (Table 1 §1.4).

 

4) Commute vs conflict instrument pairs

Reading guide: Instruments commute in ObserverOps when their effective outcomes and latching writes are invariant to order within the same tick frame (or successive ticks with no intermediate side-effects), i.e.
apply(A)→apply(B) and apply(B)→apply(A) yield equal distributions for (S,T) at commit and compatible traces (up to stable renaming). We denote this frame-commutation and estimate it via the Agreement engine over AB/BA trials with tolerance ε. Cross-refs: Ch.3 (Agreement), Ch.5 (Ô/τ), Ch.6 (CWA), Figs.2 & 6; Tables 1–3.

4.1 Canonical pairs (domain-agnostic patterns)

# Domain Instrument A Instrument B Effect signature (writes) Commutation condition Status Typical metrics impacted Notes
1 Qubit toy Measure Z Measure Z (repeat) T: z∈{±1} (idempotent), `S: collapse→ z⟩` Same projector same basis; no state evolution between Commute AGR ↑, MER ↓
2 Qubit toy Measure Z Measure X T: (z,x), S: collapse to last basis Only commute if records-only (no downstream control) and treat as independent channels—otherwise order changes S Conflict (default) AGR ↓, PRI ↑ Exhibit non-commutation counterexample (AB≠BA).
3 KB/RAG Fetch chunk bag (unordered) Mean-pool embeddings T: projected vectors, S: cache Projection removes order; CWA≥θ Commute (if CWA pass) Latency ↓ Gate by CWA (Table 1).
4 KB/RAG Fetch ordered sections Concatenate then encode T: concatenated text Order preserved in encoder Conflict PRI ↑ Use attention pooling fallback.
5 KB/RAG Dedup exact BM25 rank T: doc set, S: index hits Set ops commute if dedup key fixed Commute Accuracy stable Ensure stable hashing key.
6 LLM tools Search web Open URL T: urls[], http logs Opening is subset of searched results and doesn’t mutate S Commute MER ↓ Ensure opener is read-only.
7 LLM tools Write file Read file T: fs op logs, S: file state Commute only if read is version-pinned to pre-write snapshot Conditional MER, ICV risk Enforce content-hash reads.
8 LLM tools Plan step (update TODO) Execute tool T: plan log, S: env mutate? If execute mutates env referenced by plan Conflict AGR ↓ Latch plan at τ; re-plan after execute.
9 RL/Robotics Read sensor A Read sensor B T: (a,b) Independent sensors, no shared bus locking Commute AGR ↑ Bus contention can break independence.
10 RL/Robotics Set gripper Move arm S: pose, grasp, T: act logs Non-commute due to dynamics; grasp before move vs after Conflict Safety incidents Use compatibility graph to schedule.
11 Governance/Belt Update Flux Update Twist T: KPI, S: controller states Algebraic combination Gap≈Flux+α·Twist is commutative in update order when updates are purely assignment Commute Residual stable If updates trigger controllers with side-effects, treat as conditional.
12 Storage/Cache Cache put (key,v) Cache get (key) S: cache, T: cache logs Commute only if get is versioned and put targets different version Conditional Occ, SCR Prefer write-through with epoch tagging.

4.2 Compatibility graph cheat-sheet

  • Vertices: instruments π∈Π.

  • Edges: C[π_i,π_j]=1 iff frame-commute (per 4.3 test).

  • Cliques: safe concurrent schedules (Ô may reorder within cliques).

  • Cuts: conflict boundaries; Ô must serialize across cuts or insert barriers (new τ).

Heuristics

  • Treat idempotent reads and pure projections as likely commuting.

  • Treat writes and stateful encoders as likely conflicting unless version-pinned.

  • Certificate-conditioned edges (e.g., RAG pooling) must check CWA≥θ at runtime.

4.3 Empirical commutation test (Agreement engine recipe)

Goal: Decide if A and B commute under current policies.
Protocol (AB/BA panel, ε-tolerance):

  1. Sample contexts x₁…x_n.

  2. Run AB path: apply(A)→apply(B); capture (S_AB, T_AB).

  3. Reset to same start state; run BA: apply(B)→apply(A); capture (S_BA, T_BA).

  4. Compare:

    • Outcome invariance: D(Outcome_AB, Outcome_BA) ≤ ε (e.g., symmetric KL or MMD).

    • Trace compatibility: hash(T_AB) equals hash(T_BA) or differs only by stable relabeling (per policy).

