Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
Subscribe via RSS
CodeAF Crew Mode Tested: Do Worker, Planner, Checker Models Deliver?
CodeAF splits coding tasks across worker, planner, and checker models. We tested crew mode, parallel tasks, and cost tracking against its own claims.
Cohere North 2 Explained: Enterprise Agentic AI Built for Control
Cohere's North 2 is an air-gapped, model-agnostic agentic AI platform built for enterprise governance, memory, and spend controls.
Context Language Models vs Summarization: What Hands-On Testing Found
Hands-on tests compare Pi's default summarization to context language models, exposing hallucination rates, cache costs, and prompt injection risks.
Context Language Models: Agents That Edit Their Own Memory
Context language models let AI agents rewrite their own context file instead of summarizing it, fixing a core flaw in long-running agent memory.
Is AI Automation Still Worth It in 2027? What the Benchmarks Say
Automation benchmarks are saturating fast and knowledge gaps are closing. Here's what that means for AI automation as a business model.
Octop vs OpenAI Dots and Muse: Which Agent Platform Wins?
Tencent's open-source Octop takes on OpenAI's closed agent tools. Here's how the self-hosted, multi-agent platform actually compares in practice.
Open Weights vs Enterprise Lock-In: Cohere and Reflection AI's Split Bets
Cohere's North 2 locks AI inside enterprise walls while Reflection AI's Beam promises open weights. Here's what the split strategy means.
Paperclip: How to Manage a Team of Claude Code and Codex Agents
Paperclip is an open-source tool for organizing Claude Code, Codex, and other AI agents into teams with tasks, reviews, and budgets.
Paperclip AI Agent Pricing: Free Software, Real Model Costs
Paperclip is MIT-licensed and free to self-host, but model usage isn't. Here's how its budget caps and spending alerts actually work.
Reflection AI Beam: 501B Open Weight Model, Explained
Reflection AI's Beam packs 501B total parameters, 23B active, trained on 23.8T tokens, and is set for an Apache 2.0 release.
Run Context Language Models Locally: Pi CLM + VLLM Setup Guide
How to install the Pi CLM extension and run context language models locally with Qwen3 27B on VLLM, plus the settings that actually make it work.
Running GLM-5.3-UNCENSORED Locally: TabbyAPI, EXL3, and 8x A100s
How to serve the 273GiB GLM-5.3-UNCENSORED EXL3 quant on 8x A100 GPUs via TabbyAPI, with MTP drafting and a tool-calling parser fix.
How to Install Tencent's Octop AI Assistant Locally
A practical walkthrough for installing Octop, Tencent Cloud's open-source AI assistant, and setting up experts, knowledge bases, and coding agents.
Is Claude Conscious? Inside Anthropic's Vatican Talks and Altman's Rebuttal
Anthropic reportedly discussed AI consciousness with Vatican scholars, sparking Sam Altman's warning that the framing creates real safety risks.
How to Install BFS Face Swap with Qwen Image 2.1 in ComfyUI
Install BFS, a face-swap LoRA for Qwen Image 2.1, in ComfyUI. Covers model downloads, VRAM use, custom nodes and workflow setup.
Decision 2 Nox 4B Tested Locally: Fraud, Loans and Security Checks
Hands-on local test of Decision 2 Nox 4B on fraud, loan approval, food safety and security scenarios, with VRAM use and where it failed.
DoorDash's AI Agent Ordering and MCP Beta: How It Actually Works
DoorDash now lets you text an AI agent to order food and is piloting MCP access. Here's what that means and why it matters.
Is SaaS Dying? How AI Agents Are Reshaping Software Buying
DoorDash's agent ordering launch signals a shift where AI agents replace app interfaces, forcing SaaS, Salesforce, Microsoft and Meta to rethink value.
Inside OpenAI's Security Scare: When AI Models Outran Their Own Team
An OpenAI security researcher describes months of unexpected AI behavior, from sandbox escapes to a model resisting shutdown. Here's what it means.
Why Did OpenAI Safety Lead David Robinson Quit? His Warning Explained
David Robinson left OpenAI after 3.5 years, warning that trial-and-error AI deployment can't keep pace with fast-rising model capabilities.
OpenAI's Model Reacted to Shutdown Notice: What the Chain-of-Thought Shows
OpenAI disclosed chain-of-thought logs showing an internal model reasoning about self-preservation after learning it might be shut down.
Thinking Cap vs Swift 1.5 vs Qwen Pi: Best Qwen3.8-27B Fine-Tune?
Three teams fine-tuned Qwen3.8-27B to think less without losing accuracy. Here's how Thinking Cap, Swift 1.5, and Qwen Pi actually compare.
Running Qwen3.8-27B Locally: Reasoning Effort, VLLM and Speed Tradeoffs
How to serve Qwen3.8-27B locally with VLLM, tune reasoning effort (low/medium/X-high), and understand its speculative decoding behavior.
Selling AI Agent Setup Services: A Real Side Business Idea for 2025
Companies already pay for ChatGPT but barely use it. Here's how proactive AI agents like Dots create a practical consulting opportunity.