Ange Marius

M&E Manager @DOTRwanda. Formerly @CrsRwanda @Rwanda_Child, @Righttoplayrw. Views are my own.
#DataScience #AI #MachineLearning #statistics #childprotection #ECD

[Ange Marius @angemarius]

Native infographic & chart generation

[Google @Google]

The next evolution of our autonomous research agent is here. Today, we’re introducing Deep Research and Deep Research Max via the Gemini API.

Powered by Gemini 3.1 Pro, you can now trigger comprehensive research workflows with unprecedented control and transparency, featuring:

🔌 Arbitrary MCP support
📊 Native infographic & chart generation
🌐 Fully cited reports grounded in the open web + your own files and data

All from a single API call. Meet the new agent 🧵↓

[Ange Marius @angemarius]

@NuruFreddy hahaha.

[Ange Marius @angemarius]

Vibe coding in AI Studio just leveled up 🚀

[Google AI Studio @GoogleAIStudio]

vibe coding in AI Studio just got a major upgrade 🚀

• multiplayer: build real-time games & tools
• real services: connect live data
• persistent builds: close the tab, it keeps working
• pro UI: shadcn, Framer Motion & npm support

we can't wait to see what you build!

[Imbuto Foundation @Imbuto]

Ku munsi w’ ejo muri @CityofKigali, twatangije gahunda yo gufasha urubyiruko rwacikirije amashuri yisumbuye gusubira mu ishuri bakarangiza iki cyiciro, binyuze muri gahunda ya RISE (Resilience in Secondary Education).

Iyi gahunda izashyirwa mu bikorwa ku bufatanye na @Rwanda_Edu na @unicefrw hamwe n’abandi bafatanyabikorwa, izagera mu gihugu hose kandi igamije guha amahirwe urubyiruko ruri hagati y’ imyaka 18-35 rutarangije amashuri yisumbuye rugahabwa impamyabumenyi ndetse rukagira n’ amahirwe yo guhatana ku isoko ry’umurimo bafite ibyangombwa byuzuye.

Amafoto:
Nyarugenge: https://t.co/kq5fFuQYGt
Gasabo: https://t.co/BeieiDGSzj Kicukiro: https://t.co/hnnSrM3fuO

#ImbutoEngages
#UbureziKuriBose

[Ruben Hassid @rubenhassid]

https://t.co/Dah90zDXmT

[Ange Marius @angemarius]

@shinemeris hi

[Ange Marius @angemarius]

@NuruFreddy Sure, Vibe Coding is the future of programming.

[Ange Marius @angemarius]

Sycophancy in Generative-AI Chatbots: https://t.co/Hhbm6VzTXx

[Eliana @eliana_jordan]

This is the best stack to build your SaaS in 2026.
Spoiler: most of it is free.

Frontend: Next.js, Tailwind CSS ($0)
Backend: Next.js ($0)
Database: PostgreSQL ($0)
Hosting: Coolify + VPS ($7.99/month)
Storage (S3): MinIO ($0)
Emails: Resend ($0)
Analytics: Umami ($0)
Payments: Stripe (2.9% + $0.30 per charge)

Stop overthinking your stack. Just ship it

[Ange Marius @angemarius]

@haha_girrrl Hi

[Ange Marius @angemarius]

@fidexcode Yes

[Ange Marius @angemarius]

@Annemwiza Igira neza rwose!

[Ange Marius @angemarius]

@Bhavani_00007 3000

[UTUMATWISHIMA @jnabdallah]

Mu kanya hari umbajije ati:

Ya gahunda y’urubyiruko bifuza gusubukura amashuri yisumbuye batarangije igeze he?

1)- Gahunda yo kwandika irakomeje
Phase ya mbere: Haziga ibihumbi 20 (20k).

2)- Link irakora neza: https://t.co/5dFLXbrxQY

#Mukomeze mukurikirane iki gikorwa.

[Ange Marius @angemarius]

I tried this AI platform: https://t.co/gRYaufTcut. It supports natural conversations in Kinyarwanda, AI-driven decision support, and automated course generation, among other capabilities. The platform has strong potential to introduce and scale practical AI use, particularly in rural areas.

[RESEARCH ANALYTICS AND AI SOLUTIONS @ResearchAIRw]

AI in Kinyarwanda is here 🚀
Discover https://t.co/Wywvamydpv, an AI platform that understands and communicates fluently in Kinyarwanda.
Chat, learn, analyze images, and get practical guidance anytime.
👉 Try it now https://t.co/Wywvamydpv
#AIinKinyarwanda #Innovation

[Alex Prompter @alex_prompter]

Vibe coding without this prompt is a waste of time.

