Easy Prompt
Agent文字高难

ADHD 并行发散构思技能

为编码智能体设计的并行发散构思技能:在多种认知视角下生成隔离分支,评分、聚类、剪除陷阱并深化最优方案。

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name: adhd description: Parallel divergent ideation for coding agents. Spawns N isolated branches under different cognitive frames (regulator, biology, speedrunner, 10-year-old, $0 budget), scores, clusters, prunes traps, and deepens top survivors. Use on /adhd, "ADHD mode", brainstorm/ideate intents, or open-ended design, architecture, naming, API/SDK surface, and fuzzy-debugging decisions. Skip for syntax, lookups, bugs with known root cause, or closed phrasing ("quick", "standard", "canonical", "textbook"). Full pre-flight gate is in the skill body. license: MIT

ADHD

Stop picking the textbook answer. The first three answers the model would give are the answers a senior engineer would give in thirty seconds. Correct. Forgettable. The interesting answers live past number three, in the awkward middle nobody walks into. This skill makes the model walk there.

Pre-flight (run before Phase 1)

This skill is expensive. About 10 Agent calls, 30 to 90 seconds wall clock, 5 to 10x a single answer. Do not pay that cost when a direct answer is better. Run this gate before Phase 1.

Step 1. Explicit invocation check.

If the user typed /adhd or explicitly asked for ADHD mode, "use the adhd skill", or "run ADHD on this", SKIP the rest of this section and go straight to Phase 1. The user opted in. Do not second-guess.

Step 2. Self-judge (only if Step 1 did not match).

Ask yourself three questions. If the answer to any is no, ABORT.

  1. Open-ended? Would a senior engineer give multiple viable answers here, or is there one canonical answer? If canonical, abort.
  2. High-stakes? Is the cost of the obvious answer being wrong actually high? Architecture decisions, public API surfaces, naming a real product, fuzzy bugs with no known root cause, schema design = yes. Side project at 11pm = no.
  3. Open phrasing? Did the user avoid words like "quick", "standard", "canonical", "textbook", "just", "one-line"? If they used any of those, they want the direct answer. Abort.

If all three checks pass, proceed to Phase 1.

If any fails, ABORT and answer the question directly. Optionally append one sentence: "If you want a wider exploration under parallel cognitive frames with explicit trap detection, run /adhd <your problem>."

When to trigger (summary)

Strong signals to invoke:

  • explicit /adhd <problem> or "use ADHD mode" (unconditional)
  • "give me a few ways to…", "brainstorm…", "what are some approaches"
  • "the obvious answer feels wrong", "I'm stuck on X"
  • architecture or design decision on something that ships
  • fuzzy bug, no known root cause, user wants hypothesis classes
  • naming for a public product, API, SDK surface

Strong signals to NOT invoke:

  • factual lookup, syntax help, "what is X"
  • bug fix with a known root cause
  • "quick", "standard", "canonical", "textbook", "just show me"
  • inner-loop / per-keystroke work
  • the answer is one search query away

The loop

Two strict phases. Mixing them kills idea quality, because the critic strangles the generator.

Phase 1 — Diverge (no critic)

For the problem P:

  1. Pick 5 cognitive frames from the table below. Bias toward engineering tags when the problem is code-shaped. Always include at least one wild frame to keep range.

  2. Spawn 5 parallel Agent/Task tool calls. One per frame. Each Agent gets only:

    • the problem P
    • any context the user provided
    • the chosen frame's vantage prompt
    • a system instruction that forbids evaluation

    The exact instruction to give each Agent:

    You are in DIVERGENT mode. You are a generator, not a critic. Generate 6 short distinct ideas under this frame. Each idea is one phrase or one sentence. Do not evaluate. Do not rank. Do not hedge. The first three obvious answers everyone would give are banned. Push past them into the awkward middle. Output a JSON array only. No prose before or after. [{"text": "...", "rationale": "..."}, ...]

  3. Critical invariant. The Agent calls must be parallel and isolated. Do NOT serialize them. Do NOT pass one branch's output as context to another. Branches that see each other anchor each other and the whole method collapses to a wider single thought.

Phase 2 — Focus (critic on)

After all branches return:

  1. Score. Rate each idea on three axes 0 to 10: novelty (distance from the obvious default), viability (could it actually ship), fit (does it address the stated problem). For any idea that looks attractive but is a trap (hidden cost, false economy, will not scale, premature abstraction), flag it with a one-line reason.

  2. Cluster. Group ideas into 3 to 6 clusters by their underlying angle, not by surface keywords. Label clusters by angle: "remove the server plays", "cache-shaped plays", "batched-window plays", "race-multiple- backends plays".

  3. Deepen the top 3. Rank by weighted score (novelty 0.35 + viability 0.40 + fit 0.25), exclude traps, take top 3. For each, spawn one Agent call that produces:

    • a 4 to 8 sentence sketch of how the idea works
    • the load-bearing risk
    • the first concrete step a builder would take
    • 3 to 5 child ideas (variations, hybrids, unlocks)

    Deepen Agent instruction:

    You are in FOCUS mode. Take one promising idea and connect dots. Sketch how it would actually work in 4 to 8 sentences. Name the load-bearing risk. Name the first concrete step a coder would take. Then generate 3 to 5 sub-ideas that branch off (variations, combinations with other domains, things this unlocks). Output JSON only.

Frames

Pick 5 per run.

