Recorded window: illustrative snapshot Active Slice: All Time · Carried across all views

Dendro Fleet Intelligence

Read the agentic stack across Model, Harness, Coordination & Lineage, and Environment & Security.

Autonomous Fleet Health · Nominal

Concentric growth rings encode cross-layer telemetry over the selected window. 48 radial clock sectors map Model token density, Harness execution rhythms, Coordination queue handoffs, and Environment security invariants.

Sector 32 / 48 89.2% Cache Yield · Model
Scrub or Rotate to inspect timeline sectors · Click ring to isolate
Apple Health-Grade Synthesis

Highlights from Your Stack

Synthesized executive intelligence across model caching, multi-harness dispatch, and autonomous coordination.

89.2% HIT YIELD

Cache reads served 89.2% of input tokens — saving 1.30B uncached token reads across 43,169 model calls.

Prompt prefix alignment in Claude & Codex harnesses kept uncached input at 1.54M tokens direct.

Open Token Economics →
claudecodexpiopenrigagy

84,555 messages routed across active harnesses with zero settled action failures.

Context pressure remained nominal; tool invocations converged with zero unredacted body capture.

Message Mix → Schema Drift →
☀D-6Clear
☀D-5Clear
⛅D-4Rework
☀D-3Clear
☀D-2Clear
☀D-1Clear
☀TodayClear

Fleet in Clear regime: 0 Trajectory Vortex loops detected, 32 minor handoff rework returns tracked.

Lineage walk verified 0 cycles across 18 sender/receiver actor pairs under continuous watchdog assurance.

Handoff Flow →
Model tokens (I02)
14.24M
Disjoint No inferred currency
14240000
Active actors
8
Coordination observed active actors
Observed concurrency 2.84x
k active actors
84555 43169
Session yield
78.4K tok/deliv
Canonical M1 Null is not zero
32
Work handoff rework
12.9%
32 rework returns 18 recorded pairs
18 8
Multi-Dimensional Rollup

Fleet Telemetry Rollup & Dimension Explorer

Analyze fleet execution dynamically across harnesses, architectural layers, and chronological time buckets.

Harness / Tool Status Calls / Messages Observed Tokens Token Share Action
Anatomical Telemetry

Exploding Stack X-Ray

Observe cross-layer causality: Model → Harness → Coordination → Environment across real agent execution spans.

1. Model Layer (Tokens & Cache)
M-CALL #4312
claude-3-5-sonnet
91.4% cache yield
M-CALL #4313
gpt-4o-mini (sim)
Fast-tier routed
M-CALL #4314
claude-3-5-sonnet
78.2% cache yield
2. Harness Layer (Actions & Messages)
H-ACT #8410
Tool: read_file
Settled: Success
H-ACT #8411
Msg: agent_reply
Body: Scrubbed
H-ACT #8412
Tool: git_diff
Settled: Success
3. Coordination Layer (Handoffs & Custody)
C-LINEAGE #201
Spawn subagent
Depth: 1 · No cycle
C-QUEUE #202
Handoff: Work Item
Return rate: 0.0%
4. Environment & Security Layer
SEC-CHK #109
Boundary Audit
Invariant: PASS
ENV-RES #110
cgroup Monitor
142 MB max RSS

Capability & Execution Intelligence 5-Layer Capability Matrix

Every agent action decomposed across the 5 critical execution layers: 10 Behavioral Tool Families (ToolArchetype), Built-in Harness Primitives, Skills (skill__*), MCP Servers (mcp__*), and Lifecycle Hooks (HookEvent).