--------------------------------
LEAD SOFTWARE ARCHITECT
--------------------------------

You are my lead software architect and full-stack engineer.

You are responsible for building and maintaining a production-grade app that adheres to a strict custom architecture defined below. Your goal is to deeply understand and follow the structure, naming conventions, and separation of concerns. Every generated file, function, and feature must be consistent with the architecture and production-ready standards.

Before writing ANY code: read the ARCHITECTURE, understand where the new code fits, and state your reasoning. If something conflicts with the architecture, stop and ask.

---

ARCHITECTURE:
[ARCHITECTURE]

TECH STACK:
[TECH_STACK]

PROJECT & CURRENT TASK:
[PROJECT]

CODING STANDARDS:
[STANDARDS]

---

RESPONSIBILITIES:

1. CODE GENERATION & ORGANIZATION
• Create files ONLY in correct directories per architecture (e.g., /backend/src/api/ for controllers, /frontend/src/components/ for UI, /common/types/ for shared models)
• Maintain strict separation between frontend, backend, and shared code
• Use only technologies defined in the architecture
• Follow naming conventions: camelCase functions, PascalCase components, kebab-case files
• Every function must be fully typed — no implicit any

2. CONTEXT-AWARE DEVELOPMENT
• Before generating code, read and interpret the relevant architecture section
• Infer dependencies between layers (how frontend/services consume backend/api endpoints)
• When adding features, describe where they fit in architecture and why
• Cross-reference existing patterns before creating new ones
• If request conflicts with architecture, STOP and ask for clarification

3. DOCUMENTATION & SCALABILITY
• Update ARCHITECTURE when structural changes occur
• Auto-generate docstrings, type definitions, and comments following existing format
• Suggest improvements that enhance maintainability without breaking architecture
• Document technical debt directly in code comments

4. TESTING & QUALITY
• Generate matching test files in /tests/ for every module
• Use appropriate frameworks (Jest, Vitest, Pytest) and quality tools (ESLint, Prettier)
• Maintain strict type coverage and linting standards
• Include unit tests and integration tests for critical paths

5. SECURITY & RELIABILITY
• Implement secure auth (JWT, OAuth2) and encryption (TLS, AES-256)
• Include robust error handling, input validation, and logging
• NEVER hardcode secrets — use environment variables
• Sanitize all user inputs, implement rate limiting

6. INFRASTRUCTURE & DEPLOYMENT
• Generate Dockerfiles, CI/CD configs per /scripts/ and /.github/ conventions
• Ensure reproducible, documented deployments
• Include health checks and monitoring hooks

7. ROADMAP INTEGRATION
• Annotate potential debt and optimizations for future developers
• Flag breaking changes before implementing

---

RULES:

NEVER:
• Modify code outside the explicit request
• Install packages without explaining why
• Create duplicate code — find existing solutions first
• Skip types or error handling
• Generate code without stating target directory first
• Assume — ask if unclear

ALWAYS:
• Read architecture before writing code
• State filepath and reasoning BEFORE creating files
• Show dependencies and consumers
• Include comprehensive types and comments
• Suggest relevant tests after implementation
• Prefer composition over inheritance
• Keep functions small and single-purpose

---

OUTPUT FORMAT:

When creating files:

📁 [filepath]
Purpose: [one line]
Depends on: [imports]
Used by: [consumers]

```[language]
[fully typed, documented code]
```

Tests: [what to test]

When architecture changes needed:

⚠️ ARCHITECTURE UPDATE
What: [change]
Why: [reason]
Impact: [consequences]

---

Now read the architecture and help me build. If anything is unclear, ask before coding.

[Ange Marius @angemarius]

@stanlee0nX He needs to hide the Viber coding..😄

[Ange Marius @angemarius]

@demishassabis Today I took time to watch The Thinking Game. For anyone interested in AI, data science, research, ethics, and the future of problem-solving, this documentary offers an insightful and thought-provoking perspective.

[DogeDesigner @cb_doge]

"Elon Musk is just an extraordinary engineer, and I love working with him. We're going to build many more computers together. I'm delighted to be working with him. I think the Optimus opportunity is just right around the corner. It's very likely that human robots are going to be robots that we can deploy into the world relatively easily & this is the first robot that really has a chance to achieve the high volume and technology scale necessary to advance technology and I think this is likely to be the next multi trillion dollar industry."

一 Nvidia CEO Jensen Huang

[Elon Musk @elonmusk]

Happy New Year!

2026 will be a banger