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Systems & Platform Evidence

Architectural Case Studies

Real-world interventions examining architectural constraints, compiler and runtime design, high-volume data transport, multi-agent orchestration, and verified outcomes.

Kuldeep Singh - Principal Technical Architect
Architecture & Research
Kuldeep Singh

Principal Technical Architect

Evidence topology · select a node to inspectShowing 12 of 12 initiatives
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RCAHeadless Salesforce Revenue Cloud (RCA) Capabilities, Without Dual MaintenanceCSCS-01Local Evaluation of Salesforce RCA - CMLCSCS-02Generic Entity Scoring Engine, Native to the CRMCSCS-03TM Forum Open API Intelligence Suite & Spectra AI CopilotCSCS-04BrewCMS: Open-Source Content Control Plane & Agent Operating SystemCSCS-05WebAssembly in Salesforce LWC: 500K Record Engine & Net-Zero DBCSCS-06Multi-Site Quoting Without Leaving the CRMCSCS-07Save Pipelines Drawn as Graphs, Not Trigger ChainsCSCS-08A CRM-Backed Portal That Reads From the EdgeCSCS-09Tokenized Enterprise Design System & Micro-Frontend ArchitectureCSCS-10Resilient Event-Driven Integration & Distributed Outbox TopologyCSCS-11json-query-lite: SQL-Shaped Search for Big JSON in Small PlacesCSCS-12
CS-01TIER 1

Headless Salesforce Revenue Cloud (RCA) Capabilities, Without Dual Maintenance

A pattern study: keep pricing and configuration authority in one engine, serve every channel from versioned contracts.

Domain: Headless Platform Architecture

Connected Edges (1)

→ RCACS-08

Node Taxonomy Legend

Tier 1 · Flagship
Tier 2 · Architecture
Tier 3 · Deep Dive
Headless Platform ArchitectureTier 1

Headless Salesforce Revenue Cloud (RCA) Capabilities, Without Dual Maintenance

“Separate capability from presentation - but keep exactly one engine that owns the truth.”

The Constraint:

Binding engine logic to internal page layouts leaves two bad options: force outsiders onto internal screens, or copy the logic outward and maintain both. Copies always diverge - usually discovered as misquotes.

HEADLESSAPI-LEDCONTRACT-FIRSTRCA

Compiler & Runtime EngineeringTier 1

Local Evaluation of Salesforce RCA - CML

“When every configurator click pays a server round-trip, move evaluation to the client - but do it with a real language runtime, not duplicated if-statements.”

The Constraint:

The failure mode I kept observing in Salesforce Revenue Cloud (RCA) configurators: 1) Per-click round-trips: Every toggle or attribute edit goes remote. At 300–800ms a click, fast configurators feel broken, and overlapping responses overwrite newer state. 2) Headless gets second-class validation: The storefront either polls the server per keystroke (slow, rate-limit hungry) or re-implements rules by hand. 3) Hand ports drift: Two implementations of the same pricing logic always diverge. The bug reports arrive months later, as misquotes. 4) Sandbox says no to shortcuts: In LWC, eval() and new Function() are off the table under Lightning Web Security, so 'just compile to JS strings' is not an option.

CONSTRAINT COMPILERTYPESCRIPT ASTHEADLESS COMMERCEREACT & LWCCLIENT EVALUATION

Agentic Systems & AI ArchitectureTier 1

Generic Entity Scoring Engine, Native to the CRM

“The hard problem is not adding an agent. It is deciding which agent - and whether any agent - should act.”

The Constraint:

What goes wrong without it: models get invoked on incomplete records, contexts bloat across domains, tools fire with unvalidated arguments, and nobody can reconstruct why an action happened. In record-centric work that is unacceptable.

ORCHESTRATORENTITY SCORINGTOOL CALLINGMULTI-AGENT

Telco Systems & Applied AI ArchitectureTier 1

TM Forum Open API Intelligence Suite & Spectra AI Copilot

“When enterprise JSON payloads become unreadable, transform data contracts into observable, interactive graphs with client-side AI.”

The Constraint:

Telco architects, BSS engineers, and solution teams lacked a dedicated visual and analytical medium to inspect, present, and validate complex TMF payloads. Existing generic JSON tools offer no semantic understanding of TM Forum data models, collapse under circular references, offer no schema compliance diagnostics, and lack real-time presentation capabilities. Furthermore, strict enterprise data privacy rules prevent teams from sending sensitive client telecom contracts and quote payloads to third-party cloud AI services for analysis.

TM FORUM ODAWEBGPUREACT FLOWAJVHYBRID AI

Open Source & Content SystemsTier 1

BrewCMS: Open-Source Content Control Plane & Agent Operating System

“When traditional CMS architectures force false choices between fragile headless SaaS subscription bills and bloated legacy monolithic platforms, architect content as a governed, database-agnostic control plane with bounded agent autonomy and zero SaaS lock-in.”

