Autonomous AI AgentsAutonomous Web Agents ExplainedEver wonder why an autonomous web agent can reason brilliantly and still click the wrong button? The answer is grounding, not intelligence - and it explains most web agent failures.October 6, 2026·8 min read
Autonomous AI AgentsSelf-Correction in Autonomous AgentsPicture an agent that finishes a task, declares success, and is confidently wrong. This case study shows why autonomous agent self-correction usually fails and the fix that finally worked.October 6, 2026·8 min read
Autonomous AI AgentsHow to Keep an Autonomous Agent on TaskCounterintuitively, the longer an autonomous agent runs, the less it remembers what you asked. Here's how to keep an autonomous agent on task even across hundreds of steps.October 6, 2026·9 min read
Autonomous AI AgentsStopping Conditions for Autonomous AgentsOne agent looped 400 times refining a report nobody would read, then billed for it. A weak autonomous agent stopping condition is how that happens - here's the teardown and the fix.October 6, 2026·8 min read
Autonomous AI AgentsGiving an Autonomous Agent Tools SafelyMost guides on autonomous agent tool safety focus on the model refusing bad requests. That's the wrong layer. Real safety lives at the tool boundary - here's how to build it there.October 6, 2026·8 min read
Autonomous AI AgentsMemory Systems for Autonomous AgentsWhy does an agent with a vector database still forget what it decided ten steps ago? This case study traces one team's fix and the lesson: autonomous agent memory means storing decisions, not just text.October 6, 2026·8 min read
Autonomous AI AgentsHow Autonomous Agents Set Their Own SubgoalsPicture an agent that generates 40 subgoals and finishes none. Autonomous agent subgoals are powerful and dangerous in equal measure - here's how to generate them so they actually serve the parent goal.October 6, 2026·8 min read
Autonomous AI AgentsSelf-Directed Planning for Autonomous AgentsIn our tests, a weaker model with a good plan beat a stronger model with none. That's the case for taking autonomous agent planning seriously - here's the prompt teardown that makes it happen.October 6, 2026·8 min read
Autonomous AI AgentsTask Decomposition in Autonomous AgentsAn agent asked to 'migrate the database' deleted a table on step one. The failure traces straight back to bad autonomous agent task decomposition. Here's how to break goals into steps that don't blow up.October 3, 2026·8 min read
Autonomous AI AgentsHow to Build a Goal-Driven Autonomous AgentMost guides on building a goal-driven autonomous agent start with the wrong thing. This case study follows one team's rebuild and the counterintuitive lesson: the goal, not the model, is the hard part.October 3, 2026·8 min read
Autonomous AI AgentsAutoGPT, BabyAGI, and What They Taught UsWondering why AutoGPT and BabyAGI blew up and then quietly disappeared? The answer is a set of hard-won lessons that every serious agent still uses today. Here's what survived.October 3, 2026·8 min read
Autonomous AI AgentsLevels of Agent Autonomy ExplainedPicture approving an agent's every click, then wondering why it feels slower than doing the work yourself. Mapping agent autonomy levels fixes that - here's the ladder from copilot to fully autonomous.October 3, 2026·8 min read
