Blog

Insights on AI, software, and building products that scale.

We share hands-on guides for building agentic systems, RAG pipelines, and production-grade software. Expect practical architecture patterns, implementation notes, and lessons learned from shipping real systems.

Case study
Estabild case study preview

Estabild — Construction portfolio delivery platform

Case study

A single source of truth for cost, schedule, and risk across construction projects. Built for lenders, developers, and project teams.

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Case study
AI Invoice Parsing preview

AI Invoice Parsing — Construction invoice ingestion and coding

Case study

Bulk upload, extract details, and allocate invoices to the right cost accounts with AI—and a clear audit trail.

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Case study
Tapo mobile app preview

Tapo — Agentic AI activity companion for parents and kids

Case study

Turn everyday throw-away items into play: steps and stories generated by agentic AI.

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Case study
Exam AI preview

Exam AI — IGCSE exam-style practice platform

Case study

Authentic exam-style questions and mark-scheme aligned feedback to build exam readiness.

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Case study
Estabild case study preview

Estabild Case Study: Cutting Construction Admin Time

Jan 2, 2026 • ~8 min read

A deep dive into how Estabild streamlines reporting, cost control, and project visibility across construction teams.

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Case study
AI invoice processing case study preview

Case Study: AI Invoice Processing for Construction Teams

Apr 7, 2025 • ~7 min read

An AI-driven invoice pipeline that automates extraction and allocation to cut manual data entry by 90%.

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Graph Over Chain preview

Graph Over Chain: Scaling AI Agents Beyond LangChain Limits

Feb 6, 2026 • ~12 min read

Understanding LangChain vs LangGraph for agentic AI. When to use chains, when to embrace graphs—and how to build production-grade agentic systems.

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LangChain v1 vs LangGraph v1 preview

LangChain v1 vs LangGraph v1: Production Patterns for Agentic AI

Feb 24, 2026 • ~11 min read

Production patterns for create_agent, middleware, structured output, migration strategy, and robust agent architecture in v1.

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