§ 01 / AI-NATIVE STARTUP PARTNER · HARSHIT (H1902Y)
I Help Startups
Build & Operate
AI-Native.
Lyzr AI (ADK Platform)
PhonePe (Fintech Scale)
IIT (BHU) Varanasi
ICAgile Instructor
I partner with Seed to Series A founders to architect production agent loops into their product core and rewire internal operations for 10x throughput — eliminating SaaS subscription drag and hiring bloat.
HARSHIT
BENGALURU, IST
┌┐└┘
Harshit
AI-Native Startup Partner & Systems Architect
h1902y
AI-NATIVE STARTUP ARCHITECTURES◆AUTONOMOUS AGENT RUNTIMES◆INSIDE-OUT SOFTWARE SYSTEMS◆DETERMINISTIC AGENT LOOPS◆TECHNICAL RESEARCH DISPATCHES◆LYZR AI (CORE PLATFORM)◆PHONEPE (FINTECH GATEWAY)◆IIT (BHU) VARANASI◆BENGALURU, IST◆AI-NATIVE STARTUP ARCHITECTURES◆AUTONOMOUS AGENT RUNTIMES◆INSIDE-OUT SOFTWARE SYSTEMS◆DETERMINISTIC AGENT LOOPS◆TECHNICAL RESEARCH DISPATCHES◆LYZR AI (CORE PLATFORM)◆PHONEPE (FINTECH GATEWAY)◆IIT (BHU) VARANASI◆BENGALURU, IST◆
§ 02 · HOW WE PARTNER
HARSHIT · h1902yThe 3 Doors to AI-Native Execution
§ 01
OPEN RESEARCH
Open Technical Research
17 in-depth empirical studies with interactive Plotly charts, runnable agent harnesses, and copyable workflow blueprints.
FOR: For technical leads & builders evaluating LLMs, local tools, and developer infrastructure.
17 MDX Research Studies
Interactive Plotly Visualizations
Open-Source Workflow Schemas
§ 02
CLOSED COMMUNITY
Closed Community Masterclass
High-density 2-day live weekend intensives (max 12 seats) upskilling engineering operators and technical PMs on autonomous agent runtimes.
FOR: For founding engineering teams and PMs scaling their in-house AI-native build capabilities.
15Q Likert Diagnostic
Dual-Track Live Curriculum
Production Agent Starter Kit
§ 03
FOUNDERS PROJECT
Founders Architecture Project
2–4 week hands-on sprints embedding directly with founders to architect 0→1 AI-native features and eliminate internal operational drag.
FOR: For Seed to Series A founders needing high-leverage agent loops and automated operations.
0→1 Production Agent Loops
Relational Domain Invariants
Zero-Drag Operational Pipelines
§ 03 · SELECTED WORK & CASE STUDIESPROVEN SYSTEMS & PLATFORM TRACK RECORD
Core Platform Case Studies & Projects
Production case studies spanning model-agnostic agent runtimes at Lyzr AI, high-scale payment infrastructure at PhonePe, and builder pedagogy.
01.
AGENT RUNTIMES
Oct ‘25 – Present·Bangalore, ISTFLAGSHIP CASE STUDY #01
Lyzr AI·Member of Technical Staff — Core Platform
Model-Agnostic Agent Development Kit (ADK) & Tool Sandboxes
Spearheaded the core Lyzr Agent Development Kit (ADK) architecture over legacy studio wrappers, driving 40%+ developer adoption in 3 months. Engineered deterministic prompt compilation and automated agent template generators boosting funnel efficiency by 15%.
+40%Developer Adoption
+15%Funnel Lift
100% SandboxTool Isolation
KEY ARCHITECTURAL INVARIANTS
01.Model-agnostic LLM orchestration layer decoupling proprietary provider SDKs
02.Deterministic execution graphs with strict JSON type contracts & schema guards
03.Zero-leak tool sandboxing with local runtime isolation & human verification gates
02.
FINTECH SCALE
Jun ‘22 – May ‘24·Bangalore, ISTFLAGSHIP CASE STUDY #02
PhonePe·Associate Product Manager II & I
Payment Gateway Merchant Stack & Bulk Refund Engines
Product steward for high-velocity payment gateway merchant infrastructure and bulk refund engines processing high-volume daily financial settlements at national scale.
-50%Merchant TAT
-30%Refund Errors
+8% PtsSuccess Rate
KEY ARCHITECTURAL INVARIANTS
01.Strictly idempotent financial settlement state machines & ledger reconciliations
02.High-throughput distributed refund queues cutting error attempts by 30% and TAT by 50%
03.Real-time merchant settlement status telemetry and automated dispute routing
03.
SOVEREIGN OPS
Jan ‘25 – Mar ‘25·Bangalore / RemoteFLAGSHIP CASE STUDY #03
NxtJob.AI·Product Strategy & AI Systems Consultant
AI-Native Career Intelligence & Automated Feature Velocity
Streamlined end-to-end AI product strategy across Resume Builder, Interview Prep, and Job Board engines, implementing product delivery best practices that boosted feature velocity by 25%.
+25%Feature Delivery
3 SuitesAI Products Aligned
2-Wk SprintsCycle Time
KEY ARCHITECTURAL INVARIANTS
01.KPI-aligned feature roadmap tied to customer acquisition and retention
02.Automated LLM prompt evaluation and regression test harnesses
03.Standardized PRD discovery-to-delivery pipelines reducing engineering friction
§ 04 · RESEARCH SPOTLIGHTEMPIRICAL STUDIES & BENCHMARKS
Flagship Technical Teardowns
In-depth research dispatches exploring autonomous agent runtimes, reverse ETL, cognitive email triage, and model benchmarks.
FLAGSHIP RESEARCH
8 min read · 2026-08-11An authoritative research report tracing terminal AI agents from single-shot shell wrappers to recursive ReAct loops, Model Context Protocol (MCP) servers, process isolation sandboxing, and multi-agent orchestration.
Terminal Agents
ReAct Loop
MCP
Sandboxing
FLAGSHIP RESEARCH
8 min read · 2026-08-11An analytical research teardown investigating how fragmented visual utilities converged into a unified three-tiered software architecture comprising UI Builders, Relational Persistence, and DAG Workflow Engines.
No-Code
Software Architecture
DAG Workflows
Relational Databases
FLAGSHIP RESEARCH
8 min read · 2026-08-11An exhaustive technical research dispatch analyzing the shift from prompt engineering to Harness Engineering—the discipline of building execution scaffolding, verification feedback loops, tool interfaces, and memory boundaries around LLMs.
AI Agents
Harness Engineering
MCP
Model Context Protocol
FLAGSHIP RESEARCH
8 min read · 2026-08-10Why 90% of Thin Wrappers Fail and How Deterministic Harnesses Power Modern Personal & Enterprise AI. An authoritative 16-chapter epic tracing neural network foundations, tokenization, transformers, KV-cache tokenomics, personal superpowers, 4-layer market dynamics, and production Python harness design.
AI Foundations
Neural Networks
Tokenomics
Harness Architecture