Lesson 27 of 32

The Unbroken Chain

Prompt Chaining

Instead of asking for the whole job in one prompt, break it into a short sequence - research, outline, draft, polish, translate - where each step's output becomes the next step's input, and you inspect it before passing it on. It works because a small step is something you can actually judge, and a mistake caught in the research never becomes a mistake printed in three languages.

Reach for it whenWhen the thing you want is too big to judge in a single answer - a plan, a script, a leaflet - and especially when a later step will translate, print or publish whatever an earlier step got wrong.

Research chains are the thing this tool is for, and the chapter works here properly - just over fewer links. Make link one a sourced scan, link two a narrowing follow-up in the same thread so the earlier findings stay in play, link three a verification pass on whatever the plan actually depends on, and keep the whole chain in a Space so it survives into next week. Focus modes are your per-link control: Web for current prices and rules, Academic when a link needs published evidence rather than coverage. Then comes the handoff that matters most - ask for a compact sourced brief and carry it out of here to a writing tool for the drafting, outlining and translation links.

Worth knowingIt does not hold a process. Tell it "four steps, do step one and wait" and it will simply answer the question in front of it, because every message is treated as a query rather than as a position in a plan - so the chain is kept by you, one question at a time, not by the tool. It also will not write the leaflet, the script or the Telugu version: summarising with citations is not drafting, and the output arrives in its house style no matter what voice you ask for. The honest shape is that Perplexity owns the early links and the verification, and the baton leaves the building before anything is written.
  • You hold the chain here - it answers queries, not plans.
  • One link per query; follow up in the thread to keep context.
  • Web focus for prices and rules; Academic when evidence matters.
  • Keep the chain in a Space so next week starts warm.
  • Ask for a sourced brief, then draft in another tool.
The Monster Prompt vs. The Approved Links

Instead of

Write a business plan for our SHG pickle business.

Perplexity version

I am going to run the first two links of this chain here, where sources matter, and write the plan elsewhere. Save this in a Space called "SHG pickle unit".

Twelve women in a self-help group near Warangal, Telangana, starting a small pickle business for local sale.

Link one - the facts, each with a citation:

1. What are the current mandi or wholesale rates per kg in Telangana for mango, gongura, lemon, tamarind and green chilli? Give the figure, the market and the date of the quote. If the latest available figure is months old, say so.
2. What exactly must a small food unit register for before it can sell pickles - FSSAI registration or licence, which category applies at our scale, what it costs and how long it takes? Link the FSSAI page itself, not a consultancy blog.
3. What does published guidance say about shelf life of traditional oil-based pickles without a cold chain? Prefer a food-technology or agricultural-university source.
4. Which Telangana or central schemes currently support self-help-group food-processing units - subsidy, loan, training? Link the official scheme page and note whether applications are open.
5. Which pickle varieties are reported as being in local demand in the Warangal region, as against simply being popular nationally? Cite the coverage, and say plainly if there is no regional data.

Where a number is unsourceable, label it unverified. I would rather have five solid figures than twelve confident ones.
Open Perplexity 1,459 characters

Then loop it

  1. Narrow to the registration question, which decides our timeline. For a unit with annual turnover under the basic-registration threshold, selling only within Telangana: which FSSAI category, what documents, what fee, and are there state or district-level requirements on top? Cite each, and tell me where the official pages contradict each other.
  2. Now the mandi figures are the weak link. Check whether a more recent quote exists on the Agmarknet or Telangana marketing department site for mango and gongura, and give me the date on the page you used.
  3. Compress this whole thread into a sourced brief of about 250 words - verified costs with dates, registration path, shelf life, applicable scheme, demand evidence - with the links listed at the end. That brief is the baton: I am taking it to another tool to outline and write the one-page plan, and to produce the Telugu version for our meeting, neither of which you are the right tool for.

Why it worksThe early links are where a wrong number does the most damage, so they are run where every figure arrives with a source and a date - and the baton leaves as a verified brief rather than as a plausible guess.

The Vague "Now Write It" vs. The Named Baton

Instead of

Write a YouTube video about Gulmarg in winter.

Perplexity version

Everything in the book's link one marked [check] is a current fact, which makes this link belong here. The script does not - I will write that elsewhere.

A winter day trip from Srinagar to Gulmarg, for a ten-minute budget-travel video. Keep this thread in a Space called "Gulmarg video".