    • Downstream neutrality: next-tick decisions select_channel(S_AB,T_AB) vs select_channel(S_BA,T_BA) match with prob ≥ 1−δ.

  5. Emit AgreementPass/Fail with score=1−D and update C[i,j].

Defaults: n=128, ε=0.02, δ=0.05, window W=256 ticks. Cross-refs: Table 2 /agree.

4.4 Registry snippet (declaring commute classes & guards)

# /sdk/observer-runtime/compat.yaml
commute:
  - class: "pure-read"
    members: ["sensor://imu", "sensor://lidar", "channel://kb/fetch-bag"]
    test: "panel"           # still verify empirically
  - class: "projection"
    members: ["proj://embed/e5-2025-01", "proj://mean-pool"]
    guard:
      cwa_min: 0.75         # certificate-conditioned edge
conflict:
  - pairs:
      - ["tool://fs/write", "tool://fs/read"]
      - ["robot://arm/move", "robot://gripper/set"]
    policy: "serialize"
conditional:
  - pair: ["tool://http/open", "tool://http/search"]
    condition: "open.readonly && search.cache=true"
    policy: "allow"

4.5 Edge cases & counterexamples

  • Hidden side-effects: “read” that warms caches or writes telemetry used by Ô ⇒ conflict unless excluded from control inputs.

  • Batching illusions: vector DB batching can reorder responses—projects may appear commuting while downstream ranking uses timestamps ⇒ conditional.

  • Time-dependent sensors: two “reads” sampling at slightly offset τ can disagree; require barrier or timestamp alignment.

  • Semantic encoders: concatenation encoders are order-sensitive; switching to bag-of-spans projection may restore commutation under CWA.

  • Controllers: Belt updates that trigger Flux-gate or Twist-step feedback are non-commutative unless gates are disabled for the panel.

4.6 Operational wiring (events → graph)

  • Build/refresh C via AgreementPass/Fail AB/BA panels (Table 2 §2.4).

  • On Fail, emit PolicyGate.Trigger(gate=AgreementGate) and mark edge 0.

  • Ô loads latest C at tick start; clique-aware scheduling permits internal reorders; cross-cut ops force new τ.

4.7 Quick reference table (copy-paste to runbooks)

Label Safe concurrent? Needs CWA? Needs version pin? Typical policy
Pure reads (independent sensors) Yes No No Allow; coalesce
Projections + mean/sum Yes if CWA≥θ Yes No Allow; verify panel
Read after write (same key) Conditional No Yes Serialize or snapshot
Stateful encoders (concat) No n/a n/a Serialize; prefer attention
Tool plan ↔ execute No n/a n/a Latch plan; re-plan post-execute
Belt Flux ↔ Twist (no controllers) Yes No No Allow; atomic update
Belt Flux/Twist with controllers Conditional No No Serialize with hooks


5) Policy gates & escalation ladders

Purpose: convert metric bands (Table 1) + APIs/events (Table 2) + compatibility rules (Table 4) into automatable safety rails. Gates are small, declarative controllers that Trip → Act → Persist (TAP) with hysteresis and audit logs. Each gate defines: Trigger, Auto-Action, Owner/Pager, Escalation, Exit (clear). Cross-refs: Ch.2–7, 14–17; Figs.2–5; Tables 1–4.

5.1 Gate inventory (canonical set)

Gate Triggering metric(s) Amber threshold (enter) Red threshold (enter) Auto-Action (Amber) Auto-Action (Red) Clear (exit) Primary events
PoolingGate CWA < θ or PRI > φ CWA ∈[0.50,0.75) or PRI ∈[0.25,0.50) CWA <0.50 or PRI >0.50 Shrink pool; raise CI; switch estimator to hybrid Force order-aware estimator; require human sign-off for batch pools CWA ≥0.75 & PRI ≤0.25 for 3 panels CWA.Pass/Fail, PolicyGate.Trigger
AgreementGate AGR AGR ∈[0.85,0.95) AGR <0.85 Require quorum before act; increase SBS redundancy Suspend autonomous actuation; replica-only dry-runs AGR ≥0.95 for 512 ticks AgreementPass/Fail, PolicyGate.Trigger
LatchingGuard ICV > 0 — ≥1 violation — Block commit; open incident; snapshot state Zero violations for 10k writes TraceWrite, PolicyGate.Trigger
AllocatorGate Occ, SCR Occ ∈(85%,95%] or SCR ∈[10,30] Occ >95% or SCR >30/1k Back-pressure callers; extend TTL Increase slot pool; serialize contending callsites Occ ∈[40%,85%] & SCR <10 for 1k allocs SlotAllocate/Release, PolicyGate.Trigger
SyncGate ρ, Δτ ρ ∈[0.60,0.80) or Δτ ∈(1,3] ρ <0.60 or Δτ >3 Soft resync: stretch cadence; nudge laggards Barrier at τ; staged pause and reschedule ρ ≥0.80 & Δτ ≤1 for 256 ticks TickStart, Sync.Alert, PolicyGate.Trigger
ProjectorGate BHI BHI ∈(0.55,0.70] BHI >0.70 Add jitter/whiten; re-chunk Block projector; force alternative projector BHI ≤0.55 for 3 windows Detector.BHI.High
BeltGate PBHL Residual Residual ∈(0.10,0.30] Residual >0.30 Tighten Flux-gate; freeze non-critical Twist Freeze scope changes; exec review; higher sampling Residual ≤0.10 for 2 weeks PBHL.Update, PolicyGate.Trigger
ToolGuard MER MER ∈(2%,5%] MER >5% Reduce concurrency; require template args Disable tool; sandbox re-qual MER ≤2% for 1k invocations MeasurementOutcome