Active Telemetry: 94.3K Observed Events
Fleet Execution Spectrum: Decomposition across 5 Capability Layers Tool Families 44.7% · Primitives 33.3% · Skills 13.7% · MCP 6.0% · Hooks 2.3%
Tool Families: 42,180 calls (44.7%) Harness Primitives: 31,450 calls (33.3%) Skills: 12,890 calls (13.7%) MCP Protocol: 5,620 calls (6.0%) Lifecycle Hooks: 2,180 events (2.3%)
inspector_diff Inspector & Diff
Read-Only
14,210 calls (33.7%) 0.8% failure
Top: git diff, inspect, view_file, ast_diff
search_retrieval Search & Retrieval
Read-Only
12,840 calls (30.4%) 1.2% failure
Top: grep_search, find_by_name, search_web
state_mutation State Mutation
Atomic Write
5,420 calls (12.8%) 2.1% failure
Top: edit_file, write_file, patch
build_test_verify Build, Test & Verify
Deterministic
3,180 calls (7.5%) 4.6% failure
Top: cargo test, cargo check, npm test
filter_compressor Filter / Compressor (rtk)
Token Guard
2,450 calls (5.8%) 0.1% failure
Top: rtk, token compressor, stream pruner
vcs_lifecycle VCS Lifecycle
Ledger Mutation
1,620 calls (3.8%) 0.4% failure
Top: git status, git commit, git branch
structured_parser Structured Parser
Schema Engine
1,120 calls (2.7%) 0.9% failure
Top: jq, ast-grep, serde JSON validator
env_pkg_manager Env & Package Manager
Isolation Gate
640 calls (1.5%) 1.8% failure
Top: uv venv, cargo add, npm install, mise
network_transfer Network Transfer
Egress Bound
420 calls (1.0%) 2.9% failure
Top: curl, fetch, sse-stream, webhook
generic_exec Generic Exec
Sandboxed
280 calls (0.7%) 5.4% failure
Top: bash, sh, run_command
Read (read_file) Core L1
11,840 calls 0.6% fail
Discipline: Strict Read Bounds (≤ 4 files inline)
Edit (edit_file) Atomic
4,120 calls 1.9% fail
Discipline: Exact String Match & Contiguous Edits
Write (write_file) Artifact
1,300 calls 1.2% fail
Discipline: Safe Non-Overwriting Creation Guard
Grep (grep_search) Discovery
6,890 calls 0.7% fail
Discipline: Bounded Regex Stream with Path Filters
Glob (find_by_name) Discovery
3,420 calls 0.4% fail
Discipline: Directory Containment & Symlink Defense
Bash (run_command) Sandbox
2,740 calls 3.8% fail
Discipline: Project-Scoped Venv & Native ext4 Storage
Subagent (invoke_subagent) Delegation
1,140 calls 0.2% fail
Discipline: Context-Protected Worker Fork & Synthesis
Skill Capability Funnel (Insight I06): 18 declared skills · 12 actively invoked · 6 dormant in observation window
66.7% Invocation Yield
agentflow-orchestratorActive
3,840 callsCore Delivery
agentflow-maintainerActive
2,120 callsGovernance
mtn-dyson-strategy-seatActive
1,980 callsGTM Strategy
holoselfActive
1,640 callsIdentity & Context
systematic-debuggingActive
1,190 callsQuality
verification-before-completionActive
890 callsVerification Gate
impeccableActive
720 callsDesign Intelligence
d3-vizActive
510 callsVisualization
agentflow-auditorDormant
0 callsDormant in Slice
agentflow-migratorDormant
0 callsDormant in Slice
grillingDormant
0 callsDormant in Slice
Namespace: holoself

holoself MCP Server

Active Protocol

Provides local, private contextual memory, profile manifests, and semantic search across owner identity without unapproved publication.

3,480 calls · 12ms avg 4 errors (0.1%)
Tools: holoself_context, holoself_search, holoself_status, holoself_proposal_create
Namespace: mtn-context-graph

mtn-context-graph MCP Server

Active Protocol

Provides real-time Cypher graph queries, node upserts, edge lineages, and relationship knowledge across the agent topology.

2,140 calls · 28ms avg 12 errors (0.6%)
Tools: cypher_query, graph_status, graph_upsert_node, graph_upsert_edge
1. PreInvocation Context Pressure Limit & Scope Invariant Check 4,210 events · PASS (100%)
2. PreToolUse Permission, Path Containment & Safe Rust Gate 94,320 events · 14 BLOCKED
3. PostToolUse Secret & Credential Sanitization (sk-*, ghp_*, bearer) 94,306 events · 18 REDACTED
4. PostInvocation Evidence Verification & Turn Lineage Registration 4,208 events · PASS (100%)
5. Stop Session Closure, Watermark Seek Offset & Handoff 4,198 events · PASS (100%)
Model · Harness Layer Live telemetry
v_message_mix

Model & Harness Message Mix Open Console →

Message and capability telemetry across harnesses and models. Counts by role, direction, and modality. Message bodies are never captured. I02 accounts tokens. I08 accounts settled action failure. All-time counts — window_from/window_to label the snapshot but do not filter.

