THE COMPLETE LEDGER — EVERY FRIDAY SINCE JUN 2025
The archive.
+ 28 MORE TOPICSSHOW FEWER TOPICS
From Dashboard to Dispatch: Redesigning tedward.net
Nextjs · Web Development · AI/ML
The Foundry Update: Architecting Multi-Agent Intelligence
AI/ML · Foundry · Systems Architecture
Knowing When to Fold: Why I'm Shutting Down Vyzo
SaaS · AI/ML · Systems Architecture
Building the Ultimate Local-Only AI Swarm: From Pomodoro Apps to Polyglot WebAssembly
Self Host · Systems Architecture · AI/ML · Foundry
Confession: I Hated TDD. Then I Learned How to Make AI Do It.
Testing · Programming · AI/ML
RAG is a Data Engineering Problem: The Enterprise Document Intelligence Blueprint
RAG · Systems Architecture
The Sovereign Swarm: Engineering Your Own KnowQL with Blue Brain Nexus
RAG · Systems Architecture · AI/ML
Mac vs PC: Choosing the Best Laptop Architecture for Local LLM Development
LLM · AI/ML · Performance
Beyond Syntax: My Transition into AI Orchestration
Personal Development · RAG · AI/ML
Beyond the Comfort Zone: Recognising the Signs You Have Outgrown Your Role
Personal Development
The Expert's Trap: Why Seniority is Stalling AI Adoption
Industry Analysis · LLM · Personal Development
The AI API Trap: Why Enterprises Will Pivot to On-Prem, Specialised Models
AI/ML · Industry Analysis · LLM · Self Host
The Ghost in the Machine: Why 1980s Architecture Lessons Define the AI Era
Industry Analysis · LLM · Systems Architecture · Personal Development
Escaping the Context Drift Trap: Introducing The Foundry
Systems Architecture · Programming · Foundry
The Hidden Cost of Convenience: What Your AI Chatbot Vendor is Actually Doing with Your Data
Security · Industry Analysis · LLM
The Death of the Chatbot: Why Modular Agentic Systems are the New Enterprise Standard
Systems Architecture · LLM · Python · AI/ML
Beyond the Context Window: Why We Must Stop Chasing Infinite Memory in AI Engineering
LLM · Prompt Engineering · Systems Architecture
Beyond the Sandbox: Building the Standardised Infrastructure for Enterprise AI Agents
Security · Industry Analysis · LLM · AI/ML
The Friction Between Canvas and Code: Rethinking Design Systems in Figma
Web Development · Industry Analysis · Frontend · JavaScript
Breaking the Bench: Ethical Dilemmas and Vulnerabilities in AI-as-a-Judge Systems
LLM · Security · Testing · Prompt Engineering · AI/ML · Work
Screaming Into the Void: How to Actually Get Noticed in Tech
Personal Development · Work · SaaS · Programming
The OpenSwarm: Achieving Emergent Multi-Agent Coordination via Latent Collaboration
LLM · AI/ML · Decentralized AI · Web Development · API Integration
My Home Lab: From Zero to Running Containers
Home Lab · AI/ML · LLM · Self Host
The One File That Makes Copilot 10x Smarter (And How to Automate It)
AI/ML · LLM · Web Development
Navigating the 'AI Slop' Tsunami: Quality, Quantity, and the Future of Content
AI/ML · Industry Analysis · LLM
Rust: Why This 'New' Language Is Suddenly Everywhere (And So Fast)
Rust · Programming · Web Development · Performance
Stack Overflow's Slow Death: AI and the Elitist Gauntlet
AI/ML · Industry Analysis · Web Development · Programming
Welcome to Vyzo: The Smart Evolution of Content Creation
Vyzo App · AI/ML · Nextjs · Personal Development
The Two Titans of Modern Development: Python & Javascript in AI/ML
JavaScript · Python · AI/ML · Full Stack · API Integration · Web Development
AI Investment Promises: Consolidation on the Horizon?
AI/ML · LLM · Work · SaaS · Full Stack · Tech Bubble · Industry Analysis
Goodbye VS Code, Hello Antigravity
AI/ML · SaaS · Work · Industry Analysis
The Developer's Conundrum: Build vs Buy Integrating AI into My Blog
AI/ML · LLM · Full Stack · Web Development · API Integration · AWS · React
The Boring Truth: You Can't Have AI Until You Fix Your APIs
Web Development · AI/ML
AI Engineering Playbook Part 9: The Maths Under the Hood
AI/ML · LLM · AI Engineering Playbook
AI Engineering Playbook Part 8: A Guide to AI Security
AI/ML · LLM · AI Engineering Playbook · Security
AI Engineering Playbook Part 7: A Guide to LLM Evaluation & Observability
AI/ML · LLM · AI Engineering Playbook · Testing · Unit tests
AI Engineering Playbook Part 6: Making It Fast & Cheap - AI Performance Optimisation
AI/ML · LLM · AI Engineering Playbook · Quantisation · Batching
AI Engineering Playbook Part 5: When RAG Isn't Enough - A Guide to Fine Tuning
AI/ML · LLM · AI Engineering Playbook · Fine Tuning
AI Engineering Playbook Part 4: A Deep Dive into RAG - The Hallucination Killer
AI/ML · LLM · AI Engineering Playbook · Prompt Engineering · RAG
Vite+ and Next.js 16 Usher in a New Era of Speed & Compatibility
Frontend · JavaScript · Vite+ · Nextjs
AI Engineering Playbook Part 3: Mastering the Art of Prompt Engineering
AI/ML · LLM · AI Engineering Playbook · Prompt Engineering
AI Engineering Playbook Part 2: Architecting Your AI System
AI/ML · LLM · AI Engineering Playbook
AI Engineering Playbook Part 1: Core Language of AI
AI/ML · LLM · AI Engineering Playbook
The Solo Dev's Dilemma: My Journey Through Three Backend Rewrites
Web Development · Personal Development · SaaS
The Freelancer's Dilemma: A Cautionary Tale of Corporate Contracts
Freelance · Work
The Architectural Mismatch: A Technical Takedown of HTMX for Stateful Design Systems
React · JavaScript · Htmx · Web Development · Frontend
Google's 'Nano Banana': A Powerful Leap Forward, or More AI Hype?
AI/ML · LLM
Taming the Hallucination: How I Built a Factual AI Help Bot
AI/ML · LLM · Web Development
My Automated Test Writer: A Story of AI Ambition vs. Reality
AI/ML · LLM · Python
Finding My Full-Stack Fix: A Deep Dive into an AI Powered CMS
React · Full Stack · LLM · Freelance · AWS
An Ecosystem Apart: Why Many Modern JS Tools Don't Work with Angular
React · Angular · Web Development
Beyond the API Key: My Plea for Deeper AI Integration
AI/ML · LLM · Work
When Your Dream Project Ends: A Reflection on Change
Personal Development · Freelance · Work
The Context Aware AI Helper: A Proof of Concept on the Shelf
Python · AI/ML · LLM
Beyond the Checklist: A Take on Real World WCAG
Accessibility · Frontend · Work
An Unpopular Opinion: Is Angular Just Playing Catch-Up with React?
React · Angular · Web Development · Frontend