ConeheadAI · lessons
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8 of 163 leftover lessons · arena=general · tag=agents. Start with the takeaway, then do the exercise. Tool-use focused — use AI you already have.
- SNK3-092generalStart with a free short agent-product lesson — then prove itA short free lesson can define agent-labeled products for using tools at work — then you still must run one checkable task yourself.L1–L3 · Hands On–Verifier (bootstrap — system rebalances) · ~5m
- 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
- SNK3-088generalBenchmarks 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
- SNK3-087generalPrompt vs tool-agent vs multi-step — test the labels on tools you useMarketing says non-agentic / agent / agentic — verify on the product you use: tools? multi-step goal? memory/feedback? If none, it is still a chat tool.L1–L3 · Hands On–Verifier (bootstrap — system rebalances) · ~4m
- SNK3-084generalScheduled tool-calls vs a product labeled 'agent'A product labeled 'agent' may just be a scheduled prompt that calls tools toward a goal — test for schedule + tools + goal + human gate, not branding.L2–L5 · Capable–Builder (bootstrap — system rebalances) · ~4m
- SNK3-080generalReAct loops vs marketing 'loops'When someone says 'agent loops,' check whether they mean the plain ReAct cycle (act → observe → act) or a product buzzword.L2–L5 · Capable–Builder (bootstrap — system rebalances) · ~3m
- SNK3-078generalWhen a tool loops: remember what failed, fix, re-run onceA useful AI work loop is not more prompt flair — remember what failed, apply one fix, re-run with a human stop. That is tool use with memory, not a platform you must build.L1–L3 · Hands On–Verifier (bootstrap — system rebalances) · ~4m
- SNK3-075generalX snack: systems that re-prompt themselvesOne-shot prompts lose to tiny loops: Goal → Draft → Critique → Revise.L1–L3 · Hands On–Verifier (bootstrap — system rebalances) · ~3m