I02 Tokens Direct counttokens.direct
I08 Execution Zero faultsaction_failure
Bodies Not stored
Model Layer Tokens tracked
v_mission_token_burn

Model Token & Cost Accounting (I02 / I04) Open Console →

Token and cost attribution across models, tasks, and actors. Unknown cost is never treated as zero.

Cache read 76.8%
I04 cost Unknown
Adapter Actor / Session
Coordination Lineage graph
v_subagent_lineage

Sub-Agent & Work Lineage Graph Open Console →

Direct parent-child session hierarchy with explicit lineage tracking. Missing parents remain unresolved without false roots. Direct parent-child session counts from v_subagent_lineage; depth, cycle, and unresolved-parent verdicts come from canonical insight I09 (missing parents remain unresolved and are never imputed as roots). All-time counts — window_from/window_to label the snapshot but do not filter.

Insight I09
Edges Explicit only
Roots Traced
Coordination 18 Handoff pairs
v_handoff_rework_analysis

Work Handoff & Rework Friction Open Console →

Sender and receiver actor pairs across queue handoffs and return loops. The counts are queue flow, not token attribution.

Pairs 18
Return rate 12.9%
Adapter Actor / Session
Harness Layer 8 Seats active
v_seat_idle_ranking

Actor Activity & Session Yield Open Console →

Observed actor time split into active execution, idle-with-work, container hold, and leaf stall, plus session yield. Partitioned by actor and session across execution bands.

Active ratio 68.4%
Ceremony 11.8%
Adapter Actor / Session
Environment · Security Invariants PASS
v_security_posture

Security & Authority Posture Open Console →

Closed-vocabulary observations across policy, grant, approval, attempt, effective authority, and effect. A grant is not effective authority. Command text is never stored. All-time counts — window_from/window_to label the snapshot but do not filter.

Kinds Closed
Authority Not inferred
Text Omitted
Environment 142 MB max RSS
v_process_resources

Environment & Process Resources Open Console →

CPU deltas and max sampled RSS per unit, process scope, and process attribution. I14 environment.resources is CPU deltas and max sampled RSS. I18 coverage.source counts sources. Max RSS per unit, process scope, and process attribution. The SQL view does not recompute CPU or coverage. All-time counts — window_from/window_to label the snapshot but do not filter.

I14 resources
I18 coverage
CPU in SQL Absent
Verification Verified Scorecard
v_executive_governance

Governance & Verification Scorecard Open Console →

Verification evidence for recovery, vortex loops, cache bleed, and independent peer review.

Peer Review Adapter
Vortex 0 loops
Watchdog 12 resumes
Harness Layer I22 Anomaly Monitor
v_trajectory_vortex

Trajectory Vortex (I22) Open Console →

Distance from the cohort of completed sessions. A trip is an anomaly signal, not an inferred root cause. A trip is not a cause. All-time counts — window_from/window_to label the snapshot but do not filter.

Signal Cohort Orbit
Tripwire Cosine delta
Status Active Sink
Harness Layer I23 Envelope Drift
v_schema_drift

Schema Drift (I23) Open Console →

Envelope shape distributions, plus keys added, removed, and retyped. Short samples report insufficient evidence. L1 distance of envelope shape distributions, plus keys added, removed, and retyped. A short sample is insufficient_sample. All-time counts — window_from/window_to label the snapshot but do not filter.

Distance L1 Shape
Retyped 0 Keys
Evidence Sample check
Security Layer I24 Reachability
v_authority_blast_radius

Authority Blast Radius (I24) Open Console →

Downstream sessions on evidenced edges only. The count reflects dependency exposure, not inherited authority. All-time counts — window_from/window_to label the snapshot but do not filter.

Edges Evidenced only
Exposure Downstream
PageRank Excluded
Model Layer I25 Fast-Tier Sim
v_counterfactual_routing

Counterfactual Routing (I25) Open Console →

Simulated fast-tier cost from an operator-pinned table. It is an analytical simulation, never an active runtime mutation. It is not an effect and not a routing change. All-time counts — window_from/window_to label the snapshot but do not filter.