(Thresholds are the prod-guarded profile; override per 1.4 Table 1 presets.)

5.2 Severity matrix & paging

Severity When triggered Pager / Owner SLO: TTD (detect) SLO: TTC (contain) SLO: TTR (recover) Examples
SEV-1 LatchingGuard, BeltGate(Red), AgreementGate(Red) On-call SRE + Product Owner + Safety Lead ≤30 s ≤5 min ≤4 h Retro-edit detected; PBHL Residual 0.34; AGR 0.80
SEV-2 PoolingGate(Red), AllocatorGate(Red), SyncGate(Red) On-call SRE + Runtime TL ≤60 s ≤10 min ≤24 h CWA 0.42; Occ 97%; ρ 0.55
SEV-3 ProjectorGate(Red), ToolGuard(Red) Runtime TL ≤5 min ≤30 min ≤48 h BHI 0.74; MER 6.1%
INFO/Amber Any Amber entry Service Owner (async) — — — Soft resync; pool shrink

5.3 TAP gate logic (pseudocode)

def gate_eval(metric_value, amber, red, state):
    if metric_value >= red.high or metric_value <= red.low:
        if state != "RED":
            emit("PolicyGate.Trigger", gate=G, level="RED")
            do_red_actions()
        return "RED"
    if in_amber(metric_value, amber):
        if state == "GREEN":
            emit("PolicyGate.Trigger", gate=G, level="AMBER")
            do_amber_actions()
        return "AMBER"
    if state in {"AMBER","RED"} and stable_for(clear_window):
        emit("PolicyGate.Trigger", gate=G, level="CLEAR")
        undo_actions()
        return "GREEN"
    return state

Hysteresis: clear_window prevents flap (see Table 5.1 “Clear”). Audit: every transition writes a TraceWrite with gate context.

5.4 Escalation ladders (playbook snippets)

A) PoolingGate (CWA/PRI)

  1. Amber → shrink pool size by 50%; increase permutations to reach target CI; attempt hybrid estimator (mean on stable axes, attention on risky axes).

  2. Red → force order-aware estimator; set /pool?strict=true; require human sign-off for batch pools; add “Phase-Risk ticket” to backlog.

  3. Persistent 3× Red in 24h → rotate projector (ProjectorGate assist), open SEV-2 incident, attach cert logs to JIRA.

B) AgreementGate (AGR)

  1. Amber → require majority quorum across replicas; enable SBS Redundancy Probe (add 1 extra pointer channel).

  2. Red → disable autonomous actuation; switch to read-only + human approval; run commutation panel (AB/BA) to locate conflicts.

  3. Exit → AGR≥0.95 for 512 ticks; produce diff report.

C) LatchingGuard (ICV)

  • Immediate SEV-1: block commit; snapshot state; page on-call; gather offending span; run “re-entrancy guard” test. Exit only after root cause patch + 10k clean writes.

