Custom Software, WP Migration & AI Engineering Insights
Deep dives on bespoke full-stack software architecture, converting WordPress to Next.js, untangling AI vibe-coded apps, and high-performance cloud hosting in South Africa.
Prefill-Only Inference: Why Generating Tokens Is Too Slow for Decision Pipelines
Autoregressive token decoding is an architectural bottleneck for classifications, routers, and guardrails. Here is how prefill-only models achieve sub-20ms decisions in a single forward pass.
Read ArticleBuilding a Prefill-Only Decision Engine from Scratch in PyTorch
A hands-on engineering guide to implementing prefill-only transformers with custom causal attention masks and calibrated decision heads in PyTorch.
Read ArticleHigh-Throughput Decision Pipelines: KV-Cache Reuse & Prefix Caching at Scale
Ingesting high-frequency streams with AI: how to freeze and reuse prefilled KV-caches across millions of continuous queries, slashing GPU compute and latency.
Read ArticleSystem 1 vs System 2 AI: Deploying Jev-Style Fast Models in Production Workflows
How to combine ultra-fast System-1 prefill decision models with deep System-2 reasoning LLMs to build high-speed, cost-efficient enterprise AI pipelines.
Read ArticleThe Complete Guide to MCP Servers in Claude Code: Extending Your CLI Agent
How to configure, build, and deploy Model Context Protocol (MCP) servers in Claude Code for PostgreSQL, GitHub, Docker, and internal REST APIs.
Read ArticleParallel Agent Workflows: Running Multiple Claude Code Sessions with Git Worktrees
Stop waiting on your agent. How to orchestrate 3+ simultaneous Claude Code instances across isolated Git worktrees without merge conflicts or context pollution.
Read ArticleHeadless Claude Code in CI/CD: Automated PR Reviews, Security Audits & Code Migration
How to run Claude Code headlessly in GitHub Actions with -p and UNIX pipes to automate code audits, POPIA compliance checks, and automated refactoring.
Read ArticleDeterministic AI Quality: Mastering Post-Tool-Use Hooks in Claude Code
Stop wasting tokens telling Claude to format or test code. Use postToolUse hooks to automatically trigger linters, typecheckers, and test suites on every edit.
Read ArticleSlashing AI Token Costs: Context Compaction, Dump Zones & Lean Memory in Claude Code
The mathematical reality of context degradation. How to structure lean CLAUDE.md files, dodge the 40% dump zone, and cut token spend by 70%.
Read ArticleArchitecting Sovereign Private AI: High-Accuracy RAG Without Public API Leaks
A blueprint for enterprise data sovereignty. Deploying air-gapped embeddings, vector databases, and localized LLMs compliant with POPIA and GDPR.
Read ArticleDebugging Vibe-Coded Next.js Apps: Fixing Infinite Re-renders, State Desyncs & Leaks
A hands-on code repair guide: untangling chaotic useEffect chains, resolving Hydration Mismatches, and fixing memory leaks in AI-generated React codebases.
Read ArticleTesting the Untestable: How to Build Automated Evals for LLM & Agentic Systems
Unit testing alone cannot verify probabilistic AI. How we build deterministic evaluation harnesses, synthetic test suites, and regression guards for AI apps.
Read ArticleClaude Code Beyond Software: Automating Personal Knowledge, Fitness Data & Filesystems
Using Anthropic's CLI agent for Obsidian markdown synthesis, daily Strava telemetry analysis, quarterly review compilation, and automated file triage.
Read ArticleThe Vibe Coding Security Checklist: 10 Critical Flaws in AI-Generated Software
From exposed JWT secrets and SQL injections to unchecked IDOR vulnerabilities: how to audit and secure applications written by AI coding assistants.
Read ArticleMastering Claude Code: 40 Pro Workflows, Hidden Features, and Token-Lean Patterns
Beyond basic prompting in Anthropic's CLI agent: how to architect lean memory files, time-travel through context, trigger post-tool hooks, orchestrate git worktrees, and automate workflows beyond code.
Read ArticleVibe Coding Cleanup: How Senior Engineers Rescue & Scale AI-Generated Codebases
Prototyping with Cursor, Claude Code, Lovable, or v0 is fast until architectural debt hits. Here is how we audit, untangle, secure, and productionize vibe-coded software.
Read ArticleWhy We Convert WordPress Sites to Next.js (And How We Do It Without Downtime)
Tired of slow load times, bloated plugins, and constant security vulnerabilities? Here is why forward-thinking companies migrate from WordPress to headless Next.js.
Read ArticleUsing Software to Cut Logistics Costs in South African Supply Chains
Discover where digital tools deliver the most tangible savings in transport, routing, and warehouse operations across South African supply chains. Reduce costs without adding headcount.