Simulation Fast Tier
Mutation Zero Runtime
Profiles Pinned table
Explorer · Canvas Standalone
Offline Standalone Canvas

Cross-layer Stack Explorer Open Console →

Offline and connected reader for actors, sessions, work lineage, model accounting, and security posture.

Mode Zero Server
Sankey Ribbons Interactive
Privacy Scrubbed

Architecture layers

All Layers stay addressable. Counts roll through Model Layer, Harness Layer, Coordination & Lineage, Environment & Security, and Coordination & Topology.

Model Layer

usage_facts —

Harness Layer

message_facts — · activity_facts — · tool_facts — · skill_facts —

Coordination & Lineage

queue_facts — · session_edges —

Environment & Security

security_facts —

Persona questions

At most seven headline questions. The compiled strip below is the I01–I25 catalog index, not this headline list.

  1. Token & FinOps I02 · tokens.direct

    Where do direct model tokens go when cache is kept separate?

  2. Cost Predictability I04 · model.cost

    Which observed model cost is known, and which estimate stays unknown?

  3. Harness Reliability I08 · action_failure

    Which harness actions failed after they settled?

  4. Lineage & Topology I09 · lineage_shape

    Where does work lineage stop, cycle, or leave a parent unresolved?

  5. Infra & Resources I14 · resources

    Which placements account for CPU time and sampled memory?

  6. Security & Authority I24 · blast_radius

    Which downstream sessions does an evidenced grant reach?

  7. Trajectory & Vortex I22 · vortex

    Is a trajectory trip a cause, or only a distance from the cohort?

Compiled Insights Strip (insight_v1)

Catalog index I01–I25. L0 is status, finding, practical meaning, scope, and missingness. This strip does not recompute measures.

I01 L0 · Model
model.invocations

Count distinct evidenced call IDs. Usage-only rows are separate. No admitted call facts → not_observable. The presenter does not recompute this measure.

I02 L0 · Model
model.tokens.direct

Status: Computed when usage rows exist; Refused on an empty population or a failed store read. Formula: disjoint sums of input_uncached, cache_write, cache_read, and output per model. Reasoning stays inside output and is not added again. cache_read_ratio_of_sums and cache_read_mean_of_ratios are separate measures.

I03 L0 · Model
model.tokens.inclusive

Inclusive sum over the reachable observation union. Nonadditive. Incomplete nonnegative lineage is a lower bound. Ambiguous duplicates refuse the canonical total.

I04 L0 · Model
model.cost

Status: Computed, or Partial when observed or estimated USD is unknown. Formula: observed_usd and estimated_usd stay on separate measures and are never added. Unknown is not zero. The pricing table ships empty, so estimates stay unknown.

I05 L0 · Model
model.configuration_divergence

Observed bindings that differ from contemporaneous desired bindings, or from paired observed bindings. Unknown values are excluded and counted. Missing paired population → not_observable.

I06 L0 · Harness
harness.capability_funnel

Distinct loaded and invoked capability IDs, and the invoked∩loaded / loaded rate. Absent loaded evidence refuses the rate. Actions still count.

I07 L0 · Harness
harness.context_pressure

Evidenced context-used / context-limit at invocation. Prompt tokens do not substitute. A missing limit refuses the ratio.

I08 L0 · Harness
harness.action_failure

Status: Computed, or Partial when unsettled actions remain. Formula: failed divided by settled terminal actions (failed IS NOT NULL). Unsettled actions (failed IS NULL) are counted separately and are never treated as success.

I09 L0 · Coordination
work.lineage_shape

Status: Computed, or Partial when a parent is unresolved or a cycle stops the walk. Formula: explicit session_edges only. Relations include spawn, delegate, handoff, and return. Roots, depth, and diamonds are measured. Cycles are flagged. Unresolved parents are counted and never invented as roots.

I10 L0 · Coordination
work.duration

Wall union, summed attempt-seconds, and summed/wall. Half-open same-clock segments. A censored contribution is partial. wall=0 refuses the concurrency ratio.

I11 L0 · Coordination
work.shared_allocation

Shared usage, weighted beneficiaries, and residual. Rational weights are ≥ 0 and sum ≤ 1. Absent policy leaves the shared bucket.

I12 L0 · Coordination
coord.queue_wait

Sum or median of ready-to-start elapsed intervals, and a separate wall union. Missing ready, start, or cross-clock uncertainty refuses the affected intervals.