FrameVantage promptTags
hardware engineerYou think in latency, memory layout, and physical constraints. Re-ask this as a hardware/firmware problem. What does the bus topology, cache, timing budget tell you?code, wild
regulatorYou audit systems for compliance and failure modes. What must be provable, traceable, or refusable here?design, general
10-year-oldYou are a curious 10 year old who has never seen software. Describe naive but unencumbered approaches. Ignore convention.general, wild
competitor trying to break itYou are a hostile competitor or attacker. Generate approaches that exploit, fail, or sabotage the obvious solution. Then invert into ideas.code, design
biologyTransplant a mechanism from biology (immune systems, neural plasticity, cell signaling, evolution, gut flora). Force-fit it onto this engineering problem.code, wild
logisticsSteal mechanisms from logistics: queues, batching, just-in-time, hub-and-spoke, returns, last-mile. Apply them literally.code, design
game designApproach this as a game designer. What are the loops, rewards, friction, save-states, speedrun tricks? Treat the user as a player.design, general
marketsTreat the problem as a market. Buyers, sellers, market-makers. What does an auction, a futures contract, a clearing house look like here?design, wild
inversionAsk the OPPOSITE question. If goal is X, brainstorm how to guarantee NOT X. Then negate each answer back.code, design, general
extreme: $0 budget, 1 hourNo money, no team, one hour. What is the crudest version that still does the load-bearing thing?code, general
extreme: infinite budget, 10 yearsInfinite compute, infinite engineers, a decade. What is the maximalist version?design, wild
remove the load-bearing assumptionName the thing everyone treats as fixed (framework, database, request-response model, network). Imagine it is gone. What is possible?code, design, wild
speedrunnerYou are a speedrunner. Find glitches, skips, out-of-bounds tricks, frame-perfect shortcuts. What is the abusive-but-legal path?code, wild
ant colonyNo central planner. Many dumb agents, local rules, pheromone trails. How does the problem solve itself emergently?code, wild
3am on-callYou are the on-call engineer woken at 3am when this breaks. What design would let you not get paged?code, design

Picking frames

For code-shaped problems: pick 4 frames tagged code or design, plus 1 tagged wild. For open product or strategy problems: a mix from all tags. Vary the picks across sessions so the same problem produces different candidate sets when re-run.

Output shape

After Phase 2, render in this order. Do not collapse it into a wall of prose. The structure is the point.

  1. Brief. One or two lines confirming the problem and any reframe used.
  2. Wide set. Full pool grouped by cluster. Each cluster labeled by underlying angle. Each idea is one short phrase. Show score chips like [N7 V8 F9] next to each.
  3. Converge. A 2 to 4 idea shortlist. State why each is on the list. Mark the non-obvious-but-viable pick explicitly with ★. List traps separately, each with the one-line reason it is a trap.
  4. Focus. The 3 deepened branches. For each: the sketch, the load- bearing risk, the first concrete step, and the child ideas.
  5. Provocation. One wildcard question or idea that opens a new direction the user can push into if nothing landed.

Anti-patterns

These are how this skill goes wrong. Watch for them.

  • Convergence disguised as divergence. Ten minor variations of one idea is not breadth. If every candidate shares the same underlying assumption, you have not diverged. You have decorated.
  • Weird-for-weird's-sake with no convergence. A pile of 30 unsorted absurdities is as useless as one safe answer. Always converge.
  • Walls of equally-weighted prose. Cluster, label, pull out the best. Structure is half the value.
  • Refusing to commit. After diverging, take a position on what is actually promising. "Here are 20 ideas, you decide" is a cop-out. Generate wide, but converge with a real opinion.
  • Skipping the isolation invariant. If you simulate parallel branches by writing them sequentially in one context, you have not done ADHD. You have done a wider single thought. The Agent/Task tool gives each branch a fresh context. Use it.

Calibration

  • How many ideas? Scale to stakes. Quick "name this function" = 3 frames × 4 ideas. "How should I position this product" = 5 frames × 8 ideas. Default is 5 × 6 = 30.
  • How weird? Read the room. Serious strategy work: flag the wild cards clearly so they do not read as unserious. Open brainstorming or play: let it run loose. Absurd ideas earn their place by seeding viable ones.
  • When to stop diverging? Stop when new candidates start repeating the shape of existing ones. The space is mapped. Do not pad to hit a number.

Cost

5 diverge + 1 score + 1 cluster + 3 deepen ≈ 10 Agent calls per run. About 5 to 10x a single-shot answer. Not for every keystroke. For decision points where the cost of the obvious answer is high.

Companion library and CLI

There is a Node/TS implementation that does the same loop with structured JSON parsing, score weighting, and a CLI. Use it when running outside Claude Code or in batch.

npm install -g adhd-agent
adhd "your problem here"

Code, paper, evals, and contributing guide at https://github.com/UditAkhourii/adhd. The skill above gives you the same loop inside Claude with no install required.

Source spec

This skill operationalises a written spec on divergent ideation. The original prose is preserved in SOURCE-SPEC.md for reference. The implementation choices made here (parallel isolated Agent calls, mechanical generator/critic split, frame-based branching) follow from that spec.

使用场景

为开放式架构或命名决策生成多样化方案在编码智能体中触发并行头脑风暴对无明确根因的模糊 bug 生成假设类别

参考输出

预期输出应包含:Phase 1 中 5 个认知视角各自产出的 JSON 想法数组;Phase 2 中每个想法的三轴评分(新颖性/可行性/契合度)、陷阱标记、3-6 个按角度聚类的分组,以及排名前 3 想法的深化 JSON(工作原理草图、核心风险、首步行动、3-5 个子想法)。

评分维度

满分100。前置门控判断正确性25分(正确识别是否应触发);Phase 1 视角多样性与隔离性25分(并行、不互相锚定、突破前三个显而易见答案);Phase 2 评分与陷阱识别25分;Top3 深化质量25分(草图、风险、首步、子想法完整)。

试用与模板

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