The Constraint:

1) Headless CMS SaaS platforms introduce recurring subscription costs, vendor lock-in, and 20ms–80ms HTTP latency round-trips for every document query. 2) Traditional Node.js SQLite solutions depend on better-sqlite3 or native C++ addons that fail on modern serverless or lightweight hosting environments. 3) Content revisions in standard CMS databases are mutable, causing unversioned content drift without cryptographic audit trails. 4) AI agents lack a standard, governed interface to read and write content safely without bypassing editorial review.

CONTENT CONTROL PLANEMCP AGENT TOOLSPLUGGABLE STORAGEIMMUTABLE REVISIONSHEXAGONAL COREZERO SAAS LOCK-IN

Systems Engineering & High-Volume Web ArchitectureTier 1

WebAssembly in Salesforce LWC: 500K Record Engine & Net-Zero DB

“When the platform caps storage, heap, and CPU, stop fighting the caps - change where the data lives and where the work runs.”

The Constraint:

The walls, stated plainly: 1) Row storage is the wrong home: Half a million catalog rows do not belong in per-row CRM storage. The cost and the import time both hurt. 2) Server heaps are small on purpose: A 100MB+ JSON payload cannot pass through a 6–12MB execution heap. It fails loudly. 3) Upstream APIs throttle: Catalog providers rate-limit. Synchronous pulls during busy hours return 429s. 4) Fat JSON over the wire is slow: Row-oriented JSON with repeated keys compresses badly and parses slowly. 5) Main-thread parsing freezes tabs: Hundreds of thousands of object allocations trigger long GC pauses. 6) Edits seem to demand a database: Price overrides and margin tweaks look like they need RDS - with bills and ops to match.

WEBASSEMBLYRUSTLWCOBJECT STORAGEAST QUERYDELTA MERGE

High-Volume Platform ArchitectureTier 1

Multi-Site Quoting Without Leaving the CRM

“Compress the payload. Move computation to the data. Hydrate only what the eye can see.”

The Constraint:

What breaks when the dataset outgrows the component: transferring full payloads freezes the UI thread, holding everything in memory exhausts the tab, and paging through a server per keystroke feels sluggish. The temptation is an external portal - which users experience as abandonment.

LWCGZIPOBJECT STORAGERUSTTYPESCRIPT

Salesforce Revenue Cloud (RCA) & Workflow ArchitectureTier 2

Save Pipelines Drawn as Graphs, Not Trigger Chains

“Make the save order visible and the failure localized - implicit trigger chains do neither.”

The Constraint:

Chained handlers and flag-guarded triggers hide the order, allow cycles by accident, and spread one save across many partial writes - which then fail partially and reconcile manually.

DAGRCADEPENDENCY GRAPHPIPELINES

Platform ArchitectureTier 2

A CRM-Backed Portal That Reads From the Edge

“CRMs are fine databases and poor web servers - so stop serving the web from them directly.”

The Constraint:

Per-view record reads exhaust API allowances at peak and still feel slow on mobile. The portal inherits the record system's release and maintenance windows whether users like it or not.

PORTALSCHANGE EVENTSNEXT.JSAPI GATEWAY

Experience ArchitectureTier 2

Tokenized Enterprise Design System & Micro-Frontend Architecture

“Unifying multi-brand enterprise surfaces with headless contracts and token governance.”

The Constraint:

Teams were re-implementing core UI components independently, causing inconsistent user journeys, WCAG compliance gaps, bloated bundle sizes, and inability to roll out global brand updates coherently.

TOKENSHEADLESS UIACCESSIBILITYTYPESCRIPT

Integration ArchitectureTier 2

Resilient Event-Driven Integration & Distributed Outbox Topology

“Decoupling mission-critical transaction flows with asynchronous message streaming.”

The Constraint:

When downstream third-party APIs experienced latency spikes or brief downtime, upstream customer transactions stalled and failed, creating data drift and manual reconciliation overhead.

EVENT-DRIVENOUTBOXKAFKAIDEMPOTENCY

Search & Retrieval SystemsTier 3

json-query-lite: SQL-Shaped Search for Big JSON in Small Places

“Give JSON arrays a real query language and the UI stops being the database.”

The Constraint:

Quoting-style UIs need multi-attribute, nested-boolean filtering with ranking - the kind of query that is painful in SOQL-like point lookups and lethal as a full client-side scan. Dumping the dataset into the tab makes the UI the search engine, and the UI loses.

RUSTTYPESCRIPTSEARCH ENGINEOPEN SOURCE