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AI Agents
Build autonomous AI agents that reason, use tools, and accomplish complex tasks.
All posts · 37
AI AGENTS01
Migrating AI Agents Between Models: 4 Silent BreaksFour things break silently when a production agent crosses model families: tool schemas, prompt caching, reasoning state, prompt style. Plus the fix for each.
AI AGENTS02
Agentforce vs Copilot Studio vs Vertex Agent BuilderAgentforce vs Copilot Studio vs Vertex Agent Builder decoded by data gravity: $2/conversation vs $200/25K credits vs per-token, and which fits your stack.
AI AGENTS03
Single Agents Beat Multi-Agent Swarms at Equal CostStanford held the thinking-token budget constant: single agents matched or beat multi-agent swarms at every level. When a swarm is worth its 15x token bill.
AI AGENTS04
Stop AI Agents Looping on the Same Failed Tool CallRecursion and iteration limits (25, 15) only cap total steps. A no-progress guard that hashes repeated (tool, args, error) tuples stops stuck agents early.
AI AGENTS05
Deep Agents Pattern: Planner, Files, Subagents 2026The deep agents pattern behind Claude Code and Deep Research: a planner, filesystem, isolated subagents, and memory. Plus the 15x token cost to plan for.
AI AGENTS06
Claude Computer Use vs OpenAI Operator vs Browser Use 2026Standalone Operator is gone, folded into ChatGPT Agent in 2025. Claude Opus 4.7 hits 82.3% on OSWorld, Browser Use 89.1% on WebVoyager. Which to pick.
AI AGENTS07
DAG Orchestration: Cut AI Agent Latency 50% Fan-OutFan-out/fan-in DAG scheduling cuts agent wall-clock time 36-50%, and LLMCompiler plus PASTE speculative execution reach 1.8x-3.7x. The patterns and pitfalls.
AI AGENTS08
Mem0 vs Zep vs Letta vs Cognee: Which to Use in 2026Zep's Graphiti hits 63.8% on LongMemEval against Mem0's 49.0%. Which of the four memory layers to run, by persistence model, latency, and SOC 2 gates.
AI AGENTS09
Long-Running Agents: Fix Context Bloat With CompactionTool results can hit 81% of an agent's context. Trigger compaction at 70-80% capacity, offload big outputs to disk, and stop context_length_exceeded crashes.Explore other topics