BrowserAct Hands-On: Real Browser Automation from the CLI
A few days ago, I received an email from the BrowserAct team after they came across one of my articles. They introduced BrowserAct as a browser automa…
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Building an AI Clothes Changer: provider abstraction, async jobs, and a credit system that won't lose money
I recently launched Dressora , an AI clothes changer that swaps outfits onto a single photo for virtual try-on. The product side is fun, but the parts…
Pre-launch AI simulations are becoming the new model safety check
The next serious upgrade in AI safety may not look like a bigger warning label. It may look like a rehearsal. OpenAI published new work this week on p…
Weekly roundup: Password strength, self-serve BAA, and AI updates
This week on the Appwrite blog, we shipped new Auth controls, made BAA acceptance self-serve for Pro organizations, covered Anthropic’s latest Claude …
The Biggest Challenges Software Developers Are Facing in 2026
Software development is evolving faster than ever, but developers are facing several new challenges: 🔹 Keeping Up with AI Tools AI coding assistants i…
Ollama Structured Outputs in Practice — Getting Type-Safe JSON from Local LLMs with Pydantic
json.loads(response) fails at a certain point. You told the model "return JSON only," but it added a ```json markdown code fence around everything. A …
Intelligence Brief: The Disinformation Machine
The Disinformation Supply Chain: How Coordinated Influence Campaigns Are Built Before They Go Viral Article from Digital HUMINT Series, For better und…
Overcoming Architectural Dogma: Why Infrastructure is a Business Stage Decision
One of the most persistent traps in modern software development is the tendency to turn architectural styles into absolute dogmas. We see it constantl…
Startup Security Guide & LLM CISO
An open-source security guide, compliance checklist, and LLM-based virtual CISO persona for startups -- with specialized coverage for foreign companie…
Fire-and-forget AI engineering: letting agents ship a production app unsupervised
"An AI agent just built a production landing page, with GDPR audit logs and encryption baked in. I wasn't even at my desk." That is not a lucky one-sh…
Claude Code in Production: The Guardrails Nobody Talks About (Until Something Leaks)
Your Claude Code session just spit out a perfect PR description, refactored three services, and drafted commit messages for the entire sprint. Clean. …
AI Doesn't Replace Thinking. It Amplifies It.
One of the biggest misconceptions surrounding artificial intelligence is that it eliminates the need for human thinking. In my experience, the opposit…
Retrieval‑Augmented Memory Reduces Sliding‑Window Limitations in Video Models
VideoMLA’s low‑rank latent KV cache cuts KV‑cache demand by roughly 90 % and LongLive‑RAG’s retrieval‑augmented memory helps mitigate the temporal dri…
From ML Tooling to Analytical Governance: Recent Updates to KMDS
Over the last few months I've been refining KMDS, a framework for building repeatable and auditable machine learning systems. The original motivation …
SpaceX Acquires Cursor Maker Anysphere to Build an AI Coding Agent Model
SpaceX's acquisition of Anysphere, the maker of Cursor, signals a major shift in how we build software. Coding agents started as simple helper panels …
Few-Shot Learning with LLM: A Deep Dive
Few-shot learning with large language models is one of the most practical ways to steer model behavior without updating weights. By embedding task-spe…
Why AI Agents Make Me Reach for SQLite
Lately I keep reaching for SQLite where, before, I'd have reached for Postgres without thinking. It started with small services, then a bigger questio…
Block the Merge if the Model Isn't Ready": Shifting Local AI Evaluations Left with CI Gates
We’ve all heard "it works on my machine," but when it comes to AI-driven features, that phrase is a recipe for disaster. You can have a perfectly test…
I Stopped Using Heavy IDEs. AI Became My IDE.
I used to think a serious developer needed a serious IDE. Big project? Open PhpStorm. Design work? Open Photoshop. Need every refactor, every inspecti…
IRUTESAM V1.0 – A Cost-Effective IoT-Based Multi-Testing Device Using ESP32
Introduction Modern embedded development and wireless testing often require multiple specialized tools for analyzing Wi-Fi networks, testing NFC cards…
Why Google’s Open Knowledge Format Matters for Developers and Content Creators?
Most teams don’t suffer from a lack of data. They suffer from a lack of shared context. Definitions, caveats, ownership, and “how to use this safely” …
AI doesn't write bad code. It writes plausible code — so I tried to break my own AI-built app
Disclosure: I work on one of the tools in this post ( create-microservices-app ). But the experiment, commands, and outputs below are real, and the pa…
What Does "Code Accuracy" Mean When AI Builds Your App?
When a non-technical founder asks whether an AI app builder produces "accurate" code, they usually mean one thing: does it run without crashing? That …
My agent was 'succeeding' on Slack while silently doing nothing — here's the monitoring stack that caught it
My Slack bot was firing success messages while D1 row count sat completely frozen. The agent wasn't crashing — it was completing its Slack notificatio…
Tokenization under the hood: BPE, WordPiece, SentencePiece, and Unigram compared
Tokenization under the hood: BPE, WordPiece, SentencePiece, and Unigram compared You deploy a chatbot. English queries average 42 tokens each. Then a …
Beyond the Agentic Loop, in TypeScript: building a shopping agent with the Orchestrator pattern
This post is a TypeScript implementation of the pattern described in "Beyond the Agentic Loop: The Orchestrator Pattern for Multi-Agent Systems" by Am…
Coding Burnout is Real: Build a Stress Warning Dashboard with Oura Ring & GitHub
We’ve all been there: it’s 2 AM, you’re deep in a "Refactoring Rabbit Hole," your coffee is cold, and your heart is racing. You feel productive, but i…
How I Build Production AI Apps on Cloudflare with Claude Code
AI makes it trivial to generate a working demo. Making something that survives real traffic is a different skill. Here's how I approach it — the princ…
Foundation vs. Instruct vs. Chat Models: One Question, Three Answers
A hands-on tutorial you can run for free in Google Colab. Run it yourself: open foundation_instruct_chat_tutorial.ipynb in Google Colab and run every …
Why AI coding agents need a launch layer
The coding got 10x faster. The launching didn't. Point a coding agent at a half-formed idea and it will hand you a working app before your coffee is c…