IntroducingIF-RES-2026-017

IntelliForge
AI OS

The OSS harness framework + India-first hosted platform for building executable, verifiable, and stateful AI agent systems.

Built on the Code as Agent Harness research taxonomy (UIUC · Meta · Stanford, 2026). Powered by @intelliforge/harness.

Join Waitlist@intelliforge/harness
3-Layer HarnessSarvam AI · Razorpay · WhatsAppFinAgentEval10+ Live ProductsMIT Licensed
harness.ts

await harness.plan({ task: "resolve issue #412", model: "claude-sonnet-4-6" })

EVAL
Evaluation Layer
FinAgentEval · HarnessEval · Oracle Adequacy
MULTI-AGENT
Scaling the Harness
Manager · Planner · Coder · Reviewer · Tester
MECHANISMS
Harness Mechanisms
Plan → Execute → Verify · Memory · Tools · Control
INTERFACE
Harness Interface
Code for Reasoning · Acting · Environment
INDIA
India-First Integration Layer
Sarvam AI · Razorpay · WhatsApp · NDHM · UPI
5
Memory Types
8
SDK Packages
₹2,999
Starter / mo

Architecture

Five Harness Layers.
Two Deployable Products.

Every architectural decision maps to a validated research construct from arXiv:2605.18747. No ad-hoc tooling — a rigorous taxonomy implemented as production TypeScript.

Layer A · OSS

@intelliforge/harness

TypeScript SDK. MIT licensed. Ships in the @intelliforge/* Turborepo namespace. Plugin architecture for custom memory backends, tool registries, and verifiers. Any team can install and build harness-native agents — no cloud required.

npm install @intelliforge/harness-core
Layer B · Hosted

ForgeOS Cloud

Managed harness runtime on Fly.io Mumbai (bom region). Supabase shared harness state. BullMQ execution queues. Pre-wired India-first connectors. Dashboard, telemetry, and agent observatory. INR pricing with freemium entry.

aios.intelliforge.tech → ForgeOS Cloud
EvaluationFinAgentEval + HarnessEval

Harness-level benchmarks beyond final task success. Temporal leakage detection, distribution shift robustness, intermediate failure analysis. The only India-built agent evaluation harness.

Multi-AgentScaling the Harness

Role taxonomy (Manager · Planner · Coder · Reviewer · Tester). Collaboration modes: sequential pipeline, red-team, adversarial. Shared code-centric harness substrate with transactional state sync.

MechanismsPlan → Execute → Verify Loop

4 planning paradigms. 5-tier memory system (working · semantic · experiential · long-term · multi-agent). Function / environment / verification / workflow tool use. Sandboxed execution with permission tiers.

InterfaceCode for Reasoning · Acting · Environment

Program-delegated reasoning, formal/symbolic verification, iterative code-grounded loops. Grounded skill selection, programmatic policy generation, lifelong skill libraries. Structured world representations and verifiable environment construction.

India LayerNative India-First Connectors

Sarvam AI (STT/TTS · Vocal Bridge WebRTC) · Razorpay (payments · UPI · subscriptions) · AiSensy (WhatsApp Business) · NDHM/ABDM (health) · IST-aware scheduling · INR paise pricing · E.164 phones · Aadhaar KYC hooks.

SDK Package Design — 8 Packages

Package
@intelliforge/harness-core
@intelliforge/harness-memory
@intelliforge/harness-tools
@intelliforge/harness-planner
@intelliforge/harness-control
@intelliforge/harness-multi
@intelliforge/harness-india
@intelliforge/harness-eval

Portfolio as Proof

10+ Live Products.
Every Harness Layer Validated.

IntelliForge's own portfolio are the first ForgeOS Cloud tenants. Each product validates a different harness capability in production — not a demo, not a toy. Real traffic, real India integrations.

🎙️Live

AwaazOS

Voice Billing Agent

India Layer + Working Memory

Sarvam AI STT/TTS + Vocal Bridge WebRTC. Validates the India-first integration layer and audio tool calls.

💼Live

ForgeAhead + Vettd

Hiring Intelligence

Multi-Agent Orchestration

Manager agent coordinates job-matching and candidate vetting. Validates Manager→Coder→Reviewer role taxonomy.

❤️MVP

HridLink

Rural Cardiac Telemedicine

Human-in-Loop Safety

Cardiologist approval gates as permission-tier transitions. NDHM connector. Validates Open Problem #5.

