· Engineering / Knowledge retrieval
Ask the engineering corpus.
A semantic, citation-aware retrieval surface across 59 semantic entities, 14 topology patterns, 8 deployment archetypes, 7 lifecycle rules, 4 simulation surfaces, 14 reference projects, 25 engineering tools and 59 insights. 41 discipline-jargon synonym groups expand the query. Every claim cites the underlying corpus file, slug and a one-line "why this result" rationale. AI crawlers read the same data as humans do.
Retrieved · intent: lifecycle
Closest topology pattern: Addressable fire cause-and-effect matrix. observed in 2 projects. It composes into the command-and-control facility archetype. spans 7 disciplines. Lifecycle rule on file: VRLA battery bank, >= 30 months in service. Refresh / review cadence and AMC tier carried in the rule record. Overall corpus confidence: 97%.
When to use
High confidence (97%) — citations agree across 7 corpus surfaces.
· Semantic entities (5)
- AMC Tier Model (Bronze · Silver · Gold · Mission-Critical)
entity · confidence 92%
Why this result: summary / alias hit.
semantic-engineering-graph.ts › semanticEntities#amc-tier-model
- Preventive Maintenance Rhythm
entity · confidence 66%
Why this result: summary / alias hit.
semantic-engineering-graph.ts › semanticEntities#preventive-maintenance
- Commissioning Discipline
entity · confidence 67%
Why this result: summary / alias hit.
semantic-engineering-graph.ts › semanticEntities#commissioning-discipline
- Vertiv EnergyCore BESS
entity · confidence 56%
Why this result: summary / alias hit.
semantic-engineering-graph.ts › semanticEntities#vertiv-bess
- Online (Double-Conversion) UPS
entity · confidence 59%
Why this result: summary / alias hit.
semantic-engineering-graph.ts › semanticEntities#online-ups-pattern
· Topology patterns (4)
Addressable fire cause-and-effect matrix
topology · confidence 70%
Why this result: observed in 2 projects.
wave5-foundations.ts › topologyPatterns#addressable-fire-cause-effect-matrix
Hospital clinical-ELV spine topology
topology · confidence 70%
Why this result: observed in 2 projects.
wave5-foundations.ts › topologyPatterns#hospital-clinical-elv-spine
Legislative acoustic + vote-recording spine
topology · confidence 69%
Why this result: description hit.
wave5-foundations.ts › topologyPatterns#legislative-acoustic-vote-spine
Three-envelope command facility topology
topology · confidence 64%
Why this result: description hit.
wave5-foundations.ts › topologyPatterns#three-envelope-command-facility
· Deployment archetypes (4)
Command-and-control facility
archetype · confidence 82%
Why this result: spans 7 disciplines.
wave5-foundations.ts › wave5DeploymentArchetypes#command-control-facility
Legislative chamber
archetype · confidence 81%
Why this result: spans 5 disciplines.
wave5-foundations.ts › wave5DeploymentArchetypes#legislative-chamber
Medical-college campus
archetype · confidence 80%
Why this result: spans 7 disciplines.
wave5-foundations.ts › wave5DeploymentArchetypes#medical-college-campus
State guest-house
archetype · confidence 72%
Why this result: spans 7 disciplines.
wave5-foundations.ts › wave5DeploymentArchetypes#state-guest-house
· Lifecycle rules (4)
VRLA battery bank, >= 30 months in service
rule · confidence 72%
Why this result: matches a candidate archetype.
wave5-foundations.ts › lifecycleAdvisoryRules#vrla-battery-bank-refresh
Fine-pitch LED wall, >= 5 years in service
rule · confidence 72%
Why this result: matches a candidate archetype.
wave5-foundations.ts › lifecycleAdvisoryRules#fine-pitch-led-recalibration
Wi-Fi 6 AP plant, >= 5 years in service
rule · confidence 72%
Why this result: matches a candidate archetype.
