Engineering intelligent systems. Building what comes next.

CalmStacks builds AI-powered applications and multi-agent software engineering systems that transform complex ideas into reliable digital products.

calmstacks-agent-factory
SPECIFICATION PROMPT · ORCHESTRATION DISPATCH
"Implement LegalConnect BCI-compliant advocate directory, case workspace, and stage-gate contract tests."
Spec Parsed/ 3 Isolated Worktrees/ Gate Checkpoints Pass (100%)/Synthesis & Merge
ORCHESTRATOR

Isolated Worktrees

Worker agents operate in clean git worktrees preventing code collision or state drift.

worktree/feat-bciActive
QA GATES

Engineering Contracts

Automated checkpoints verify unit suites, schema validation, and regulatory compliance.

BCI Compliance100% Passed
DELIVERY

Production Systems

Outputs idiomatic, hardened TypeScript and Python backends with deterministic deployment.

Zero Tech DebtReady
Next-generation SDLC: Contract-driven milestone synthesis
calmstacks.co.in/systems

Ask. Orchestrate. Deliver.
How requirements turn into production code.

Signals flow into the CalmStacks Orchestrator, dispatching across worktrees and delivering verified, evidence-backed software.

1. Ingested Sources (6)Streaming
CalmStacks
CalmStacks Orchestrator
orchestrator_v2.4
"Build LegalConnect case management workspace. Enforce Bar Council advertising regulations and execute with zero state drift."
Worked for 3.4sContract Mode
Reading 6 source contracts & specifications
Spawned 3 isolated Git worktrees
BCI Rule §36 enforced: Commercial promotion & advocate ratings suppressed.
Checked BCI ethics rulebook §36 & §44
Passing 14/14 automated gate suites
Ask about your codebase or describe requirements…
3. Output & TraceabilityVerified
Stage-Gate Readiness Score
Architecture Contracts100%
BCI Ethics Compliance100%
Worktree SynthesisReady
BCI_Standards_Rule36.pdf · p.12

"Advocates shall not solicit work or advertise directly or indirectly through star ratings or paid placements."

PRD Spec §2.1BCI Rule §36worktree/feat-bci

Engineering discipline.
Autonomous execution.

We bridge deep software craftsmanship with bleeding-edge agentic workflows to deliver software that endures.

Our Mission01 // Purpose

Accelerating human potential through intelligent software.

To build intelligent software systems and agent-driven engineering platforms that solve real-world problems, eliminate operational friction, and empower businesses to scale with confidence.

Real-world utility · Production-grade codebases
Our Vision02 // Future

The standard for autonomous agent software engineering.

To lead the shift toward autonomous, multi-agent development where complex products are engineered with speed, precision, and verified engineering standards — without sacrificing architectural craftsmanship.

Agentic SDLC · Verifiable quality gates
How We Operate Differently
Pillar 01 // OrchestrationDeterministic SDLC

Multi-Agent SDLC Orchestration

Autonomous parallel execution

We don't use AI as a simple autocomplete. We deploy specialized agent teams that analyze specifications, plan architectures, implement code across isolated worktrees, and conduct automated code reviews in parallel.

Zero hallucination · Strict test gates
Proven in production

What we engineer.
Built for real production workloads.

Every service is backed by our production-first engineering standards, automated testing suites, and stage-gate verification.

LIVE CAPABILITY01

AI & Multi-Agent Systems

Autonomous agent pipelines, LLM integration, and stage-gate development.

We design and deploy custom multi-agent architectures that automate complex workflows, analyze unstructured data, and execute tasks with deterministic reliability.

Multi-agent orchestrator-worker architectures
Git worktree isolation for conflict-free code synthesis
Rigorous automated testing and validation gates
Tool-augmented agents & function-calling pipelines
Discuss requirementsReady to deploy
FULL-STACK PRODUCTION02

Custom Software Engineering

End-to-end full-stack applications built for scale and long-term maintainability.

From concept to deployment, we build web and mobile applications using modern, proven stacks: Next.js, TypeScript, Python, FastAPI, and robust database architectures.

Modern full-stack web applications with Next.js & React
High-performance REST & GraphQL APIs
Database design, migrations, and PostgreSQL optimization
Cross-platform mobile applications with React Native
Discuss requirementsReady to deploy
ENTERPRISE WORKFLOWS03

Workflow Automation & AI/ML

Intelligent data extraction, process automation, and domain-specific AI models.

We help teams eliminate repetitive operational work by integrating machine learning models, retrieval-augmented generation (RAG), and automated data pipelines into everyday workflows.

Document intelligence and structured data extraction
Retrieval-Augmented Generation (RAG) over private data
Custom ML pipeline design and deployment
Integration with existing business tools & third-party APIs
Discuss requirementsReady to deploy

CalmStacks Agent Factory.
Autonomous multi-agent development.

Our specialized multi-agent framework orchestrates dedicated worker agents across isolated Git worktrees, enforcing strict architectural contracts and automated QA gates.

Orchestrator-Worker Architecture

stage_gate_enforcement: strict · git_worktrees: isolated

4-Stage Pipeline100% Deterministic
01Stage Gate 1
Architect Agent

Deconstruct & Contract Spec

Takes human specifications, breaks them down into atomic task requirements, defines API contracts, schema models, and sets milestone invariants.

02Stage Gate 2
Worker Agents

Parallel Git Worktrees

Spins up dedicated worker agents operating inside isolated git worktree branches (frontend, backend, schemas) to prevent state conflict and drift.

