Full-stack development
Design and build web applications, APIs, backend services, and internal tools with modern TypeScript-based stacks.
Kashmere Labs Pte. Ltd. · Product and AI engineering
We build software products, AI agents, and data systems.
From full-stack applications and agent integrations to data labelling and evaluation, Kashmere Labs takes scoped requirements through implementation and deployment.
Product and AI deliveryKashmere Labs
01Inputs
RequirementsData · users · existing systems
02Kashmere Labs
Engineering core
ApplicationsAI agentsData ops
03Production
Applications
Workflows
Datasets
InstrumentEvaluateIterate↺
Full-stack applicationsWeb apps, APIs, and internal tools.
AI agentsA2A, tools, and retrieval workflows.
Data operationsLabelling, review, QA, and evaluation.
01 / Services
Engineering services for products and AI systems.
Plan, build, integrate, and deploy the software, agent, and data layers required by the product.
AI agent development
Build A2A gateways, tool-using agents, assistant workflows, and retrieval integrations that connect with existing products and APIs.
Data labelling & evaluation
Create annotation workflows, review queues, quality checks, and evaluation datasets for training and validating AI systems.
Generative media systems
Implement image, video, audio, and media-automation workflows using composable models and provider APIs.
Search, recommendations & RAG
Build embedding pipelines, semantic search, related-item recommendations, and retrieval-backed knowledge experiences.
Cloud & deployment engineering
Package services with containers and deploy application stacks with runtime configuration, logging, monitoring, and release automation.
02 / Delivery system
How data, intelligence, and software connect.
A high-level delivery pattern used across custom engagements and the products operated by Kashmere Labs.
Service delivery architectureApplications · agents · data
01Product inputs
RequirementsUser workflowsSource systems
02Data & evaluation
Annotation + QAEmbeddings + storageModel evaluations
03Agents & media
A2A agentsModel adaptersMedia pipelines
04Applications & APIs
Web productsIntegrationsInternal tools
Production runtime
Cloud & containersAuth & securityQueues & workersLogs & evaluation
03 / Products
Products from Kashmere Labs.
Live applications and open-source building blocks built around the Samsar generative media platform.
Flagship platform
samsar.one
One-shot video, with control after the first render.
Samsar creates videos up to three minutes from prompts or image lists, then supports scene rerolls, media editing, semantic search, recommendations, and composable production APIs.
Samsar product ecosystemLive platform
01Inputs
PromptsImage listsProduct catalogues
02Platform
SamsarStudio · API · A2A gateways
03Pipeline
InferenceGenerative mediaRender + index
04Outputs
VideosReusable assetsSearch + recommendations
01Live
Samsar Studio
Create and refine images, video, and audio with scene, frame, timeline, layer, and export controls in one production workspace.
Open Studio02Live
VidGenie
Turn a prompt or ordered image list into a complete video project, then reroll individual scenes or continue editing in Studio.
Open VidGenie03Live
Samsar Gallery
Browse published generative videos in a searchable catalogue with related recommendations, topics, and responsive playback.
Browse Gallery04Live
TMochiLearn
Turn a topic into an interactive lesson with branching choices, alternate explanations, and a shareable learning path.
Open TMochiLearn05MIT
Open-source Samsar
Run or extend the generative video and media-automation platform in your own environment.
View repository06Open source
Quinn
An A2A gateway for scoped Samsar accounts, credit purchase, text-to-video submission, status polling, and completed render retrieval.
View repository07Open source
Samsar Atlas
A Cloud Run-ready A2A gateway for agent registration, credit-backed access, authenticated video generation, and task polling.
View repository08SDK
samsar-js
A TypeScript client library for integrating Samsar APIs into web applications, services, and automation workflows.
View repository04 / Approach
Scope, implement, and operate the complete system.
Each engagement covers the application, integration, data, and deployment work needed for a production release.
Scope
Define users, integrations, data, constraints, and a measurable first release.
Build & integrate
Implement interfaces, services, agents, and pipelines in testable increments.
Deploy & support
Containerize, configure, monitor, and iterate on the shipped system.
05 / Samsar journal
Product releases and technical notes.
Updates on Samsar products, model integrations, generative workflows, search, recommendations, and deployment.
QWEN 3.7 inference and native Alibaba Cloud integration is here
Samsar adds Alibaba Cloud model adapters for QWEN 3.7, WAN 2.7, and Happy-Horse 1.1, together with the Quinn A2A connector.
Read the updateDiscuss a software, agent, data, or deployment project.
roy@kashmerelabs.com