VVelokeyinvelokey.hashnode.dev·Jul 23 · 11 min readAn Implementation Field Guide to Measuring AI Work Beyond TokensDisclosure: This is an AI-assisted, human-reviewed field guide prepared for Velokey. The linked first-party resource hub is the Velokey blog; the code and schema remain provider-neutral and reproducib00
VVelokeyinvelokey.hashnode.dev·Jul 22 · 11 min readHow to Evaluate Gemini 3.6 Flash Without Letting Benchmarks Pick Your DefaultA model launch lands in the engineering chat. Within minutes, the benchmark table is being treated like a migration plan. Gemini 3.6 Flash makes that temptation unusually strong. Google’s July 21 rele00
VVelokeyinvelokey.hashnode.dev·Jul 21 · 10 min readA Trajectory-Aware Control Plane for Long-Running AI AgentsA long-running agent hits a denied network request. The action guard worked, so the system records a successful block and lets the session continue. That sounds reasonable until the agent treats the d00
VVelokeyinvelokey.hashnode.dev·Jul 20 · 8 min readThe Capacity Gate I Would Add Before Launching an AI Agent ProductWhen I review an agent launch plan, I picture a very ordinary Friday morning: a product demo lands, sign-ups jump, and every new user starts a workflow that can call a model, invoke tools, retry, and 00
VVelokeyinvelokey.hashnode.dev·Jul 18 · 8 min readBuild a Five-Gate Evaluation Harness for Kimi K3 and Claude Fable 5A leaderboard moves on Thursday. By Friday, someone asks whether the default model should change. The fastest safe answer is not another opinion. It is a small evaluation harness with explicit workloa00
