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Show HN: Mukoko weather – AI-powered weather intelligence built for Zimbabwe

https://weather.mukoko.com/harare
1•bryanfawcett•2h ago
Zimbabwe has 90+ towns and cities, a population of 15+ million, significant agricultural and mining sectors — and almost no weather infrastructure built specifically for it. Global apps cover Harare and Bulawayo at best, and the AI summaries they generate read like they were written for someone in London. I built mukoko weather to fix this. A few things that shaped the approach: Weather as a public good. The platform is free, no ads, no paywalls. If a smallholder farmer in Chinhoyi needs frost risk data to protect their crops tonight, that can’t be behind a subscription. Hyperlocal context matters more than raw data. Zimbabwe has distinct agricultural seasons — Zhizha (rainy), Chirimo (spring), Masika (early rains), Munakamwe (winter). Elevation varies dramatically: the Highveld sits above 1,200m, the Zambezi Valley below 500m. The AI assistant, Shamwari Weather, is prompted with this geographic and seasonal context so its advice is actually meaningful to the user. Constrained environments are the primary target, not an edge case. Mobile-first, bandwidth-efficient, PWA-installable. The majority of users are on Android, often on 3G or spotty LTE. That’s not a future concern — it’s the baseline. Technical decisions: ∙ Next.js 15 App Router on Cloudflare Pages + Workers ∙ AI summaries via Anthropic Claude SDK, server-side only, cached at the edge with KV and immutable TTL tiers (AI-generated weather advice shouldn’t change retroactively) ∙ Open-Meteo for forecast data (free, high-quality global model coverage) ∙ 90+ Zimbabwe locations validated against geographic bounds with elevation data for frost modelling The broader vision is weather as infrastructure within a larger Africa super app (Mukoko Africa), with Zimbabwe as the proof of concept before expanding to other developing country markets using the same locally-grounded approach. Would love feedback on the approach, especially from anyone who’s built for similar markets — low-bandwidth, mobile-dominant, regions underserved by global platforms.

Microservices for the Benefits, Not the Hustle

https://kiss-and-solid.com/blog/microservices-for-the-benefits
1•WolfOliver•1m ago•0 comments

Show HN: Graph-Based Firebase Alternative with Real-Time Sync

https://github.com/wolfoo2931/linkedrecords
1•WolfOliver•2m ago•0 comments

How an inference provider can prove they're not serving a quantized model

https://tinfoil.sh/blog/2026-02-03-proving-model-identity
1•FrasiertheLion•7m ago•0 comments

I'm with Stupid →

https://unsung.aresluna.org/im-with-stupid-/
2•tobr•8m ago•0 comments

National Parent Teacher Association Breaks Ties with Meta

https://www.cnbc.com/2026/02/20/national-pta-meta-child-safety-trials-zuckerberg.html
2•1vuio0pswjnm7•16m ago•0 comments

The Subject Supposed to Know Nothing: Lacan and the Large Language Model

http://thecombedthunderclap.blogspot.com/2025/05/the-subject-supposed-to-know-nothing.html
1•sb057•16m ago•0 comments

LipoVive: The Stimulant-Free Way to Melt Stubborn Fat (Official 2026 Batch)

https://www.morningstar.com/news/accesswire/1138075msn/lipovive-reviews-shocking-2026-report-what...
1•japxnaty•18m ago•1 comments

Perfect Ottawa Hummus

https://middleeasternstreet.com/blog-detail.html?id=blog-1
1•swengcrunch•22m ago•0 comments

Show HN: Snake and Foes – The classic snake game but with enemies and power-ups

https://ivanca.github.io/snakeandfoes/
1•AmbroseBierce•22m ago•0 comments

There Isn't a Hacker Community for Fundamental Physics (and What It Tells Us)

https://old.reddit.com/r/prequantumcomputing/comments/1ragunw/why_there_isnt_a_hacker_community_f...
1•bkaminsky•23m ago•0 comments

Typed Assembly Language

https://www.cs.cornell.edu/talc/
1•luu•32m ago•0 comments

The UK tourist with a valid visa detained by ICE for six weeks

https://www.theguardian.com/us-news/2026/feb/21/karen-newton-valid-visa-detained-ice
1•n1b0m•32m ago•0 comments

Ajail: A basic jail for programs you don't trust

https://github.com/jtolio/ajail
2•todsacerdoti•33m ago•0 comments

Show HN: How much has the ad industry spent targeting you?

https://attentionworth.com/
1•withshakespeare•40m ago•0 comments

Show HN: OffKit – an iOS app blocker that adds friction

https://apps.apple.com/us/app/offkit-app-blocker/id6758268708
1•nickfthedev•45m ago•0 comments

LDOS: Toward a Learning-Directed Operating System

https://www.sigops.org/2026/ldos-toward-a-learning-directed-operating-system/
2•matt_d•46m ago•0 comments

PromptSpy ushers in the era of Android threats using GenAI

https://www.welivesecurity.com/en/eset-research/promptspy-ushers-in-era-android-threats-using-genai/
1•Cyphase•50m ago•1 comments

Colorado moves age checks from websites to operating systems

https://www.biometricupdate.com/202602/colorado-moves-age-checks-from-websites-to-operating-systems
10•iamnothere•59m ago•8 comments

Pb-ext: Enhanced PocketBase server with monitoring, logging and API docs

https://github.com/magooney-loon/pb-ext
1•thunderbong•1h ago•0 comments

Ruby Is the Best Language for Building AI Apps

https://paolino.me/ruby-is-the-best-language-for-ai-apps/
3•thunderbong•1h ago•0 comments

Back to textbooks: Denmark rolls back digital learning

https://www.france24.com/en/tv-shows/focus/20260106-back-to-textbooks-denmark-rolls-back-digital-...
1•talonx•1h ago•0 comments

Show HN: Free tool to migrate OpenAI Assistants

https://migratetoresponses.com
1•adkfusion•1h ago•0 comments

A Galaxy Composed Almost of Dark Matter Has Been Confirmed

https://www.wired.com/story/a-galaxy-composed-almost-entirely-of-dark-matter-has-been-confirmed/
1•taubek•1h ago•0 comments

Python creator Guido van Rossum asks Elon Musk what SpaceX uses for coding

https://twitter.com/elonmusk/status/2024388903869043061
1•MilnerRoute•1h ago•0 comments

Infographic of the Navy and Air Force build up nearby Iran

https://twitter.com/sentdefender/status/2024929210867839399
1•nomilk•1h ago•0 comments

Acme Weather, from the Creators of Dark Sky

https://apps.apple.com/us/app/acme-weather/id6742032583
1•gammarator•1h ago•0 comments

Free Shadcn/UI patterns for faster UI delivery

https://reui.io
2•shuxer0205•1h ago•1 comments

Show HN: Fix-my-mic – stop macOS from switching to AirPods mic every connection

https://github.com/yigitkonur/cli-disablemic
2•yigitkonur35•1h ago•0 comments

Formula: A VST for coding custom DSP inside your DAW

https://github.com/soundspear/formula
1•peteforde•1h ago•0 comments

A 3000W Water-Cooled Power Supply (With GAN and Sic) [video]

https://www.youtube.com/watch?v=da9GwXX-0Zs
1•dmmalam•1h ago•0 comments