Forwarded from Henok | Neural Nets
𝐀𝐟𝐫𝐢𝐪𝐮𝐞𝐋𝐋𝐌 — a suite of open Large Language Models (LLMs) adapted to 𝟮𝟬 𝗔𝗳𝗿𝗶𝗰𝗮𝗻 𝗹𝗮𝗻𝗴𝘂𝗮𝗴𝗲𝘀 through Continue pre-training (CPT) on 26B tokens.
It have 3 🇪🇹 langauges: Amharic, Tigrinya, and Afaan Oromoo
https://huggingface.co/collections/McGill-NLP/afriquellm
It have 3 🇪🇹 langauges: Amharic, Tigrinya, and Afaan Oromoo
https://huggingface.co/collections/McGill-NLP/afriquellm
huggingface.co
AfriqueLLM - a McGill-NLP Collection
Best open African LLM
Forwarded from Hacker News
Go.sum is not a lockfile (Score: 150+ in 15 hours)
Link: https://readhacker.news/s/6JZDz
Comments: https://readhacker.news/c/6JZDz
Link: https://readhacker.news/s/6JZDz
Comments: https://readhacker.news/c/6JZDz
words.filippo.io
go.sum Is Not a Lockfile
In Go, go.mod acts as both manifest and lockfile. There is never a reason to look at go.sum.
❤2
List of websites to practice your frontend dev skills ;
1. frontendmentor.io
2. devchallenges.io
3. codepen.io
4. webdevdaily.io
5. frontendpractice.com
6. greatfrontend.com
@et_open_source
1. frontendmentor.io
2. devchallenges.io
3. codepen.io
4. webdevdaily.io
5. frontendpractice.com
6. greatfrontend.com
@et_open_source
👍3
Forwarded from Emre Varol
Dear Codenight members,
Dossie Solutions is looking for a new Backend Developer with Node.js and Express.js experience.
Here is the link for the job posting: https://akilconnect.org/en/talent/opportunities/696119007440b6cb768e5f5c
Dossie Solutions is looking for a new Backend Developer with Node.js and Express.js experience.
Here is the link for the job posting: https://akilconnect.org/en/talent/opportunities/696119007440b6cb768e5f5c
akilconnect.org
Akil - Connecting talent with the right opportunities
Akil empowers Organizations to seamlessly post and manage opportunities, while connecting talent to personalized roles based on their preferences and skills.
👍2
I treat system design like a checklist.
Here’s my go-to mental TODO list when building systems:
Fundamentals
- What are the read patterns?
- What are the write patterns?
- Who owns the source of truth?
- Is consistency or availability more critical?
- Single writer or multiple writers?
Architecture
- Synchronous or async?
- Do I need a queue, or is a cron job enough?
- Can I separate the compute from storage?
- Stateless or stateful services?
- Contracts versioned?
Reliability
- What happens when this fails?
- Where’s the retry logic, and is it idempotent?
- Are we alerting to symptoms or root causes?
- Timeouts configured?
Scaling
- How do reads scale?
- How do writes scale?
- Will this design hold up at 10x traffic?
- What’s the hot path, and how do we optimize it?
Observability
- Do we log what we need to debug in production?
- Can we trace a request across services?
- What metrics define “healthy”?
- Debuggable without redeploy?
I don’t always follow it linearly, but if something breaks or feels off, this list helps me pinpoint what I may have overlooked.
@et_open_source
Here’s my go-to mental TODO list when building systems:
Fundamentals
- What are the read patterns?
- What are the write patterns?
- Who owns the source of truth?
- Is consistency or availability more critical?
- Single writer or multiple writers?
Architecture
- Synchronous or async?
- Do I need a queue, or is a cron job enough?
- Can I separate the compute from storage?
- Stateless or stateful services?
- Contracts versioned?
Reliability
- What happens when this fails?
- Where’s the retry logic, and is it idempotent?
- Are we alerting to symptoms or root causes?
- Timeouts configured?
Scaling
- How do reads scale?
- How do writes scale?
- Will this design hold up at 10x traffic?
- What’s the hot path, and how do we optimize it?
Observability
- Do we log what we need to debug in production?
- Can we trace a request across services?
- What metrics define “healthy”?
- Debuggable without redeploy?
I don’t always follow it linearly, but if something breaks or feels off, this list helps me pinpoint what I may have overlooked.