Read ArticleEngineering Software for Load Shedding and Unreliable Power
When the grid goes down, your software shouldn’t. Learn how resilient application design keeps critical industrial systems online through load shedding, outages, and power instability.
Read ArticleModernizing Legacy Business Systems Without Starting From Scratch
A practical guide to modernising legacy business systems without a risky big-bang rewrite. Learn an incremental software migration strategy that preserves business continuity while systematically replacing outdated components.
Read ArticleSQL vs NoSQL: Matching the Database to the Job
The sql vs nosql enterprise debate is a distraction. Smart database choice begins with the data’s shape, the transaction guarantees you cannot live without, and the operational realities of the system. Here’s how we make the decision.
Read ArticleMicroservices vs Monolith: What a Boutique Studio Recommends
When weighing microservices vs monolith, the architecture decision comes down to team size, data coupling, and operational maturity. Here’s our no-nonsense take.
Read ArticleA Testing Strategy That Actually Ships: Unit, Integration, and E2E
A practical software testing strategy that balances unit vs integration tests to protect your codebase without slowing delivery. Learn how to structure tests for real-world systems.
Read ArticleCloud vs On-Premises: Where Should Your Business Software Live?
Weighing cloud vs on premises in South Africa requires a clear-eyed look at data location, real cost, and operational control. Here’s how to evaluate software hosting options without the marketing fluff.
Read ArticleREST vs GraphQL: Choosing an API Style for Mission-Critical Systems
A practical comparison of REST and GraphQL for teams building systems where predictability and correctness are non-negotiable. Learn when each style fits, and how to apply API design best practices in an enterprise context.
Read ArticleTypeScript for Reliable Enterprise Data Pipelines
TypeScript brings compile-time safety and structural typing to enterprise data pipelines, reducing the risk of silent data corruption. Here’s how our senior engineers use it to move business-critical data with confidence.
Read ArticlePOPIA Compliance by Design: Building Privacy into Your Software
Retrofitting privacy into an existing codebase is a recipe for technical debt. Here’s how to design POPIA compliance into your software architecture from day one, reducing risk and engineering effort.
Read ArticleOffline-First Software: Keeping Industrial Sites Running Without the Internet
Offline-first software ensures industrial sites keep humming even when connectivity drops. Learn how local-first patterns and sync engines keep warehouse and factory systems operational.
Read ArticleIndustrial IoT: Using Sensor Data to Predict Machine Downtime
How South African factories and packhouses are using industrial IoT sensor data to move from reactive repairs to predictive maintenance, and the software architecture that makes it reliable.
Read ArticleEnterprise AI Integration Services: Beyond the Chatbot Wrapper
Most 'AI integration' is just a chatbot in front of an API. Real enterprise AI means embedding intelligence into the systems that run your business. Here is the difference.
Read ArticleAgTech Software for South African Agriculture: Digitising the Supply Chain
From packhouses to cold chains to logistics, software is transforming South African agriculture. Here is where technology delivers the biggest wins on the farm and after it.
Read ArticleCustom Software Development vs Off-the-Shelf: Making the Right Call
Off-the-shelf software is cheap to start but rarely fits a complex operation perfectly. Here is a practical framework for deciding when custom development is worth it.
Read Article.NET Development Services South Africa: Why Strongly-Typed Wins
For mission-critical business software, .NET remains one of the most reliable foundations available. Here is why South African businesses choose it.
Read ArticleSoftware Development Company in Cape Town: What to Look For in 2026
Choosing a software development company in Cape Town means choosing a partner for the long haul. Here is the checklist we recommend before you sign.
Read Article.NET and TypeScript: One Philosophy, Two Strongly-Typed Worlds
We build back-ends in .NET and front-ends in TypeScript not out of habit, but because both enforce the same discipline: catch errors at compile time, not in production.
Read ArticleEngineering Systems That Scale: Design Principles for Mission-Critical Software
Whether you manage a packhouse, a logistics network, or a regulated back-office, mission-critical software demands a different kind of engineering. Here are the principles we build by.
Read ArticleThe Modern Tech Stack: 4 Pillars of High-Impact Engineering in 2026
Discover the four technological shifts—from Agentic AI to Low-Code growth—that are defining enterprise software engineering and business productivity in 2026.
Read ArticleBuilding with Claude: A Guide to Enterprise AI Integration
Learn how to integrate Anthropic's Claude into your production stack. We share the patterns and code snippets we use for resilient, high-performance AI integration.
Read ArticleBeyond the Chatbot: Strategic AI Integration for South African Industry
AI is far more than just a chat interface. We explore how South African enterprises are using 'Deep AI' to automate logistics, manage packhouses, and drive real ROI.
Read ArticleThe Boutique Advantage: Why Engineering Rigor Beats Scale in 2026
In an era of AI-generated code and massive agency overhead, we explore why a dedicated team of elite engineers delivers more value than a 100-person firm.
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