Agentic AI
Research BriefResearch Brief · Tool UseToolGrad Starts With the Answer, Then Writes the Question
ToolGrad builds a verified tool chain before writing the user query. The method produced 99.8% valid synthetic examples, but its strongest results remain limited to single-turn tool use.
Ibrahim Denis Fofanah·Sep 13, 2026·9 min
- AnalysisAgentic AI · Frameworks
LangGraph vs AutoGen vs CrewAI: The 2026 Comparison Is Already Out of Date
The popular three-way comparison is stale: AutoGen is now maintenance-only, folded into the Microsoft Agent Framework (1.0, April 2026). The real live choice is LangGraph vs CrewAI, and the honest first question is whether you need a framework at all.
Ibrahim Denis Fofanah·Sep 11, 2026·7 min
- Research BriefAgentic AI · Reliability
Agent Accuracy Went Up. Agent Reliability Barely Moved.
Twelve metrics, four dimensions, 14 agentic models. The finding: reliability gains lag well behind capability gains. Why a single success rate hides the flaws that actually break deployments.
Ibrahim Denis Fofanah·Jul 23, 2026·6 min
- Deep DiveCover Story
The Agent Revolution Is Here, and Most Organizations Are Not Ready
Gartner says 40%+ of agentic AI projects will be cancelled by 2027, and only ~130 of thousands of "agentic" vendors are real. Here's what the research actually shows, and what separates the teams shipping from the ones stuck in pilot purgatory.
Ibrahim Denis Fofanah·Feb 28, 2026·7 min
TutorialCode-Along · LangGraph · Multi-AgentBuilding Multi-Agent Pipelines with LangGraph: A Practical Guide
LangChain now recommends the tool-based supervisor over create_supervisor. Here's the pattern to build, the three context decisions that decide if it works, and published benchmarks on which architecture actually costs less.
Ibrahim Denis Fofanah·Feb 25, 2026·6 min