I13 L0 · Environment
environment.placement

Distinct incarnations and placement intervals by locus, plus same-label rebuild count. An unknown incarnation gets an unresolved count.

I14 L0 · Environment
environment.resources

Status: Computed when identities and samples exist; Refused on an empty population. Formula: CPU deltas and max sampled RSS. Per root_key and harness, sum CPU deltas on readable non-decreasing samples and take the max sampled RSS per rss_unit, with launched versus discovered attribution. RSS units are never mixed.

I15 L0 · Environment
environment.effects

Normalized successful and failed syscall counts by operation and resource class. An unmatched call has an unknown result. No trace → not_observable.

I16 L0 · Security
security.isolation

Paired declared / configured / tested dimension comparisons. A lone declaration is insufficient. Namespace equality is configuration, not a universal verification.

I17 L0 · Security
security.authority

Comparator counts of consistent, mismatch, and insufficient by an explicit rule. No applicable policy → NOT_ASSESSED, never a zero violation count.

I18 L0 · Environment
coverage.source

Status: Computed for an unwindowed scope; Refused when a from or to bound is set. Formula: read, projected, unprojected-by-reason, and refused counts per source. A missing source is not a zero.

I19 L0 · Coordination
outcome.acceptance

Currently accepted eligible work / rule-eligible evaluated work, with attempt success kept separate. No acceptance rule → not_observable.

I20 L0 · Coordination
outcome.resource_efficiency

Matched-population cost / accepted work, and a separate mean of per-work ratios. Zero accepted is null, not infinity. Cost stays on I04.

I21 L0 · Model
comparison.descriptive

Stratified difference of same-version measures. Match clock basis, grain, accounting, units, and coverage. Biased or unmatched selection → noncomparable.

I22 L0 · Harness
harness.trajectory_vortex

Distance from the cohort centroid of completed sessions. A trip is not a cause. L1 assumptions block that reading. The SQL trigger only marks the session dirty.

I23 L0 · Harness
harness.schema_drift

L1 distance of envelope_shape key-path and variant_type distributions, plus keys added, removed, and retyped. A short sample is reason insufficient_sample and badge insufficient_evidence.

I24 L0 · Security
security.authority_blast_radius

Downstream sessions on status = evidenced edges only. The count is dependency exposure, not inherited or effective authority. PageRank is not an input.

I25 L0 · Model
model.counterfactual_routing

Simulated fast-tier cost and context pressure from an operator-pinned tier table. It is not an effect and not a routing change. An unpinned cohort or tier profile refuses the simulation and keeps observed I02.

Technical Lineage, Stack Coverage & Underlying SQL Proof (L3)
12 Analytical Views · DuckDB Engine

DuckDB telemetry

Recorded window: —

Total rows: —

Total rows: —

Harnesses: —

  • Usage observations —
  • Message facts —
  • Activity intervals —
  • Queue items —
  • Security posture records —
  • Session lineage edges —
  • Tool facts —
  • Skill facts —

    Canonical Semantic Projections & SQL Views

    SQL View TokenLayerCanonical InsightDescription
    v_message_mixModel · HarnessI02 / I08Message and capability telemetry by role and modality
    v_mission_token_burnModelI02 / I04Token and cost attribution across models and actors
    v_subagent_lineageCoordinationI09Parent-child session edges, depth, cycle detection
    v_handoff_rework_analysisCoordinationM2 / HandoffSender and receiver actor pairs across queue returns
    v_seat_idle_rankingHarnessActor YieldActive execution, idle-with-work, container hold, leaf stall
    v_security_postureEnvironmentI16 / I17Closed-vocabulary observations across policy and authority
    v_process_resourcesEnvironmentI14 / I18CPU deltas and max sampled RSS per harness and root key
    v_executive_governanceCoordinationScorecardVerification evidence for recovery, cache bleed, peer review
    v_trajectory_vortexHarnessI22Distance from cohort centroid of completed sessions
    v_schema_driftHarnessI23L1 distance of envelope shape key-paths and variants
    v_authority_blast_radiusEnvironmentI24Downstream sessions on evidenced dependency edges
    v_counterfactual_routingModelI25Simulated fast-tier cost from operator-pinned tier table
    I22

    Trajectory Vortex

    Select any concept to view plain-English visual intuition.
    Mathematical definitions, population rules, and live SQL proof.