Autonomous AI AgentsManaging the Prompts Behind Autonomous AgentsAn agent broke in production after a deploy that 'changed no code.' The culprit was an untracked prompt edit. That's why autonomous agent prompt management is the discipline nobody budgets for until it bites.October 7, 2026·8 min read
Autonomous AI AgentsBudget Caps for Autonomous AgentsMost advice on the autonomous agent budget cap stops at 'set a dollar limit.' That's the one that fails first. This case study shows the multi-layered caps that actually held.October 7, 2026·8 min read
Autonomous AI AgentsCost Runaway: The Autonomous Agent's Biggest RiskEver gotten a bill for an agent that ran overnight and did nothing useful? Autonomous agent cost runaway is the most common expensive surprise in agent work. Here's how it happens and how to stop it.October 7, 2026·8 min read
Autonomous AI AgentsWhy Fully Autonomous Agents Still FailPicture an agent that nails 19 of 20 steps and still delivers garbage. That's the math of compounding error - the deepest reason why autonomous agents fail, and it isn't a model problem.October 7, 2026·8 min read
Autonomous AI AgentsAutonomous vs Semi-Autonomous AgentsMost production systems marketed as autonomous are actually semi-autonomous by design - and that's the smart choice. Here's the real autonomous vs semi-autonomous agent distinction and where the human belongs.October 7, 2026·8 min read
Autonomous AI AgentsReward and Feedback Loops for AutonomyAn agent ran ten steps open-loop and compounded a tiny early error into nonsense. The fix was a real autonomous agent feedback loop - and rich text feedback, not a reward number, is what made it work.October 7, 2026·8 min read
Autonomous AI AgentsCuriosity and Exploration in Autonomous AgentsMost agent advice says keep it on rails. But some tasks need the opposite. This guide covers autonomous agent exploration - when to let an agent wander, and how to keep wandering from becoming drift.October 7, 2026·8 min read
Autonomous AI AgentsHow Autonomous Agents Recover From MistakesEver watched an agent hit an error, retry the exact same thing, and fail identically five times? That's broken autonomous agent error recovery. Here's the teardown and the classify-then-route fix.October 7, 2026·8 min read
Autonomous AI AgentsAutonomous Agents That Write and Run CodePicture an agent that writes a function, runs it, sees the failure, and fixes itself - no human in the loop. An autonomous coding agent is the most reliable kind of agent, and the reason why is worth stealing.October 7, 2026·8 min read
Autonomous AI AgentsThe Voyager Agent: Lifelong Learning ExplainedThe Voyager agent played Minecraft for hundreds of hours and got permanently better - without ever changing its model weights. Here's how lifelong learning without training actually works.October 7, 2026·9 min read
Autonomous AI AgentsBuilding an Autonomous Research AgentOne research agent confidently reported a 'fact' it pulled from a single unreliable source. Building an autonomous research agent that doesn't do that takes a few specific safeguards - here they are.October 7, 2026·8 min read
Autonomous AI AgentsComputer-Use Agents: How They WorkMost explanations of the computer-use agent make it sound like magic vision. The reality is a fragile screenshot-click loop - and understanding its weak points is how you make one reliable.October 6, 2026·8 min read
