Autonomous worker fleets, quantitative decision engines, and resilient enterprise platforms engineered to run reliably under pressure.
We are KHANSTER.NET: an engineering practice designing and shipping production AI systems, autonomous agent fleets, and AI-powered operational software.
Inspired by the functional resilience of Starfleet systems, we build software designed to run reliably under pressure. No research theater, no speculative abstractions, and no synthetic marketing metrics. From sub-50ms trading decision engines to air-gapped financial reconciliation platforms, we build systems that solve tangible operational bottlenecks.
Every system we deploy is grounded in deterministic safeguards, clean system seams, and verifiable audit trails that perform in production from day one.
Pragmatic AI roadmaps tied directly to your operational bottlenecks. We evaluate architecture feasibility, model selection, and unit economics before writing code.
End-to-end machine learning pipelines from ingestion to inference. We build reliable models, set up automated monitoring, and optimize latency across edge and cloud targets.
Production integration of LLMs, agentic loops, and multimodal systems into existing workflows. We build grounded RAG pipelines, deterministic guards, and structured data outputs.
Operational modernization centered on autonomous agent workflows and automated execution. We help internal engineering teams adopt AI tooling, establish governance, and scale systems safely.
Transform scattered data stores and event streams into real-time operational feeds. We build high-throughput analytical backends, automated reporting, and low-latency decision services.
Deploy AI systems with verifiable safety, strict data isolation, and auditable outputs. We implement boundary testing, hallucination guards, and compliance baselines for regulatory standards like the EU AI Act.
Unified operations and sales execution workstation connecting enterprise pipeline tracking with RAID delivery governance. Features automated weekly ransomware threat intelligence ingestion, server-side entity deduplication, cryptographic HMAC client magic links for one-click RAID sign-off, and automated executive portfolio digests. Operates on a dual-stack PostgREST engine with vector embeddings, zero client data leakage, and rigorous UAT gate cutovers.
LIVE
FLAGSHIP
Enterprise partner lifecycle portal for Microdium’s national cybersecurity reseller network. Implements a 5-step onboarding wizard with in-browser digital signature capture, automated PDF agreement generation, authorized partner certificates, deal registration, and quotation workflows. Features one-click magic email approvals for administrators, strict multi-role authorization (Partner/Staff/Admin), Drive-synced marketing collateral distribution, and complete deal confidentiality.
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FLAGSHIP
Enterprise standing month-end close toolbox and multi-engine reconciliation platform. Executes cross-system matching across Oracle Fusion AR/GL and SAP Ariba receipts vs Fusion GL accruals (GR/IR) with cell-for-cell audit parity. Features a 9-category deterministic root-cause classifier, aging buckets, automated 4-sheet SOX close packs, and 100% in-browser airgap privacy with zero cloud exposure, backed by a cryptographic client distribution portal.
LIVE
Autonomous crude palm oil futures decision engine and paper trading terminal powered by TypeSafe Jev System One. Ingests multi-timeframe TradingView webhooks across 1m to 30m sleeves, executing sub-50ms non-autoregressive setup grading and risk modeling. Features real-time SSE streaming, interactive Lightweight Charts, multi-session auto-flattening risk gates, and confidence-collapse chop protection in volatile market conditions.
PROTOTYPE
Sovereign AI travel companion and tourism intelligence platform prototype engineered for the Malaysian Technology Development Corporation (MTDC) national pitch. Combines an 8-view single-page application with conversational multi-day itinerary generation, localized destination discovery, operator directory listings, and bilingual EN/BM voice synthesis, backed by a 4-tier revenue model and a self-hosted, foreign-API-independent AI architecture.
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B2B cybersecurity prospecting workstation and intelligence CRM covering all 1,078 Bursa Malaysia equities (Main & ACE markets, RM 2.13T cap). Merges daily fundamentals, multi-layer Exa leadership discovery, and Cyber Security Act 2024 (Act 854) NCII compliance tier mapping to isolate verified IT decision-makers (CIO/CISO), featuring one-click outreach hook generation and direct pipeline handoff to Orbit CRM.
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FLAGSHIP
Futures trading academy platform and marketing funnel managing 20-50 student cohorts across multi-coach academies. Bridges public registration to coach approval, server-tracked video masterclass engagement (≥80% completion gate), and structured student readiness tracks. Includes an instant A-B-C-D setup calculator, SOP reference guide, journal adherence scoring, Telegram fan-out broadcasts, WhatsApp deep-link hand-offs, and priority Q&A threading in full EN/BM bilingual UI.
LIVE
Multi-tenant corporate visitor management platform engineered for facility gate security and strict tenant data isolation. Features a multi-step self-service mobile kiosk with live camera photo capture, anti-duplicate check-in guards, returning-visitor privacy-masked lookups, and encrypted QR zone passes. Dispatches instant arrival notifications with inline visitor photos to corporate hosts, backed by per-company analytics dashboards.
BENCHMARK
Sub-millisecond semantic retrieval architecture eliminating vector databases and embedding pipelines in favor of non-autoregressive decision models. Uses TypeSafe Jev to classify conversational search intent into typed database constraints in 50ms, delegating execution to native indexed SQLite in 2ms. Delivers 30x faster query speeds at $0.42 per 10k searches with zero numeric hallucination or cosine drift.
LIVE
B2B sales intelligence CRM compiling 11,240+ verified halal-certified Malaysian enterprises scraped directly from official JAKIM directories. Enriches company profiles with ownership classification, contactability metrics, certificate expiration forecasting, and multi-state category distribution. Built with strict OWASP CSP headers, custom JSON data-islands, delegated event routing, and an interactive team pipeline board featuring automated 30-day activity pulse tracking.
LIVE
Searchable technical talent directory presenting 25 software engineering graduates from 42 Malaysia (Sunway campus), built spec-to-production in 3h 44m via an autonomous agent fleet. Features deterministic skill-overlap and term-frequency job description matching, canvas-rendered capability radars, side-by-side candidate comparison, and zero-PII client serialization with strict administrative publish gating and privacy protections.
Corporate web presence for Melewar Integrated Technology: responsive static architecture built with Astro and Tailwind CSS, delivering fast edge caching and clean accessibility.
Decision-support simulation tool for an Oil & Gas consortium: models vessel turnaround cycles, supply-chain bottlenecks, boil-off gas rates, and contract yields under fluctuating market variables.
Distributed multi-agent autonomous engineering fleet: CEO/worker agent hierarchy operating across VPS nodes with a 3-layer shared memory stack coordinated via Model Context Protocol.
Autonomous Android device-fleet orchestration platform: zero-touch bulk device provisioning, distributed command execution, telemetry capture, and remote policy enforcement across hardware fleets.
Terminal-style Bursa Malaysia equities screener and portfolio trade journal with real-time technical filters and offline trade analytics.
Centralized observability cockpit and telemetry workstation monitoring distributed autonomous agent fleets, job health, and runtime traces.
Executive governance and operations workstation streamlining qualification reviews, committee approval workflows, and audit-grade disbursement tracking.
Always-on WhatsApp agent gateway and private concierge service delivering automated reply drafting with strict human verification gates.
Local-first workstation generating structured enterprise sales proposals with deterministic commercial validation and multi-format document export.
White-label continuous vulnerability assessment platform for managed security providers with automated triage and regulatory compliance mapping.
Zero-write corporate mail intelligence overlay delivering scheduled executive Telegram digests and protected conversational query interfaces.
Ready to begin your AI transformation? Hailing frequencies are open. Initiate contact and our team will respond within one Federation standard day.