AI software delivery, in practice.
Notes from our engineering team on shipping software with AI. We write about what works in production: automation patterns, testing with LLMs, delivery process, and the trade-offs behind real projects. No hype, no vendor scoring, just what we learned building and running systems for clients.
How to use DeepSeek Harness, the open-source agent harness
How to use DeepSeek Harness, the open-source AI agent harness on GitHub: install it, connect a DeepSeek API key or another provider, and run it safely.
Learn more →Two critical PHP RCE bugs: upgrade PHP version now
CVE-2026-109618 and CVE-2026-109619 allow remote code execution in PHP 8.2 to 8.5. How to check and upgrade PHP version to a fixed release today.
Learn more →What an AI agent costs to build, and to keep running
AI agent development cost by stage, from proof of concept to regulated production, every figure sourced, and the run rate worked from published API prices.
Learn more →Why AI agent pilots fail to reach production
Why AI agent pilots fail: only 11% of agentic use cases reach production, and the model is not the reason. What a pilot never tests, and where ours broke.
Learn more →DPDP Act compliance: what your product has to do by May 2027
DPDP Act compliance is due by May 2027. Here is what has to change inside your product, and why most posts quote the deadline wrongly.
Learn more →AI-generated code technical debt: what the evidence shows
AI-generated code technical debt: the two most-quoted statistics do not survive their sources. What 302,600 AI-authored commits show, and how to find it.
Learn more →A software development RFP template you can actually use
A free software development RFP template you can download and send today, including the AI-usage and code-ownership sections most 2026 templates leave out.
Learn more →Article 50 is in force. Here is what your chatbot must do.
EU AI Act Article 50 applied from 2 August 2026 and the Omnibus did not defer it. What to disclose, the grace period closing 2 December, and the Code gap.
Learn more →Finishing what the AI builder started
Taking an AI-built prototype to production: what production-ready requires (real auth, a data model, observability), and retrofit versus rebuild.
Learn more →What custom software development costs in 2026
Custom software development cost in 2026: ranges by project class, rate bands by provider type, the maintenance line estimates omit, and what AI changes.
Learn more →Questions to ask an AI development company, with our answers
Questions to ask an AI development company: the standard vetting checklist, the 2026 questions incumbents miss, and our answers, weak ones included.
Learn more →IT budget planning 2027 software and AI teams actually need
An IT budget planning 2027 software and AI worksheet: build-vs-maintain ratios, the line everyone forgets, and a compliance deadline inside the year.
Learn more →A year running a WhatsApp AI agent for lead qualification
A WhatsApp AI agent for lead qualification, run for a year in nine languages on our own leads: the architecture, the guardrails, and what broke.
Learn more →Who owns the code your agency's AI wrote?
Who owns AI-generated code? Purely AI-generated output may not be copyrightable. What that means for your agency contract, and the clause that decides it.
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