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IBA Engineering & Venture Knowledge Base

Programmatic Blueprints for World-Class Builders

Battle-tested operational architectures, hardware sprints, and systems scaling guides synthesized from 14 cohorts of IBA founders and Silicon Valley technical mentors.

Battle-tested with $18M+ spinout capital
Production code snippets & benchmarks
Venture Formation
Intermediate18 min read

From 48-Hour Hackathon Prototype to Venture-Backed Startup: The IBA Blueprint

A battle-tested 90-day operational roadmap for technical founders. Learn how to triage prototype tech debt, execute customer discovery interviews that convert into signed Letters of Intent, establish verifiable unit economics, and close institutional pre-seed rounds.

Core Outcomes:
Deconstruct and salvage the highest-leverage 20% of your hackathon codebase while discarding fragile throwaway shims.
Implement idempotent database state transitions and secure session token rotation to pass enterprise vendor security audits.
AC
Aarav Chen
Open Playbook
Hardware Systems
Advanced22 min read

Hardware Rapid Prototyping & Edge Systems: 14-Day Delivery Guide

A compressed 14-day hardware fabrication sprint engineered for deep-tech builders. Master multi-layer PCB design in KiCad 8, quick-turn PCBA manufacturing, dual-bank OTA firmware bring-up, and functional thermal enclosure prototyping.

Core Outcomes:
Calculate comprehensive system power budgets and select optimal microcontrollers (ESP32-S3, STM32H7, RP2350) for unit margin and component availability.
Route impedance-controlled 4-layer PCBs with strict thermal dissipation and ground planes in KiCad 8 in under 72 hours.
ER
Elena Rostova, PhD
Open Playbook
Cloud Architecture
Advanced20 min read

Venture-Scale Engineering Architecture & System Scalability Playbook

A masterclass in cloud distributed systems engineering. Learn pragmatic architectural thresholds: connection pooling, transactional outbox patterns, sharding methodologies, zero-downtime database migrations, and disaster recovery strategies.

Core Outcomes:
Eliminate database connection bottlenecks with transaction-level PgBouncer pooling and read/write splitting.
Implement the Transactional Outbox pattern with Kafka/RabbitMQ to guarantee atomic event delivery across distributed microservices.
MV
Marcus Vance
Open Playbook
AI Engineering
Advanced24 min read

Autonomous AI Agents in Production: Deterministic Orchestration, Memory, & Eval Systems

Move beyond fragile prompt engineering into enterprise-grade AI systems. Codify finite state machines, dynamic context pruning, hybrid vector-keyword retrieval, real-time prompt injection defense, and continuous evaluation pipelines.

Core Outcomes:
Replace fragile unconstrained prompt loops with deterministic Directed Acyclic Graphs (DAGs) and Finite State Machines (FSMs).
Implement hybrid dense-sparse vector memory with BM25 keyword matching and recency decay curves.
KT
Dr. Kaelen Thorne
Open Playbook
Cohorts Enrolling Now

Have an MVP You Want to Scale?

The IBA Venture Fellowship provides founders with up to $100k non-dilutive capital, lab access, and direct operational guidance to reach product-market fit.

Apply for Venture Fellowship