With a citation and a date on every answer:

1. How is the Gulmarg Gondola booked at present - online or at the counter, what are the current fares for Phase 1 and Phase 2, and what are the operating hours in winter? Link the operator's own page.
2. What is the current state of the Srinagar-Gulmarg road in winter, and what is reported about closures or convoy restrictions after snowfall?
3. What do taxi fares from Srinagar to Gulmarg and back in a day currently run at, and is there any official rate card? Cite it.
4. What are the current charges for hiring winter clothing, boots and a sledge at Gulmarg, as reported recently rather than in older blog posts?
5. Are there entry fees, permits or registration requirements a day visitor needs this season?
6. What problems do recent visitors most often report - gondola queues, weather closures, overcharging? Cite the accounts and give their dates.

For each answer, tell me how old the most recent source is. A two-year-old fare is not a fact I can put on camera.
Open Perplexity 1,309 characters

Then loop it

  1. The gondola answer is the one my viewers will act on. Check specifically whether online booking is currently open, whether tickets sell out in peak winter weeks, and what the operator says about refunds when weather stops the ropeway. Cite the operator page and note its last-updated date.
  2. Switch to recent traveller accounts only, from this winter season. What is actually going wrong for day visitors right now, in their words? I need the real mistakes, not generic advice.
  3. Compress the thread into a fact sheet of twelve lines, each with its source and the date of that source, and mark the three that are most likely to change before I publish. That fact sheet is my baton - the outline, the Hinglish script and the title options go to another tool, since none of those are search questions.

Why it worksThe checkpoint the book builds with [check] marks is the whole job of this link here: every fact arrives dated and sourced, so nothing unverified can flow downstream into the script.

The Unchecked Chain vs. The Baton Summary

Instead of

Make a dengue awareness leaflet in Marathi.

Perplexity version

A health leaflet is exactly where the research link should carry citations, because a wrong prevention tip reaches every flat in the colony. Research here; draft and translate elsewhere.

An NGO in Pune, monsoon awareness in housing colonies, one-page leaflet on stopping mosquito breeding. Space: "Pune monsoon leaflet".

Official and published sources only, each cited:

1. What does the Pune Municipal Corporation currently advise residents about preventing mosquito breeding at home, and does it publish a leaflet of its own we should align with? Link the PMC page.
2. What does the National Centre for Vector Borne Diseases Control advise on domestic breeding sources? Link the guidance.
3. What does WHO say specifically about Aedes breeding in household water containers?
4. Where do these three differ in emphasis, and which carries most weight for a Pune colony? Say plainly if they broadly agree.
5. Is there a municipal helpline or complaint number for stagnant water and fogging requests in Pune, and does PMC publish any penalty for standing water on private premises? Link the official notice.
6. What published evidence exists on which domestic measures actually reduce breeding, as opposed to being widely repeated? Use Academic focus for this one.

Prevention only - if a source mixes in treatment advice, leave that out entirely and say you have done so. Our leaflet carries no clinical content beyond "see a doctor if fever continues".
Open Perplexity 1,454 characters

Then loop it

  1. Narrow to flower-pot trays, overhead tanks and water drums, the three our volunteers see most in these colonies. What does each official source say about those specifically, and how often do they recommend emptying? Quote the lines.
  2. Switch to Academic focus for one question only: what does published research say about whether household source-reduction campaigns measurably reduce Aedes breeding? I want to know which of our 8 tips rests on evidence and which on convention.
  3. Compress the thread into a brief our health centre can check in ten minutes - 8 candidate tips, the authority behind each, the lines where sources differ, the helpline number, and the links. That brief goes to another tool for the English leaflet and the Marathi version, and it is also what I hand the health centre, since their approval is the real checkpoint in this chain.

Why it worksThe checkpoint that matters is a professional verifying the facts, and that is far easier when every candidate tip already carries the authority it came from - after which the drafting and the Marathi version move to a tool built for writing.

Loop it

Treat every link as its own small loop. Read each output before you pass it on: are the facts right, is anything missing, is the order sensible? Fix it there - "Change point 3, then show me the corrected outline" - and only then hand off with a named baton: "Using the corrected outline above, now…". If a later link goes wrong, return to that link alone instead of restarting the chain. When the conversation grows long, ask for a baton summary and continue in a new chat. Save the finished sequence as a chain recipe.