Models Training Models: The Promise and Peril of Synthetic Data
Microsoft's Phi-4 trained on more than 50% synthetic data and beat GPT-4o on graduate science benchmarks. The old rules about training data are changing fast.
Swarm Signal - AI Research for People Who Build
Technical AI research, explained clearly for researchers, builders, and anyone trying to understand what actually matters.
The Agent Project That Should Have Been One LLM Call
Some enterprise agent projects fail because autonomy was added where a bounded single-call LLM design would have delivered cleaner behavior and lower operational risk.
Open Source AI Impact: Who Wins When Models Get Cheap
Open source AI used to be the cheaper substitute. In 2026, that is too small.
Why Multi-Agent Papers Don't Replicate in Production
A paper from Tran and Kiela tested 28 multi-agent configurations across four architectures: Sequential, Parallel, Debate, and Ensemble. Every single one...
Types of AI Agents: The 2026 Classification That Actually Helps
The reactive/deliberative/hybrid taxonomy is broken. The 2026 classification that actually helps: coding agents, research agents, computer-use agents, task agents, multi-agent orchestrators, and self-improving agents.
Knowledge Graphs for AI Agents: Beyond Vector Search
Vector databases power most retrieval-augmented generation systems in production today. They're fast, simple, and good enough for single-hop lookups...
Multimodal Agents Score 40% Where Humans Score 72%
Every frontier lab now ships models that see, hear, and read. The assumption is that more modalities mean more capable agents. The benchmarks tell a...
Agent Cost Optimization: How to Track and Reduce LLM Spend
Token prices dropped 280x over two years. Enterprise AI budgets rose 320% in the same period. That's not a paradox. It's what happens when agentic...
AI Coding Agents: What Actually Works in Production
GitHub reports that 46% of all new code is now AI-generated. Ninety-two percent of US developers use AI coding tools daily. Claude Code hit $2.5 billion...
Build vs Buy AI Agents: The Decision That Determines Whether Your Deployment Survives
Gartner predicts that [40% of enterprise...
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