How Much Does AI Improve Software Development Productivity?
Strong evidence supports 1.1–1.3× release output; highest-automation cases report a low-confidence 4.5× median and 10×+ upper end.
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Building the Ed-o-meter: Notes on Writing My Own LLM Benchmark
The harness, tasks and evaluation decisions behind a reproducible 28-task benchmark — including the mistakes that mattered most.
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We Ran GLM-5.2, Claude Fable 5 and GPT-5.5 Through the Same Evaluation
Twenty-eight identical tasks reveal the trade-offs between reliability, refusal behaviour, cost and answer quality.
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Is Claude Fable 5 Worth It for Enterprise Coding?
How to read the benchmark lead, refusal behaviour and price premium when choosing a coding model for an engineering organisation.
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How to Sandbox AI Agent Code
Firecracker, OpenSandbox, Docker, SmolVM and nono compared across four isolation models for safely running agent-generated code.
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Multi-Agent Orchestration Frameworks Compared: ruflo, Aperant, Sandcastle, Mission Control and Maestro
An evidence-based comparison of five multi-agent orchestration tools — ruflo, Aperant, Sandcastle, Mission Control and Maestro — by popularity, use case, hosting and community feedback.
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GitHub Copilot vs Claude Code vs Cursor
A practical comparison of three AI coding tools — with real-world pricing models, costs at scale, and a decision guide for engineering teams in 2026.
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Claude Memory and Dream: Evidence, Architecture and Risk
Reported deployment gains, system architecture, and the governance risks of persistent, self-editing agents.
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Copilot Studio vs Azure AI Foundry vs AWS Bedrock
Three platforms, three layers of the AI stack. A practical guide to choosing the right enterprise AI platform for your organisation.
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RAG vs GraphRAG: Which Retrieval Architecture Is Right for Your AI Application?
Retrieval-augmented generation transformed enterprise AI. Now GraphRAG is challenging the assumptions it was built on.
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Microsoft Foundry: Architecture, Governance and Trade-offs
A decision guide to Foundry's control plane, model and agent services, Azure advantages, operational costs and trade-offs.
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Generative AI Adoption by Industry: Use Cases, Data and What Comes Next
A sector-by-sector breakdown of where generative AI is actually being used — from financial services and healthcare to charities and education.
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AI-Assisted Web Development: Where It Helps and Where It Fails
Where coding and content tools save time, where they create risk, and which review controls matter.
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