wave5-foundations.ts › lifecycleAdvisoryRules#wifi-6-generational-refresh
Honeywell IMPACT NVR fleet, between firmware refresh cycles
rule · confidence 72%
Why this result: matches a candidate archetype.
wave5-foundations.ts › lifecycleAdvisoryRules#honeywell-impact-firmware-cycle
· Reference projects (2)
- Assam State Guest House, Koinadhara
project · confidence 74%
Why this result: observed-in candidate topology · scope / sector hit.
projects.ts › projects#assam-state-guest-house-koinadhara-guwahati
- Tinsukia Medical College & Hospital
project · confidence 74%
Why this result: observed-in candidate topology · scope / sector hit.
projects.ts › projects#tinsukia-medical-college-hospital
· Engineering tools (5)
- AMC Plan Selector
tool · confidence 82%
Why this result: tool body / tag hit.
tools-registry.ts › tools#amc-selector
- Maintenance Health Check
tool · confidence 74%
Why this result: tool body / tag hit.
tools-registry.ts › tools#maintenance-check
- Cost Planning Bands
tool · confidence 67%
Why this result: tool body / tag hit.
tools-registry.ts › tools#cost-planning
- Cinema Sizer
tool · confidence 66%
Why this result: tool body / tag hit.
tools-registry.ts › tools#cinema-sizer
- NBC Fire-Safety by State
tool · confidence 66%
Why this result: tool body / tag hit.
tools-registry.ts › tools#nbc-fire-check
· Insights (5)
- AMC strategy: how to scope a maintenance contract that genuinely keeps systems alive
insight · confidence 80%
Why this result: title / excerpt hit.
insights.ts › insightsArticles#amc-strategy
- Lithium-ion BESS vs VRLA: the eight-year economics for mission-critical UPS
insight · confidence 75%
Why this result: title / excerpt hit.
insights.ts › insightsArticles#lithium-bess-versus-vrla
- Eight ELV integration mistakes that survive into commissioning — and how to catch them earlier
insight · confidence 69%
Why this result: title / excerpt hit.
insights.ts › insightsArticles#elv-integration-mistakes
- AMC pricing transparency — why 6-10% of installed value is the right band
insight · confidence 69%
Why this result: title / excerpt hit.
insights.ts › insightsArticles#amc-pricing-transparency
- CCTV for critical infrastructure: pole foundations, HDPE under-conduit and the civil-coordination discipline
insight · confidence 68%
Why this result: title / excerpt hit.
insights.ts › insightsArticles#cctv-for-critical-infrastructure-pole-foundations-and-civil-coordination
· Follow-ups
- — Which deployment archetype composes addressable fire cause-and-effect matrix?
- — What lifecycle rules apply to the command-and-control facility?
- — Which projects on file follow this lifecycle pattern?
- — Browse related entities to AMC Tier Model (Bronze · Silver · Gold · Mission-Critical).
· Corpus snapshot
What the retrieval surface knows.
59
Semantic entities
Protocol, technology, manufacturer, archetype and lifecycle entities — each with relationship edges, aliases and authority weights.
14
Topology patterns
From command-control to legislative-acoustic — each pattern carries a confidence score and observed-in project list.
8
Deployment archetypes
Sector × topology × delivery shape — with complexity scoring and recommended AMC tier.
7
Lifecycle rules
Refresh-cadence rules grounded in real degradation behaviour, not warranty windows.