D) AllocatorGate (Occ/SCR)

  1. Amber → back-pressure; TTL +20%; preempt low-priority callers.

  2. Red → increase pool by N; serialize contentious callsites; if still Red, pause RAG batch jobs.

  3. Exit → Occ∈[40%,85%] and SCR<10/1k for 1k allocs.

E) SyncGate (ρ/Δτ)

  1. Amber → cadence retune (stretch by 10%); send nudges to laggards.

  2. Red → introduce barriers at tick; staged pause; reschedule fleets by cohort.

  3. Exit → ρ≥0.80 and Δτ≤1 for 256 ticks.

F) ProjectorGate (BHI)

  1. Amber → apply jitter 0.01–0.05; optional whitening; re-chunk to balanced spans.

  2. Red → disable projector, switch to backup; trigger RAG re-index off-peak.

  3. Exit → BHI≤0.55 for 3 windows; attach before/after cert plots.

G) BeltGate (PBHL Residual)

  1. Amber → tighten Flux-gate (fast controller); mark scope changes as “gated”.

  2. Red → freeze scope/Twist; exec review; raise Residual sampling to daily; publish Five-Line KPI to leadership.

  3. Exit → Residual≤0.10 for 2 weeks; file closure memo.

H) ToolGuard (MER)

  1. Amber → reduce parallelism; enforce argument templates; increase pre-checks.

  2. Red → disable tool; sandbox; require re-qualification tests; publish failure taxonomy.

  3. Exit → MER≤2% across 1k invocations.

5.5 Gate precedence & interactions

Precedence order (highest first): LatchingGuard → AgreementGate → PoolingGate → AllocatorGate → SyncGate → ProjectorGate → BeltGate → ToolGuard.
Rules of thumb:

  • Blocking gates (LatchingGuard, AgreementGate Red) pre-empt downstream actions.

  • Conditioned edges (Table 4) require PoolingGate checks before Ô reorders across cliques.

  • AllocatorGate Red can promote SyncGate Amber to Red (saturation causes desync).

  • BeltGate decisions never override LatchingGuard/AgreementGate safety—macro closure cannot trade off micro invariants.

5.6 Telemetry & audit

Every gate emits PolicyGate.Trigger with:

{
  "gate":"PoolingGate",
  "level":"RED",
  "trigger":{"metric":"CWA","value":0.46,"threshold":0.50},
  "action":"fallback_estimator=attention, strict=true",
  "hysteresis":{"min_clear_windows":3,"window":"panel"},
  "owner":"runtime-cwa",
  "runbook":"rb://poolinggate/v1"
}

Attach to TraceWrite and include in Audit.Export bundles (Appendix F).

5.7 Config pack (copy-paste)

# /apps/beltops/policy/gates.yaml
defaults:
  hysteresis:
    clear_windows:
      pooling: 3        # panels
      agreement: 2      # W windows
      allocator: 1k     # allocations
      sync: 256         # ticks
      projector: 3      # windows
      belt: 2w          # weeks
owners:
  runtime-cwa: "@oncall-runtime"
  runtime-core: "@oncall-runtime"
  beltops: "@oncall-beltops"
  sre: "@oncall-sre"
gates:
  PoolingGate:
    enable: true
    thresholds: {cwa_min: 0.75, pri_max: 0.25}
    actions:
      amber: {estimator: "hybrid", pool_shrink: 0.5, increase_panel: true}
      red:   {estimator: "attention", strict: true, human_signoff: true}
  AgreementGate:
    enable: true
    thresholds: {agr_min: 0.95}
    actions:
      amber: {require_quorum: true, add_redundancy: 1}
      red:   {autonomy: "off", mode: "read-only"}
  LatchingGuard:
    enable: true
    actions:
      red: {block_commit: true, snapshot: true, incident: "SEV-1"}
  AllocatorGate:
    thresholds: {occ_max: 0.95, scr_max_per_1k: 30}
    actions:
      amber: {backpressure: true, ttl_increase: 0.2}
      red:   {increase_pool: 4, serialize_callers: true}
  SyncGate:
    thresholds: {rho_min: 0.80, dtau_max: 1}
    actions:
      amber: {stretch_cadence: 0.1}
      red:   {barrier: true, staged_pause: true}
  ProjectorGate:
    thresholds: {bhi_max: 0.70}
    actions:
      amber: {jitter: 0.02, whiten: true, rechunk: true}
      red:   {disable_projector: true, switch_backup: true}
  BeltGate:
    thresholds: {residual_max: 0.30}
    actions:
      amber: {tighten_flux_gate: true, freeze_noncritical_twist: true}
      red:   {freeze_scope: true, exec_review: true, sample_daily: true}
  ToolGuard:
    thresholds: {mer_max: 0.05}
    actions:
      amber: {reduce_concurrency: true, arg_templates: true}
      red:   {disable_tool: true, sandbox: true, requal: true}

5.8 Runbook template (per gate)

Header: Gate, Severity, Trigger snapshot, Owner, On-call.
Containment: the exact Auto-Action commands (API calls/flags).
Diagnosis checklist: links to last 10 events, cert panels, AB/BA diffs, allocator heatmap, sync chart, Five-Line KPI.
Recovery: precise Exit criteria; how to revert throttles; validation checks.
Post-incident: root cause, fix, tests added, thresholds tuned, artifact links.

