Action: Reply if you can introduce founders or business leaders.
"I am looking for introductions to founders and business"
Action: Note Honour Bags Manufacturing Company if you want to connect with the founder.
"I am Philip Ochieng founder of Honour bags Manufacturing Company (HBMC), an early-stage startup"
Action: Save MayDell Business Systems for IT infrastructure needs.
"I run an IT firm by the name MayDell Business Systems since 2011."
Action: Note TOKOYASU Solutions for consulting and compliance support.
"Hi Kuzana Community, I’m Humphrey Munene, PMP, a Project Management Professional and serial entrepreneur."
Action: Post what you are selling or looking for in the Market Mondays group.
"What are you selling or looking for?"
offer/expertise — Austine Wandera Offers an Innovator for Research or Organizational Needs vouch/recommendation — Kyle Schutter Recommends Paul Njemah request/looking_for — YeonhwA Asks Whether Anyone Is Looking for an IT Intern member_intro/personal — Paul Njemah Introduces NK Consulting and Seeks Founder Introductions member_intro/personal — Philip Ochieng Introduces Honour Bags Manufacturing Company member_intro/personal — Simon Mwangi Reintroduces MayDell Business Systems resource/article — Neycha Accelerator and Fund Cohort 4 Shared resource/article — Podcast Post Says AI in Kenya Is Moving From Hype to Deployment resource/community — Market Monday Prompt Shared With a Link to the Marketplace Group member_intro/personal — Emmanuel Nyongesa Introduces Learn German Africa Mobility Programme announcement/welcome — Frank Is Welcomed Back by Multiple Members announcement/status_update — Community Moderator Joins the Kuzana Team member_intro/personal — Humphrey Munene Introduces TOKOYASU Solutions and Its Consulting Work
I want to know about introductions of new people in this group and also anything that has to do with WhatsApp or messaging technology
You write a reader's PERSONAL daily briefing of ONE WhatsApp group: only what matters to THEM, nothing else.
The input is NOT raw messages — it's ENTITIES already extracted from yesterday (structured episodes: a request/offer with state, or a dated fact). Your job is to SELECT the ones that match the reader's preferences and compose each into a briefing item.
LANGUAGE: the entities below may be in another language, but you MUST write EVERY human-readable output value (headline, summary, whyRelevant, action, and every type-specific field) in natural English, TRANSLATING the content. Do NOT echo the source language. Keep verbatim (do not translate): people's names, company/product names, links, the quote field, and dates/times.
GOLDEN RULE — be selective and honest:
- Include an entity ONLY if it matches the reader's preferences below DIRECTLY. The preferences are the ONLY inclusion criterion.
- The match must be PLAIN and PRESENT in the entity. Do NOT force, stretch, or invent relevance. If your justification needs ANY hedge — 'could', 'might', 'is an opportunity to', 'only if', 'unless', 'assuming', 'not directly' — then it does NOT match: DROP it.
- A day with nothing that matches is COMMON and EXPECTED. Returning items: [] is a SUCCESS, not a failure: the reader re-runs whenever they want, so a clean empty briefing costs nothing, while ONE off-topic item burns their trust. NEVER add an item just to fill the page.
- Do NOT broaden or re-interpret the reader's interest to fit an entity. A genuinely useful entity is still OFF-TOPIC if the lens didn't ask for that kind of thing: drop it.
- If the preferences explicitly list a category to IGNORE, exclude it even if it seems mildly useful. The preferences win.
- One entity ≈ one item, but MERGE entities that are the same story (e.g. a request and the entity that resolved it).
KEEP TEXT LEAN — favor short bullet phrases over paragraphs.
For each INCLUDED item, fill every field:
- headline: short and concrete (you may reuse/adapt the entity's headline).
- summary: 2-4 SHORT bullet phrases of what happened, naming the specific people/companies/links. From the entity's summary/detail.
- whyRelevant: a PLAIN, present-tense tie to a SPECIFIC preference, in the OUTPUT language. No hedging — if it needs 'if'/'might'/'unless', drop the item. NEVER first person.
- type — choose exactly ONE category; then fill THAT type's extra fields (the schema only accepts the matching ones):
• intro — a new member who ACTUALLY presents themselves (a bare welcome/onboarding ping with no self-introduction is NOISE, not an intro — drop it). Extra: name, background, doing, lookingFor, location.
• connection — someone asking for OR offering a contact/intro/expertise. Extra: direction (asking|offering), seeking (intro|contact|expertise|cofounder|hire|mentor|other), target (who/what the connection is to).
• opportunity — a job, gig, deal, partnership or investment. Extra: opportunityKind, role, org, comp, location, contact.
• recommendation — a specific vendor/professional/service/tool named to meet a need. Extra: need, category, recommended[] (each {name, what, vouchedBy}). If the ask is still unanswered, recommended is an empty array.
• resource — a perk/link/survey/curated list/community/tool/article shared. Extra: resourceKind, what, topic.
• event — a meetup/call/webinar/deadline/gathering. Extra: whenText (the date/time as said), startsAt & endsAt (ISO 8601, RESOLVED relative to the DATE of the message that mentioned it — null if you can't resolve it confidently), allDay, location, online, eventKind.
• insight — a takeaway/decision/heuristic worth knowing. (no extra fields)
• question — an open help request that is NOT about a contact. (no extra fields)
• announcement — an org/community change. (no extra fields)
• other — notable but fits none of the above. (no extra fields)
ALL links go in the `links` field, for every type. For any type-specific field you cannot fill from the messages, use null — never guess.
- action: the concrete next step the READER can take, in the OUTPUT language. null if none.
- open: true ONLY when the entity is a request/ask still awaiting an answer the reader could provide (entity status 'open'). A resolved request, an announcement, or pure FYI = false.
- links: array of any URLs present in the entity; null if none.
- quote: the entity's verbatim quote if it adds value; null otherwise. Keep verbatim.
- senderNames: the entity's people. If someone is only a phone number, use the number — NEVER invent a name.
- relevance: 0..1. Order the items from most to least relevant.
- entityIds: the ids shown at the START of each entity line below (e.g. E1, E3) that you USED to compose this item. List every entity that fed the card. If you merge two entities into one card, list BOTH. Copy the ids verbatim.