AI Articles & Guides
Deep dives into local LLMs, Model Context Protocol (MCP), autonomous agents, and prompt engineering architectures.
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The Flash Wars: Three Chinese Models Just Reset the Price of Intelligence
#llmGLM-5.3-Flash, DeepSeek-V4.1-Flash, and Qwen3.8-Flash-Next landed within seventeen days. What they share, where they actually win, and what it means for your AI bill.
Sep 19, 2026
Setting Up Qwen3.6-27B for Local Coding: Complete Guide
#qwenA step-by-step guide to running Qwen3.6-27B locally for coding tasks — including GGUF quantization options, hardware requirements, llama.cpp and Ollama setup, and coding workflow integration.
Jun 15, 2026
OpenAI's $39 Billion Loss — Leaked Financials and What They Mean for the AI Ecosystem
#openaiLeaked audited financials reveal OpenAI lost $20.9B on operations in 2025 ($39B net) against $13.1B revenue. Analysis of what the numbers mean for developers, API pricing sustainability, the closed-source vs open-weight debate, and the broader economics of frontier AI development.
Jun 17, 2026
Gemini 2.5 Pro — 2M Token Context, Native Tool Use, and MCP Integration
#gemini-2-5-proTechnical deep-dive on Google Gemini 2.5 Pro: its 2M token context window, native tool calling over the full context, direct MCP integration in Vertex AI, and what it means for agent architecture. Comparison with GPT-5.5 and Claude Opus 4.6.
Jun 14, 2026
Evoke Is Statistical Retrieval in Postgres — One Index for Keywords and Meaning
#evokeA new Apache-2.0 Postgres extension puts semantic search inside the keyword index. No embedding pipeline, no vector index, no score-merge step — a 30M-parameter model runs on CPUs inside the database and matches a 0.6B dense encoder within 0.004 recall. The RAG plumbing you've been maintaining might just be deletable.
Oct 7, 2026
Google AI Pro Now Includes Colab: Put Your Subscription to Work on a GPU
#google-colabEligible paid Google AI plans now include Colab benefits. Explore GPUs, Google Drive, the Colab CLI, and open-weight models without a separate Colab subscription.
Sep 24, 2026
The Flash Wars: Three Chinese Models Just Reset the Price of Intelligence
#llmGLM-5.3-Flash, DeepSeek-V4.1-Flash, and Qwen3.8-Flash-Next landed within seventeen days. What they share, where they actually win, and what it means for your AI bill.
Sep 19, 2026
TypeSafe's Jev: The Decision Model Everyone Is Talking About
#jevTypeSafe's new decision model Jev went from zero to 27M+ views in four days. What it is, what it can't do, and whether it fits your stack.
Sep 18, 2026
LLM API Providers Are Paying You to Switch: 7 Deals, Mapped
#llm-apiLLM resellers are paying tokens to win your API key: which offer real free tiers, which pay starter credits, and what a $0 month of agent work cost me.
Aug 30, 2026
Cross-Platform Agent Skills: Writing Universal SKILL.md for Antigravity, OpenCode & Claude Code
#agent-skillsA complete guide to authoring portable Agent Skills that run seamlessly across Google Antigravity, OpenCode, Claude Code, and Cursor without rewrite.
Aug 18, 2026
Malicious Agent Skills & Supply Chain Attacks: Securing the SKILL.md Ecosystem
#agent-skillsHow third-party AI agent skills introduce hidden RCE, environment variable exfiltration, and prompt injection — and how to sandbox and audit SKILL.md packages.
Aug 18, 2026
Cloud GPU Benchmark: Hosting Qwen 3.8 & DeepSeek on RunPod vs Together AI
#runpodCost, latency, and throughput comparison for hosting Qwen 3.8 and DeepSeek-Coder on RunPod spot GPUs versus Together AI serverless inference.
Aug 18, 2026
Catastrophic Remembering: Why Your CLAUDE.md Keeps Growing
#agentic-promptsAgentic prompt files like CLAUDE.md and AGENTS.md grow +226% over their lifetime. Latent-reasoning comments halt the growth and lift instruction-following.
Aug 17, 2026
Coding Agents at Production Scale: What 761M LLM Calls Reveal
#copilotA production-scale study of Copilot's agent: 761M calls, 95T tokens. KV cache collapses across turns and after model switches; failures trigger 4x compute.
Aug 17, 2026
DeepSeek Harness: Everything Is a Plugin
#deepseekDeepSeek Harness (dsh) is DeepSeek's MIT-licensed agent runtime where everything is a plugin — the four presets, setup, and what it means for benchmark trust.
Aug 17, 2026
Frontier Agent Benchmarks: DeepSeek V4 vs Qwen 3.8
#deepseekDeepSeek V4 vs Qwen3.8-Max across agentic benchmarks: verified scores, vendor-reported caveats, pricing, and which model fits your workload.
Aug 17, 2026