03Stage Gate 3
QA & Verification Agent

Automated Checkpoints

Executes unit suites, linting, type safety checks, regression runs, and security audits against the defined contracts before passing.

04Stage Gate 4
Synthesis Agent

Clean Merge & Artifact Delivery

Merges tested branches cleanly, generates documentation, and produces verified, deployable production builds with zero technical debt.

active_worktree_execution_graph.svg
Deterministic Handoffs Active
Agent Factory Orchestration
Zero Drift

Task bounds and strict interface contracts prevent hallucinations between agent handoffs.

Isolated Worktrees

Parallel agents write code on dedicated git worktree branches, eliminating branch collisions.

100% Verified

Automated tests and static analysis checkpoints validate code before any merge is permitted.

Production-Grade Tooling

AI & Agents
  • LLM Orchestration
  • Multi-Agent Workflows
  • Function Calling
  • RAG Pipelines
Languages
  • TypeScript
  • Python
  • SQL / PostgreSQL
  • Bash & CLI
Frontend & UI
  • Next.js & React
  • Tailwind CSS
  • React Native / Mobile
  • Design Systems
Backend & APIs
  • FastAPI & Uvicorn
  • Node.js
  • REST & GraphQL
  • Microservices
Data & Infra
  • PostgreSQL & Prisma
  • Vector DBs
  • Git Worktrees & CI/CD
  • Docker Containers

Engineering what comes next.
Autonomous systems. Reliable outcomes.

CalmStacks operates at the intersection of AI research and production software engineering, building autonomous agent development systems and commercial digital products.

ENGINEERING FOUNDATIONS

From raw ideas to deterministic, production-ready software.

Founded with a conviction that software development is undergoing a fundamental transformation, CalmStacks creates autonomous multi-agent pipelines where specialized agents plan, write, test, and verify codebases with mathematical precision.

Rather than treating AI as a casual autocomplete, our proprietary Agent Factory enforces contract-driven handoffs, isolated Git worktree execution, and stage-gate quality verification to eliminate technical debt before it starts.

Zero-Drift
Isolated Worktrees
Stage-Gate QA
Production-First
ARCHITECTURE DIAGRAM1:1 SDLC CONTRACT
CalmStacks Engineering Architecture
01 // CRAFTSMANSHIP

Disciplined Architecture

We design modular, maintainable systems that scale seamlessly without hidden operational debt or fragile dependencies.

02 // AUTONOMY

Multi-Agent Orchestration

Parallel worker agents execute in isolated worktrees, multiplying engineering velocity while ensuring verifiable output.

03 // RELIABILITY

Stage-Gate Quality QA

Every deliverable must pass rigorous automated quality gates, linting checks, type assertions, and functional tests.

Meet the founders.
Engineers at the helm.

The leadership driving CalmStacks' autonomous agent technology, engineering infrastructure, and client success.

Aril Srinivas
Founder & CEO

Aril Srinivas

Technical Architecture & Agent Systems

Aril is an AI software engineer and systems architect specializing in autonomous multi-agent orchestration, high-performance distributed backends, and deterministic code synthesis pipelines. He directs the technical architecture, Agent Factory development, and core engineering standards at CalmStacks.

Manya K M
Co-Founder & COO

Manya K M

Operations & Product Governance

Manya leads product strategy, operational execution, and compliance frameworks at CalmStacks. She oversees lifecycle delivery from technical specification to production release, ensuring engineering rigor, user experience design, and seamless cross-functional product management.

Featured work.
Practical AI applications built for impact.

Real products engineered with our autonomous agent systems and production-grade architectures.

Production PlatformLegal Tech / AI Platform

LegalConnect

Connecting citizens with verified legal professionals across India

A centralized legal services ecosystem combining advocate discovery, multi-party case management, consultation scheduling, and AI-assisted workflow support. Architected with strict adherence to Bar Council of India ethics regulations, ensuring zero advertisements, sponsored placements, or commercial advocate rankings.

Standards & ComplianceBar Council of India (BCI) Compliant: No star ratings, paid promotions, or solicitation. AI outputs are strictly informational and do not substitute for formal legal counsel.
Next.jsAI WorkflowsCase WorkspacesPostgreSQLBCI Compliant
Inquire about this architecture
LegalConnect
Proprietary EngineAI Software Engineering

CalmStacks Agent Factory

Autonomous multi-agent SDLC orchestration engine

Specialized orchestration framework deploying dedicated worker agents across isolated Git worktrees. Features strict contract-driven milestones, dynamic automated stage-gate test suites, and unified code quality synthesis for zero-drift production features.

Standards & ComplianceStage-Gate Verification: 100% deterministic milestone checkpoints.
Multi-Agent OrchestrationGit WorktreesFastAPITypeScriptStage-Gate QA
Inquire about this architecture
CalmStacks Agent Factory
Security & ForensicsCybersecurity / AI Systems

AI Storage Forensics & Recovery

Intelligent digital evidence & data reconstruction

AI-assisted deep data recovery and evidence reconstruction engine. Analyzes corrupted sector dumps, detects fractured file signatures, maps fragmented relations, and validates digital integrity for forensic inspection and incident response.

Standards & ComplianceForensic Integrity: Strict cryptographic hash preservation and chain-of-custody logging.
PythonMachine LearningStorage ForensicsData IntegrityFile Reconstruction
Inquire about this architecture
AI Storage Forensics & Recovery

Have an idea worth engineering?

Let's discuss how CalmStacks can help turn your requirements into a practical, production-ready software solution.

Encrypted submission · Directly routed to founders · Response within 24h