@et_open_source
🥰2
Top 37 Git Commands Every DevOps Engineer Must Know
🔹 Daily Workflow (Basics)
1.git clone – Copy repo locally
2.git status – Check repo state
3.git pull – Fetch & merge changes
4.git push – Push commits to remote
5.git add – Stage changes
6.git commit – Save changes
🔹 Branching & Collaboration
7.git branch – List branches
8.git branch <name> – Create branch
9.git checkout <branch> – Switch branch
10.git checkout -b <branch> – Create & switch
11.git switch – Switch branches (modern)
12.git merge – Merge branches
13.git rebase – Reapply commits cleanly
🔹 History & Inspection
14.git log – Commit history
15.git log --oneline --graph – Visual history
16.git diff – Show changes
17.git show – Inspect commit
18.git blame – Who changed what
🔹 Undo & Recovery (Very Important)
19.git reset – Undo commits (local)
20.git reset --hard – Force reset
21.git revert – Safe undo (prod-friendly)
22.git stash – Save uncommitted work
23.git stash pop – Restore stashed work
24.git reflog – Recover lost commits
🔹 Remote & Repo Management
25.git remote -v – View remotes
26.git fetch – Fetch without merge
27.git tag – Create version tag
28.git describe – Version info from tags
🔹 DevOps Power Commands
29.git cherry-pick – Pick specific commit
30.git clean -fd – Remove untracked files
31.git config – Git configuration
32.git shortlog – Commit summary
33.git archive – Create source archive
🔹 CI/CD & Ops Friendly
34.git diff HEAD~1 – Compare last commit
35.git rev-parse HEAD – Get commit hash
36.git show-ref – List refs
37.git worktree – Multiple working trees
Knowing Git deeply = fewer CI/CD failures & faster production fixes.
👉 For more insights, tools, and open-source updates, join our channel here:
🔗 open_source
🔹 Daily Workflow (Basics)
1.git clone – Copy repo locally
2.git status – Check repo state
3.git pull – Fetch & merge changes
4.git push – Push commits to remote
5.git add – Stage changes
6.git commit – Save changes
🔹 Branching & Collaboration
7.git branch – List branches
8.git branch <name> – Create branch
9.git checkout <branch> – Switch branch
10.git checkout -b <branch> – Create & switch
11.git switch – Switch branches (modern)
12.git merge – Merge branches
13.git rebase – Reapply commits cleanly
🔹 History & Inspection
14.git log – Commit history
15.git log --oneline --graph – Visual history
16.git diff – Show changes
17.git show – Inspect commit
18.git blame – Who changed what
🔹 Undo & Recovery (Very Important)
19.git reset – Undo commits (local)
20.git reset --hard – Force reset
21.git revert – Safe undo (prod-friendly)
22.git stash – Save uncommitted work
23.git stash pop – Restore stashed work
24.git reflog – Recover lost commits
🔹 Remote & Repo Management
25.git remote -v – View remotes
26.git fetch – Fetch without merge
27.git tag – Create version tag
28.git describe – Version info from tags
🔹 DevOps Power Commands
29.git cherry-pick – Pick specific commit
30.git clean -fd – Remove untracked files
31.git config – Git configuration
32.git shortlog – Commit summary
33.git archive – Create source archive
🔹 CI/CD & Ops Friendly
34.git diff HEAD~1 – Compare last commit
35.git rev-parse HEAD – Get commit hash
36.git show-ref – List refs
37.git worktree – Multiple working trees
Knowing Git deeply = fewer CI/CD failures & faster production fixes.
👉 For more insights, tools, and open-source updates, join our channel here:
🔗 open_source
❤2👍1
Do you know? 🐳
Docker → Go
☸️ Kubernetes → Go
🧰 Terraform → Go
📊 Prometheus → Go
📈 Grafana → TypeScript
⚙️ Jenkins → Java
🐍 Ansible → Python
🍳 Chef → Ruby
🎭 Puppet → Ruby
🔍 ELK Stack → Java & Ruby
🧠 Nagios → C
💾 Splunk → C++
☁️ AWS CLI → Python
🔵 Azure CLI → Python
🦊 GitLab → Ruby & Go
🔁 CircleCI → Clojure
🔐 HashiCorp Vault → Go
🚀 ArgoCD → Go
🛡️ Istio → Go
The backbone of DevOps tools is built with Go, Python, Ruby, and Java.
Isn't it time you mastered them? 🚀
👉 For more DevOps insights, tools, and open-source updates, join our channel here:
🔗 open_source
Docker → Go
☸️ Kubernetes → Go
🧰 Terraform → Go
📊 Prometheus → Go
📈 Grafana → TypeScript
⚙️ Jenkins → Java
🐍 Ansible → Python
🍳 Chef → Ruby
🎭 Puppet → Ruby
🔍 ELK Stack → Java & Ruby
🧠 Nagios → C
💾 Splunk → C++
☁️ AWS CLI → Python
🔵 Azure CLI → Python
🦊 GitLab → Ruby & Go
🔁 CircleCI → Clojure
🔐 HashiCorp Vault → Go
🚀 ArgoCD → Go
🛡️ Istio → Go
The backbone of DevOps tools is built with Go, Python, Ruby, and Java.