With this table, SREs and product owners can wire closed-loop governance: the same invariants that define observers (internal collapse, agreement, slots, closure) now activate deterministic, auditable responses.

 

Gate→API Command Sheet (copy-paste for runbooks)

Set once:

export HOST="https://observerops.example.com"
export TOKEN="<BEARER_TOKEN>"
export RID="run_$(date +%s)"
hdr=(-H "Authorization: Bearer $TOKEN" -H "Content-Type: application/json" -H "Idempotency-Key: $RID")

PoolingGate (CWA / PRI)

Amber → shrink pool, hybrid estimator, bigger panel

curl -sS -X POST "$HOST/pool" "${hdr[@]}" -d @- <<'JSON'
{
  "projected": [{"doc_id":"D1","v":[...]},{"doc_id":"D2","v":[...]},{"doc_id":"D3","v":[...]}],   // shrink set
  "cert": {"permutations": 96, "sign_flips": 48, "chunk_shuffles": 24, "seed": 1729},
  "min_score": 0.60,
  "strict": false,
  "estimator": "hybrid",
  "tags": {"gate":"PoolingGate","level":"AMBER"}
}
JSON

Red → force order-aware estimator, strict gate, human sign-off

curl -sS -X POST "$HOST/pool" "${hdr[@]}" -d @- <<'JSON'
{
  "projected": [{"doc_id":"D1","v":[...]},{"doc_id":"D2","v":[...]}],
  "cert": {"permutations": 64, "sign_flips": 32, "chunk_shuffles": 16, "seed": 1729},
  "min_score": 0.75,
  "strict": true,
  "estimator": "attention",
  "tags": {"gate":"PoolingGate","level":"RED","requires_signoff":true}
}
JSON

AgreementGate (AGR)

Amber → quorum before act + add SBS redundancy

# 1) Check agreement on replicas
curl -sS -X POST "$HOST/agree" "${hdr[@]}" -d @- <<'JSON'
{"Ta":"trc_a","Tb":"trc_b","commute_matrix":[[1,1],[1,1]],"record_policy":{"redundancy_required":3}}
JSON
# 2) Redundant pointer write (extra channel)
curl -sS -X POST "$HOST/measure" "${hdr[@]}" -d @- <<'JSON'
{
  "pi":"channel://pointer/redundant-2",
  "state_ref":"model://agent/42@v17",
  "commit":true,
  "tags":{"gate":"AgreementGate","level":"AMBER","mode":"quorum"}
}
JSON

Red → read-only (no commits) until quorum recovers

curl -sS -X POST "$HOST/measure" "${hdr[@]}" -d @- <<'JSON'
{
  "pi":"channel://tool/safe-read",
  "state_ref":"model://agent/42@v17",
  "commit":false,
  "tags":{"gate":"AgreementGate","level":"RED","autonomy":"off","reason":"AGR low"}
}
JSON

LatchingGuard (ICV)

Immediate → block commits, snapshot evidence

# Switch to read-only probes
curl -sS -X POST "$HOST/measure" "${hdr[@]}" -d @- <<'JSON'
{"pi":"channel://diagnostic/hash-check","commit":false,"tags":{"gate":"LatchingGuard","level":"RED"}}
JSON
# Fetch offending trace for the incident
curl -sS "$HOST/trace/trc_offender_id" -H "Authorization: Bearer $TOKEN"

AllocatorGate (Occ / SCR)

Amber → back-pressure & increase slot TTL

curl -sS -X POST "$HOST/slots.allocate" "${hdr[@]}" -d @- <<'JSON'
{"pool":"tools/default","k":1,"ttl_ms":8000,"tags":{"gate":"AllocatorGate","level":"AMBER","mode":"backpressure"}}
JSON

Red → serialize callers (1-at-a-time)

# Acquire single slot; run; release — repeat
SID=$(curl -sS -X POST "$HOST/slots.allocate" "${hdr[@]}" -d '{"pool":"tools/default","k":1,"ttl_ms":5000}' | jq -r '.granted[0]')
# ...perform one critical /measure using that slot...
curl -sS -X POST "$HOST/slots.release" "${hdr[@]}" -d "{\"ids\":[\"$SID\"],\"tags\":{\"gate\":\"AllocatorGate\",\"level\":\"RED\"}}"