🏟️Live

Maidaan

Community Sports Platform

Semantic + Experiential Memory

Player profiles (long-term memory), match history retrieval (semantic), skill accumulation (experiential).

📊Research

FinAgentEval

Evaluation Harness

Harness-Level Evaluation

Temporal leakage detection, distribution shift robustness. M.Tech thesis (IIIT Dharwad) + product eval layer.

🌐Live

RemoteForge + CiteForge

Discovery Platforms

Semantic Memory + Tool Use

Affiliate engine, GEO/AEO content optimization. Validates verification-driven tool use at scale.

Additional ForgeOS Cloud tenants —

LocalFlashIELTSForgeGarageOSKinderOSAgencyOSSpinForgeComplianceForge.aiAaramOSMoveMoreForgeIDEnglishForgeContentForge

Roadmap

Thin v1 fast.
Full vision in parallel.

Every phase ships a usable artifact. Every phase is also bootcamp content, college partner material, and a LinkedIn post.

Now → July 14, 2026In Progress

@intelliforge/harness-core v0.1

Scaffold Turborepo package. Implement HarnessInterface, createHarness(), and the Plan→Execute→Verify loop. Port AID Framework agent loop. Publish to npm. "Hello Harness" example wiring Claude Sonnet 4.6 to a sandboxed tool.

harness-core
July 15 → August 1, 2026Planned

Memory + India Tools

WorkingMemory (Redis/BullMQ), SemanticMemory (Supabase pgvector), ExperientialMemory (skill library). ToolRegistry with Razorpay, Sarvam, WhatsApp as first India connectors. AwaazOS migrates onto harness-memory + harness-india. Demo at Bootcamp Cohort 1 kickoff.

harness-memoryharness-toolsharness-india
August → September 2026Planned

ForgeOS Cloud Alpha

Managed runtime on Fly.io Mumbai. Supabase shared harness state. BullMQ queues. Agent observatory dashboard. ForgeAhead + Vettd migrate to cloud. 3 external alpha teams from Bootcamp. FinAgentEval wired as eval module. aios.intelliforge.tech goes live.

harness-controlharness-eval
October → December 2026Planned

Multi-Agent + Evaluation

Agent Role Taxonomy (Manager · Planner · Coder · Reviewer · Tester). Shared harness state with transactional semantics. FinAgentEval benchmark suite open-sourced. College partner pilot (REC Hulkoti / IIIT Dharwad). EU enterprise routing via Estonia OÜ. HarnessEval leaderboard published.

harness-multi
Q1 2027Vision

ForgeOS Cloud GA

Full 8-package SDK stable. All 4 pricing tiers live. 10+ IF products as production tenants. FinAgentEval paper submitted. BuildWithAIGiri shifts to ForgeOS Cloud scaffolds. 3+ college MoUs signed. International expansion.

all packages stable

Pricing

Free to build.
₹ to scale.

The OSS SDK is always free. ForgeOS Cloud charges only for managed execution — priced in INR, built for Indian teams.

OSS
Community
Free
forever
  • Full @intelliforge/harness SDK
  • Local execution — unlimited
  • MIT licensed, fork freely
  • Community Discord
  • All 8 SDK packages
  • Bootcamp curriculum access
Install SDK
Starter
Indie Builders
₹2,999
/month
  • ForgeOS Cloud managed runtime
  • 1M execution steps / month
  • 5 India-first connectors
  • Basic telemetry dashboard
  • 2 concurrent agents
  • Email support
Join Waitlist
★ Most Popular
Pro
Product Teams
₹9,999
/month
  • 10M execution steps / month
  • All India-first connectors
  • Multi-agent orchestration
  • HarnessEval access
  • 10 concurrent agents
  • Priority support
Join Waitlist
Enterprise
Scale + Compliance
Custom
annual contract
  • Unlimited execution
  • Dedicated Fly.io Mumbai infra
  • EU routing via Estonia OÜ
  • FinAgentEval private benchmarks
  • On-prem option available
  • SLA + white-label
Talk to Girish

College & institutional pricing available. Contact girish@intelliforge.tech · EU enterprise via Estonia OÜ entity.

Early Access

Join the waitlist.
Build the harness.

ForgeOS Cloud alpha opens August 2026. Get early access, shape the roadmap, and build your agents on India's first harness platform.

No spam. Alpha invites roll out from August 2026. By submitting you agree to receive launch updates from IntelliForge.