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AI Coding ROI Needs Time Studies, Not Seat Counts
By the 2025 developer-survey cycle, AI coding tools had moved from novelty to routine use, which makes adoption a weak success metric [Stack...
Agent Data Injection Needs Trust Boundaries, Not Prompt Filters
Agent Data Injection argues that attackers can disguise malicious payloads as data the agent treats as trusted metadata, tool output, resource...
Agent Accountability Breaks When the Audit Trail Is Just a Trace
The EU AI Act's Article 12 now says high-risk AI systems must automatically record events across the system lifetime. Microsoft, in parallel, is migrating...
Assistant Agents Need Reminder Tests, Not Recall Scores
Most agent-memory benchmarks ask whether a model can recover old information. PM-Bench asks a harsher question: can an agent remember to do the right...
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.
More Context Doesn't Kill RAG. It Just Changes the Fight.
Long-context LLMs now hit a million tokens, but a persistent 10% accuracy gap and punishing costs keep RAG very much in the fight.
Small Agent Models Need Tool Floors, Not Parameter Claims
Small language models are getting a serious agent story, but the useful question is no longer whether a 1B, 3B, or 8B model can sound capable. The useful...
Agent Messages Need State, Not Chat
Multi-agent systems do not only fail because the agents are weak. They also fail because every agent is allowed to narrate too much. A June 2026 paper...
Your Agent Doesn't Need Human Memory. It Needs Something Weirder.
The AI industry keeps describing agent memory like it's a brain. "Short-term memory," "long-term memory," "episodic recall." The metaphors are intuitive....
Chain-of-Thought Prompting Doesn't Always Work. Here's the Evidence.
Think step by step. It's the most common prompt engineering advice in circulation, repeated in tutorials, baked into system prompts, and treated as a...