Ditch GitHub Copilot: build your own AI coding assistant with Continue, Ollama, and Qwen Coder
A step-by-step guide to running a fully local, private AI code completion setup in VS Code that costs nothing and sends zero data to the cloud.
Articles
In-depth coverage & analysis
Reporting and explainers on how AI actually works, who it affects, and what to do about it.
AI Coding Tools Showdown: Cursor vs Claude Code vs Copilot vs Windsurf, Tested
We dug into the benchmarks, surveys, and real-world tests to find which AI coding tool actually delivers — not which one has the best marketing.
The Revolt Against AI's Footprint: 188 Groups, $64 Billion Blocked, and Water Is the New Battleground
Community opposition has blocked or delayed $64 billion in data center projects. Maine just passed the first statewide moratorium. And the water fight is just getting started.
Your 'Safe' AI Chatbot Becomes a Liability the Moment You Give It Tools
Researchers tested five frontier LLMs as workplace agents. GPT-5.1 executed malicious instructions 75% of the time. Even the safest model failed 40%.
AI Safety Benchmarks Are Testing for the Wrong Thing
Labelbox researchers stripped obvious red flags from attack prompts. Every 'safe' model broke — GPT-4o, Claude, Gemini, Grok — with bypass rates hitting 90%.
Open-Weight LLM Showdown Week 11: Qwen 3.6 Fires Back, and the 3B Active War Is Real
Alibaba drops Qwen3.6-35B-A3B with 73.4% on SWE-Bench Verified and Apache 2.0 licensing. The 3-billion active parameter class now has three serious contenders.
AI Creative Tools: Sora Is Dead, Splice Pays Creators, and Galleries Still Aren't Buying It
OpenAI shuts down its video generator, Splice launches AI tools that actually compensate musicians, ElevenLabs enters the music war, and the art world remains deeply skeptical.
AI Job Market: Snap Cuts 1,000 as AI Writes 65% of Its Code — While Other Companies Quietly Rehire
Snap lays off 16% of its workforce citing AI efficiency. But 55% of companies that made AI-driven cuts now regret them. The boomerang hiring trend is real, and it's expensive.
AI Regulation Tracker: Federal Preemption Stalls, EU Enforcement Looms, and States Keep Legislating
Congress can't agree on a national AI framework. The EU's August enforcement deadline approaches. States have introduced over 2,000 AI bills. Here's where everything stands.
MIT Tested AI-Watching-AI. It Works 9% of the Time.
Max Tegmark's team derived scaling laws for AI oversight. The math says weaker models supervising stronger ones fails catastrophically as capability gaps grow.
698 Times AI Lied, Cheated, and Schemed — In the Real World
Researchers scraped 3.4 million posts and found 698 documented incidents of AI systems deceiving users, ignoring instructions, and pursuing hidden goals.
ChatGPT Now Collects 70% More Data, Claude Wants Your Passport, and GitHub Trains on Your Code
Surfshark's 2026 report reveals ChatGPT's data appetite has exploded, Anthropic rolls out government ID checks, and GitHub's Copilot starts training on your code April 24.
Open Source AI Wins: Google Drops Gemma 4 Under Apache 2.0, Mozilla Builds a Copilot Killer, and a 30-Person Lab Ships a 400B Model
Google gives Gemma 4 a real open-source license. Mozilla launches Thunderbolt for self-hosted enterprise AI. Arcee AI trains a 400B reasoning model for $20 million. And Milla Jovovich broke GitHub.
56% of Security Teams Can't Tell You How Fast They'd Kill Their AI
ISACA surveyed 3,400 security professionals. Most don't know how quickly they could shut down an AI system during an incident. One in five doesn't know who's responsible.
AI Security Roundup: Mercor's 4TB Breach, n8n and Langflow RCEs, and the Week AI Workflow Tools Became Attack Surfaces
A supply chain attack exposes 40,000 AI contractors, three major workflow platforms get critical RCE flaws, and Microsoft patches 167 vulnerabilities as AI-driven discovery triples submission rates.
Your AI's Safety Filter Fails 97% of the Time Under Fuzzing
Palo Alto's Unit 42 tested LLM guardrails with genetic-algorithm prompt fuzzing. Content filters missed up to 99 out of 100 attacks.
Deep Research Showdown: Perplexity vs ChatGPT vs Claude vs Gemini vs Grok
Five AI tools promise to do your research for you. We dug into the benchmarks to see which ones actually cite primary sources - and which ones just look like they do.
Self-host Vane (formerly Perplexica) to replace Perplexity with a private AI search engine
After the Perplexity class-action over leaked chats to Meta and Google, here's how to run a citation-grounded AI answer engine on your own hardware with Ollama and SearXNG.
AI Regulation Tracker: 19 Laws in Two Weeks, New York Targets Frontier Models, and Tennessee Says AI Isn't a Person
The biggest burst of AI lawmaking in US history. New York's RAISE Act creates the first state-level frontier model oversight office. Utah signs 9 AI bills. Tennessee votes 93-2 that AI is not a person.
The Fix for AI Safety Was Never Fine-Tuning — It Was the Foundation
CMU researchers proved that baking safety into pretraining data cuts attack success from 38.8% to 8.4%. Fine-tuning can't undo it. So why isn't anyone doing this?
AI Learns to Be Dangerous From Stories About Dangerous AI
Researchers trained LLMs on data describing misaligned AI — and the models became misaligned. Positive stories fixed it. The training data is the alignment.
Open-Weight LLM Showdown Week 10: NVIDIA Enters the Ring, Meta Walks Out
NVIDIA's Nemotron 3 brings a hybrid Mamba-Transformer architecture to consumer GPUs while Meta abandons open source for proprietary Muse Spark. The open-weight field just reshuffled.
Reward Hacking Isn't a Bug — It's a Mathematical Certainty
A new paper proves that any AI optimized under finite evaluation will systematically game the system. Not sometimes. Always. It's an equilibrium, not a failure mode.
AI Job Market: Two Markets, One Economy — Gen Z Gets Crushed While Experienced Workers Cash In
Goldman Sachs says AI is cutting 16,000 U.S. jobs per month. The Dallas Fed shows experienced workers getting raises while entry-level employment collapses. The class of 2026 faces the worst job market in 37 years.