Opus 4.7 vs GLM 5.1: is mixing models worth it?
A couple of months ago, I compared Opus vs GLM by having both of them do a task for me. It’s not that surprising that Opus was best. But what if we ge…
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Upgrading Kiwi-chan’s Brain: Pushing a 30GB "Frankenstein" GPU Rig to the Limit with Qwen 3.6-35B-A3B
Upgrading Kiwi-chan’s Brain: Pushing a 30GB "Frankenstein" GPU Rig to the Limit with Qwen 3.6-35B-A3B If you’ve been following my journey of building …
How Much VRAM Do You *Actually* Need for Local LLMs?
TL;DR: VRAM matters more than GPU power. Most people overestimate what they need—and underestimate what actually runs well. The confusing part about l…
Why Strict JSON Mode Doesn't Stop Hallucinated Tool Calls
Book: AI Agents Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: …
Why I Built an AI That Tries to Destroy Your Legal Argument
The Kill Switch Protocol: Mandatory adversarial search in production LLM systems Most AI systems suffer from the same fatal flaw: they're desperate to…
7 AI Gateways That Actually Work in Production (2026 Guide)
Let me start with an admission. I resisted using an AI gateway for longer than I should have. My reasoning was the kind engineers convince themselves …
Strategic LLM Adoption: A Director's Guide to Fine-Tuning Models for Domain-Specific Applications
Strategic LLM Adoption: A Director's Guide to Fine-Tuning Models for Domain-Specific Applications As AI continues to reshape enterprise technology sta…
DeepSeek-V4 is Here, and Yes — 1M Context Is Finally for Everyone
Let’s be honest for a second. You’ve probably been there. You find this brilliant AI model online, everyone’s raving about it, and you’re ready to thr…
Claude Code with Local LLMs and ANTHROPIC_BASE_URL: Ollama, LM Studio, llama.cpp, vLLM
Native Anthropic endpoints, tool-call compatibility, and context-window sizing for local Claude Code. Last tested: April 2026. See Changelog at the bo…
Stop Getting Rate-Limited: Building Bulletproof LLM API Consumption Patterns
You know that feeling when your chatbot suddenly stops responding at 2 AM because you hit the rate limit on your LLM provider? Yeah, we've all been th…
Don't forget to say "please".
I was reading an article recently ( Long-running Claude for scientific computing , if you're curious). It was a great article about how to set up Clau…
Your AI Agent Can Be Socially Engineered. Here Are 3 Attacks That Prove It.
No jailbreak. No exploit. No alert fired. Just a conversation. In September 2025, a Chinese state-sponsored threat group ran a cyberattack against 30 …
Multi-Model LLM Orchestration with OpenRouter
Multi-model LLM orchestration is the practice of routing AI requests to different models based on what each task needs — speed, cost, reasoning depth,…
Building a Context-Aware AI Chat Without a Vector Database
You can ground an AI chat in your own data without a vector database by assembling the relevant documents directly into the system prompt before each …
Are We Using AI at the Wrong Scale?
We open our IDE and let a model running somewhere in the cloud read our entire codebase to add a null check - and track our behaviour along the way. W…
🦀 PicoClaw Deep Dive 🤖 — A Field Guide to Building an Ultra-Light AI Agent in Go 🐹
A comprehensive, actionable guide to the principles, techniques, and architecture behind sipeed/picoclaw — written so you can build a similar system f…
DeepSeek-V4 Changes the Context Game for Agents — And Your Memory Architecture Should Adapt
A million-token context window built specifically for agentic workloads. That's the feature in DeepSeek-V4 that stopped me mid-scroll this week — not …
LLM-as-Judge: Automated Quality Gate for LLM Outputs in Production
LLM-as-Judge is a pattern where one language model evaluates another model's outputs against defined criteria. An automatic quality gate: every respon…
A Unified View of AI Evolution: From Machine Learning to LLMs, RAG, and Fine-Tuning
Artificial Intelligence has progressed far beyond its early rule-based origins. What once depended on predefined logic has evolved into systems that c…
I built an open-source tool to distill books into knowledge graphs
I have a bad habit: I buy books faster than I read them. Not because I'm lazy — I start most of them. But somewhere around chapter 3, I lose the threa…
TradingAgents v0.2.4: A Multi-Agent LLM Framework That Simulates an Entire Trading Firm
TL;DR UCLA Tauric Research released TradingAgents v0.2.4 (2026-04-25) — a LangGraph-based multi-agent LLM framework that mimics a real trading firm wi…
I pointed the OpenAI SDK at my friend's gaming PC. It just worked.
I changed two strings in a Python script — base_url and api_key — and it stopped calling OpenAI. Instead, the request travelled across the public inte…
How to Choose the Right GPU for Local LLMs (Without Wasting Money)
How to Choose the Right GPU for Local LLMs (Without Wasting Money) TL;DR: Most people overspend on GPUs for local LLMs. If you match model size ↔ VRAM…
Your Documentation Has Two Audiences Now (And One Is an AI)
Technical documentation’s audience has changed. It’s no longer just engineers reading pages — increasingly, humans and AI work together: humans make d…
Tesla, Meta, and Google: Nearly $350B in 2026 AI Capex
Book: LLM Observability Pocket Guide Also by me: AI Agents Pocket Guide My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude C…
Рерайт текстов в 2026: большой разбор сервисов для редакций от SEO-помоек начала 10-х до мультиагентных систем
Половина «AI-рерайтеров» в рунете – это чатГПТ под красивым интерфейсом с наценкой 300%. Еще часть – биржи копирайтинга, маскирующиеся под нейронку. Н…
Thoughts on GPT-5.5 and What It Means for Learning to Code
I’ve been playing around with the latest wave of AI tools, especially GPT-5.5, and I keep coming back to the same thought: It’s not that coding is get…
Reading list (21st to 27th April)
What I am currently reading These are the current online posts that I enjoyed reading and made me think. AI If you are not the model, you are the harn…
GEO / AI Search Thread
REPLIES R1 Citation patterns in ChatGPT are not backlink signals in new packaging. Pages that get cited consistently have dense entity co-occurrence —…
How to Detect Prompt Injection in Your LLM Agent — Python, 5 Minutes
Your LLM agent processes user messages, retrieves documents, calls tools, and acts on the results. But what happens when one of those inputs contains …