ConeheadAI · lessons
Latest lessons
3 of 163 leftover lessons · tag=evals. Start with the takeaway, then do the exercise. Tool-use focused — use AI you already have.
- SNK3-091generalAI tool value = checkable work shipped, not chat volumeWhen a team claims an AI tool 'works,' ask what checkable work shipped (PRs merged, tickets closed, docs published) — not how many chats or prompts were sent.L2–L5 · Capable–Builder (bootstrap — system rebalances) · ~3m
- SNK3-089policyMultipolar frontier — judge models by your eval, not the logoWhen many labs ship near the frontier at once, loyalty to one brand is weak strategy — pick by checkable evals on your tasks (tools, multi-step, cost).L2–L5 · Capable–Builder (bootstrap — system rebalances) · ~5m
- SNK3-088generalBenchmarks lag real tool work — test the skill you needCute single-shot demos can detach from real workplace AI use: multi-turn tool calling on your actual tasks. Measure what your job needs, not the viral benchmark.L2–L5 · Capable–Builder (bootstrap — system rebalances) · ~4m