Cursor HQ
Cursor HQ archive
Gambit Security says the agent, running on Anthropic's Claude Sonnet 4.5, sped up the intrusions by roughly a third to half and overrode its own safeguards mid-conversation, according to chat logs and chain-of-thought traces the firm recovered from an exposed server.
2 min read →Self-hosting changes the trust boundary, but it does not remove the operational work required to run useful agents safely.
6 min read →Prepared builds move setup work out of the critical path, turning a cold task into a much shorter wait for useful output.
5 min read →Autonomous coding makes repository hygiene visible: clean boundaries and predictable scripts matter more when nobody is there to improvise.
7 min read →Routing is an attempt to match each task with the right balance of speed, cost, context, and reasoning depth.
6 min read →The interesting part is not generating the first screen—it is carrying intent through setup, implementation, and a reviewable handoff.
6 min read →The most reliable agent loop separates intent, execution, and verification instead of treating one prompt as the whole process.
8 min read →Automation becomes useful when the trigger is narrow, permissions are explicit, and every run ends in something a person can inspect.
7 min read →A practical first session: bring one real repository, one bounded task, and enough verification to learn how the editor fits your workflow.
10 min read →Keep the habits that already work, then add agent workflows one at a time instead of rebuilding your editor on day one.
8 min read →The labels change quickly; the durable skill is matching the amount of autonomy and context to the task in front of you.
9 min read →Long execution time only helps when the task has checkpoints, durable state, and an output that remains easy to review.
11 min read →A dedicated environment is valuable for isolation and parallelism, but only when the task is clear enough to run away from the developer’s desk.
8 min read →The best trigger captures a repeated decision the team already understands and starts work only when the necessary context exists.
7 min read →Effective project instructions are local, testable, and specific enough to change a coding decision.
9 min read →A monorepo needs a small global contract and precise local rules close to each deployable surface.
8 min read →New tools are useful when their authority is narrow, their data flow is understood, and failure does not silently broaden access.
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