Beyond the Model: Why Orchestration Is Becoming the Real Differentiator
The AI race has quietly changed. Most people just haven't noticed yet. The AI race has quietly...
Tutorials
The Physics of Bounded Rationality: Why AI Needs a "Cognitive Mechanics" Engine
@kungfufk Since the dawn of computing, we have built Artificial Intelligence on a flawed premise:...
Checkpoint-Skip Gate: Task Success 100%, Checkpoint Never Ran
Checkpoint-skip gate: a multi-agent pipeline can finish with task_success: true while the mandatory...
Extracting Invoices From WhatsApp Photos With AI Vision (Apps Script + Google Sheets)
Every logistics and field-sales team runs the same expensive process: a driver photographs a receipt...
How I Prepare for Fall Burnout Season (as a Dev Who Barely Sees Sunlight)
Every September I go through the same cycle: energy crashes, I get sick right when a sprint deadline...
"The price table most AI cost tools multiply by has one automated test: jq empty
Most tools that tell you what your AI usage costs work the same way: count tokens locally, multiply...
Colibri — รัน GLM-5.2 (744B MoE) บนเครื่อง 25GB RAM ด้วย Pure C ไฟล์เดียว
Colibri — รัน GLM-5.2 (744B MoE) บนเครื่อง 25GB RAM ด้วย Pure C ไฟล์เดียว โดย Nokka...
When an agent can prove it is Claude
A site that wants to let an AI agent act has a problem it rarely says out loud. It cannot tell which...
Claude Code, Beyond the Prompt — Part 5: Why I Stopped Letting Claude grep (Semantic Code Search)
Part 5 of Claude Code, Beyond the Prompt — patterns from running a live automated trading system on...
Can AI Make Carbon Credits More Trustworthy? I Tried Building an Answer with Gemini 🌍
Climate change is one of the biggest challenges of our generation, and carbon credits have become an...
Making an email API agent-native: llms.txt, a /api/me endpoint, and a zero-DNS sandbox sender
Most APIs are "agent-compatible": an agent can call them. Far fewer are agent-native: an agent can...
Part 4: Going Fully Autonomous: EventBridge, DynamoDB, and Automated Publishing
Generating content is interesting. Generating content, creating artwork, and publishing it without...
We Built a Free AI Tool That Tells You Whether to Bid
BidMate scores any tender or RFP on fit, capacity, win probability, and financials — then tells you whether to bid or walk away.
How to Review an Edge LLM Benchmark Without Fooling Yourself
Record model identity, device state, power, latency distribution, and thermal behavior before turning one local-inference run into a product conclusion.
Operating a Mesh LLM Starts With Failure Domains, Not Free GPUs
A distributed inference mesh needs explicit admission, routing, observability, degradation, and rollback contracts before spare hardware becomes capacity.
Part 3: AI Art at Scale: Generating Fantasy Images with Bedrock, Stability AI, and Amazon S3
The bot could think. The bot could write. The bot could even publish. But in a social media landscape...
Design the Slack-to-PR Contract Before You Choose the Agent
Turn a chat request into a production workflow with typed stages, explicit approvals, idempotency, and a repository-owned merge boundary.
Design AI Workflows for Reorientation After an Interruption
Durable task summaries, decision trails, and explicit next actions reduce the context reconstruction cost when people return to long-running AI work.
The Caste of Intelligence and the Big Tech Blueprint: The Unfiltered Reality of LLM Infrastructure
💡 This article was originally published on my independent workspace. You can read the original post...
Marshal: Teaching an AI Copilot to Run a World Cup Stadium — Built with Google Antigravity
The Problem PromptWars Challenge 4 asked for a GenAI solution touching stadium...
Part 2: Prompt Engineering for Growth: Creating Viral Wizarding Content
Building a bot that could post was easy. Building a bot that people wanted to follow was something...
Part 1: Authentication Hell: Getting AWS Lambda Talking to X
How a simple idea turned into a multi-day battle with APIs, OAuth, and enough authentication errors...
If We Can't Verify It, It Doesn't Ship: Engineering an AI Product That Isn't Allowed to Lie
Design rules for an LLM pipeline whose output people act on — from a small product that turns AI...
Why Cursor Keeps Writing Path Traversal Into Your File Downloads
TL;DR AI editors love building file-download endpoints that pass req.query.file straight...