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Field notes for software factories.

Ideas on coding agents, reusable context, verification, governance, and the systems that make agent-built changes shippable.

Agent governance

Reduce AI Slop With Configurable Expert Gates.

Why coding agents need configurable PRD, HLD, LLD, implementation, and verification gates so teams can move fast without downstream cleanup.

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Software factory

10x More Code Without Structure Can Create 10x More Chaos.

Coding agents made coding faster. A software factory gives teams structure, gates, owners, context, and verification to move fast safely.

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Research

Prinevo Memory: A Context Graph for Long-Term Agent Memory

How typed capture, bi-temporal knowledge, and hybrid retrieval deliver 83.89% on LoCoMo and 82.60% on LongMemEval.

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Agent context

Retrieval Debt Is the New Technical Debt. Software Factories Help Reduce It.

Why effective context engineering starts with code structure, then uses focused tasks, specialist agents, and verification to ship changes.

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Compounding systems

Building a Software Factory: From Prompts to Compounding Systems

Why coding agents need two layers around them: reusable context and policy, plus sandbox verification that improves with every run.

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Software factories

Most teams are making the same mistake with coding agents.

Coding agents make code generation faster, but delivery still depends on context, coordination, verification, rollout planning, and learning loops.

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Agentic systems

Pillars of an Autonomous Agentic System

Autonomous agentic platforms need shared context, governance, and a self-learning loop before agents can safely take on more work.

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