SyncGate (ρ / Δτ)

Amber → stretch cadence; nudge laggards

curl -sS -X POST "$HOST/tick/sync" "${hdr[@]}" -d @- <<'JSON'
{"stretch":0.10,"nudge":{"targets":"laggards","max_dtau":1},"tags":{"gate":"SyncGate","level":"AMBER"}}
JSON

Red → barrier at next tick; staged pause/reschedule

curl -sS -X POST "$HOST/tick/sync" "${hdr[@]}" -d @- <<'JSON'
{"barrier":true,"pause_cohorts":["beta","gamma"],"resume_after_sec":300,"tags":{"gate":"SyncGate","level":"RED"}}
JSON

ProjectorGate (BHI)

Amber → jitter/whiten/re-chunk

curl -sS -X POST "$HOST/project" "${hdr[@]}" -d @- <<'JSON'
{
  "x":[{"doc_id":"D1","text":"..."},{"doc_id":"D2","text":"..."}],
  "projector":"proj://embedding/e5-large@2025-01",
  "policy":{"normalize":true,"whiten":true,"jitter":0.02,"rechunk":{"target_tokens":256}},
  "tags":{"gate":"ProjectorGate","level":"AMBER"}
}
JSON

Red → switch to backup projector

curl -sS -X POST "$HOST/project" "${hdr[@]}" -d @- <<'JSON'
{
  "x":[{"doc_id":"D1","text":"..."},{"doc_id":"D2","text":"..."}],
  "projector":"proj://embedding/e5-large@backup",
  "policy":{"normalize":true},
  "tags":{"gate":"ProjectorGate","level":"RED"}
}
JSON

BeltGate (PBHL Residual)

Amber → tighten Flux-gate; freeze non-critical Twist

curl -sS -X POST "$HOST/belt" "${hdr[@]}" -d @- <<'JSON'
{
  "edges":{"plan":0.62,"do":0.51},
  "alpha":0.35,
  "twist":0.09,
  "mesh":"belt://program/support-rag@Q4",
  "gates":{"residual_max":0.20,"freeze_noncritical_twist":true},
  "tags":{"gate":"BeltGate","level":"AMBER"}
}
JSON

Red → freeze scope; raise sampling to daily; exec review

curl -sS -X POST "$HOST/belt" "${hdr[@]}" -d @- <<'JSON'
{
  "edges":{"plan":0.62,"do":0.51},
  "alpha":0.35,
  "twist":0.09,
  "mesh":"belt://program/support-rag@Q4",
  "gates":{"residual_max":0.30,"freeze_scope":true,"sample_rate":"daily","exec_review":true},
  "tags":{"gate":"BeltGate","level":"RED"}
}
JSON

ToolGuard (MER)

Amber → reduce parallelism; enforce arg templates

curl -sS -X POST "$HOST/measure" "${hdr[@]}" -d @- <<'JSON'
{
  "pi":"tool://structured-call",
  "params":{"template_enforced":true},
  "commit":true,
  "tags":{"gate":"ToolGuard","level":"AMBER","max_concurrency":2}
}
JSON

Red → disable tool; sandbox re-qual

curl -sS -X POST "$HOST/measure" "${hdr[@]}" -d @- <<'JSON'
{
  "pi":"tool://structured-call",
  "commit":false,
  "tags":{"gate":"ToolGuard","level":"RED","disabled":true,"sandbox":"requal-suite"}
}
JSON

Notes

  • Include trace_id/span_id from responses in your incident notes.

  • Commands set descriptive tags so PolicyGate.Trigger and Audit.Export can correlate actions to gates (Tables 2 & 5).

 

 

 

 © 2025 Danny Yeung. All rights reserved. 版权所有 不得转载

 

Disclaimer

This book is the product of a collaboration between the author and OpenAI's GPT-5 language model. While every effort has been made to ensure accuracy, clarity, and insight, the content is generated with the assistance of artificial intelligence and may contain factual, interpretive, or mathematical errors. Readers are encouraged to approach the ideas with critical thinking and to consult primary scientific literature where appropriate.

This work is speculative, interdisciplinary, and exploratory in nature. It bridges metaphysics, physics, and organizational theory to propose a novel conceptual framework—not a definitive scientific theory. As such, it invites dialogue, challenge, and refinement.


I am merely a midwife of knowledge.

 

 

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