· Topology patterns
- Three-envelope command facility topology
mission-critical-orchestrated · n-plus-1-with-failover · conf 85%
- Seven-discipline single-backbone topology
multi-discipline-coordinated · n-plus-1 · conf 90%
- Multi-block coordinated ELV topology
multi-discipline-coordinated · n-plus-1 · conf 95%
- Legislative acoustic + vote-recording spine
mission-critical-orchestrated · n-plus-1-with-failover · conf 92%
- Courtroom hybrid-evidence topology
multi-discipline-coordinated · n-plus-1 · conf 78%
- Cinema immersive-acoustic envelope topology
multi-discipline-coordinated · n · conf 88%
- Command-centre redundant display-wall topology
mission-critical-orchestrated · n-plus-1-with-failover · conf 83%
- High-density hospitality Wi-Fi topology
two-discipline · n-plus-1 · conf 86%
- Addressable fire cause-and-effect matrix
mission-critical-orchestrated · n-plus-1-with-failover · conf 94%
- Hospital clinical-ELV spine topology
mission-critical-orchestrated · n-plus-1-with-failover · conf 93%
- Smart-home low-noise orchestration
multi-discipline-coordinated · n · conf 81%
- Multi-site fibre resilience ring topology
multi-discipline-coordinated · 2n-with-diverse-paths · conf 87%
- Cultural-hall broadcast-grade AV topology
mission-critical-orchestrated · n-plus-1 · conf 84%
- Retail-mall distributed BGM + paging topology
two-discipline · n-plus-1 · conf 86%
· Deployment archetypes
- Command-and-control facility
complexity 9/10 · 14 mo · mission-critical
- Legislative chamber
complexity 9/10 · 9 mo · mission-critical
- Medical-college campus
complexity 9/10 · 18 mo · gold
- State guest-house
complexity 7/10 · 8 mo · gold
- Civic cultural hall
complexity 8/10 · 10 mo · gold
- Retail mall
complexity 6/10 · 6 mo · silver
- Cinema multiplex auditorium
complexity 7/10 · 4 mo · silver
- Luxury residence
complexity 6/10 · 5 mo · silver
· Lifecycle rules
VRLA battery bank, >= 30 months in service
tier gold · refresh @ 36 mo
VRLA capacity degrades 5-8% per year nominal, accelerating above 30°C. Refresh at 36 months preserves the holdover guarantee.
Fine-pitch LED wall, >= 5 years in service
tier gold · refresh @ 18 mo
Colour-uniformity drift over 7-9 year horizon; panel-by-panel re-calibration every 18 months preserves chamber-grade visual coherence.
Wi-Fi 6 AP plant, >= 5 years in service
tier silver · refresh @ 60 mo
Wi-Fi 7 generational refresh window opens at 5-7 years; Cat6A backbone supports the next generation without re-cabling.
Honeywell IMPACT NVR fleet, between firmware refresh cycles
tier silver · refresh @ 12 mo
Firmware-driven analytics evolve faster than camera hardware; configuration baseline export + analytics rule review at every firmware cycle.
Addressable fire system in service, post-occupancy changes
tier gold · refresh @ 12 mo
Occupancy changes (department moves, suite reallocations) invalidate parts of the C&E matrix. Annual review against the architect-of-record floor plan keeps evacuation behaviour predictable.
High-SPL audience loudspeakers, >= 4 years
tier silver · refresh @ 48 mo
Compression driver diaphragms fatigue under sustained SPL; impedance + sensitivity sweep flags failing drivers before audience perception.
OFC backbone, >= 7 years in service
tier gold · refresh @ 84 mo
Connector loss creeps over 7-10 year horizon; OTDR survey identifies degraded splices before they manifest as link-flap events.
· Top semantic entities
The full 59-node graph lives at /engineering/entity — this snapshot lists the flagship entries.
· Simulation surfaces
UPS holdover simulation (multi-load)
power-protection · implemented
Per-load UPS holdover across a 30-minute discharge window with chemistry-specific Peukert correction and ambient-temperature derating.
→ open simulationWi-Fi coverage simulation (attenuation-aware)
structured-cabling-networking · implemented
AP placement with material-aware attenuation envelope, channel-plan check and per-floor co-channel interference detection.
→ open simulationFire-evacuation flow simulation
fire-life-safety · implemented
Occupant-flow simulation against the fire-alarm cause-and-effect matrix; STI-per-seat verification against evacuation-event ambient noise.
→ open simulationCCTV coverage geometry simulation
cctv-surveillance · implemented
Per-camera FOV cone projected onto a floor plan with PPM band overlay (identification / recognition / observation / detection).
→ open simulation