Isn't it time you mastered them? 🚀
👉 For more DevOps insights, tools, and open-source updates, join our channel here:
🔗 open_source
❤3
Student ID benefits
> Google Gemini Pro
> Student ID flight booking
> GitHub Student Pack
> GitHub Copilot
> DigitalOcean credits
> AWS Educate
> Google Cloud credits
> Microsoft Azure $100 credits
> MongoDB Atlas credits
> Heroku credits
> Vercel Pro features
> Netlify enhanced limits
> Railway student discount
> Namecheap free domain + SSL
> Cloudflare Pro
> Postman Student Expert
> Replit Pro
> Cursor Pro
> JetBrains IDEs
> Autodesk
> Figma
> Canva for Education
> Notion
> Grammarly EDU
> Microsoft 365 Education
> LinkedIn Learning
> Coursera financial aid
> edX free course audits
> Udemy free courses
> Pluralsight student plan
> Educative free courses
> Free certification courses
> Spotify Student
> Apple Music Student
> YouTube Premium Student
> Amazon Prime Student
> UNiDAYS discounts
> Student Beans discounts
> Apple Education pricing
> Samsung Student Store
> EarPods free with MacBook (education offer)
> IBM SkillsBuild
> Meta Blueprint certifications
> OpenAI API credits (via student programs)
> Blender (fully free)
> Unity Student license
> Miro Education plan
> Sketch student pricing
> Todoist Pro for students
> Evernote student discount
> Zoom Education benefits
> Slack Education plan
> Perplexity Pro Student
> Free .me domain (GitHub pack)
> Free SSL certificates
> Linear student plan
> ClickUp Education plan
> Asana student access
> Airtable free education workspace
> Obsidian free for students
> Arc Browser student perks
> Raycast Pro student discount
> Loom Education plan
> GitKraken Student pack
> JetBrains Space Education
> DigitalOcean App Platform credits
> Stripe fee-free test credits
> PayPal sandbox credits
> Oracle Cloud Free Tier (Student)
> SAP Learning Hub Student
> Red Hat Developer Subnoscription
> Intel Developer Zone access
> Nvidia student resources & credits
> Kali Linux training discounts
> Hack The Box student labs
> TryHackMe student plan
> LeetCode student discounts
> InterviewBit free practice
> HackerRank student certifications
> Kaggle free compute & datasets
> Google Developer Student Clubs perks
> Microsoft Learn student challenges
> Free conference tickets (student passes)
> Free hackathon swag & cloud credits
👉 For more DevOps insights, tools, and open-source updates, join our channel here:
🔗 open_source
> Google Gemini Pro
> Student ID flight booking
> GitHub Student Pack
> GitHub Copilot
> DigitalOcean credits
> AWS Educate
> Google Cloud credits
> Microsoft Azure $100 credits
> MongoDB Atlas credits
> Heroku credits
> Vercel Pro features
> Netlify enhanced limits
> Railway student discount
> Namecheap free domain + SSL
> Cloudflare Pro
> Postman Student Expert
> Replit Pro
> Cursor Pro
> JetBrains IDEs
> Autodesk
> Figma
> Canva for Education
> Notion
> Grammarly EDU
> Microsoft 365 Education
> LinkedIn Learning
> Coursera financial aid
> edX free course audits
> Udemy free courses
> Pluralsight student plan
> Educative free courses
> Free certification courses
> Spotify Student
> Apple Music Student
> YouTube Premium Student
> Amazon Prime Student
> UNiDAYS discounts
> Student Beans discounts
> Apple Education pricing
> Samsung Student Store
> EarPods free with MacBook (education offer)
> IBM SkillsBuild
> Meta Blueprint certifications
> OpenAI API credits (via student programs)
> Blender (fully free)
> Unity Student license
> Miro Education plan
> Sketch student pricing
> Todoist Pro for students
> Evernote student discount
> Zoom Education benefits
> Slack Education plan
> Perplexity Pro Student
> Free .me domain (GitHub pack)
> Free SSL certificates
> Linear student plan
> ClickUp Education plan
> Asana student access
> Airtable free education workspace
> Obsidian free for students
> Arc Browser student perks
> Raycast Pro student discount
> Loom Education plan
> GitKraken Student pack
> JetBrains Space Education
> DigitalOcean App Platform credits
> Stripe fee-free test credits
> PayPal sandbox credits
> Oracle Cloud Free Tier (Student)
> SAP Learning Hub Student
> Red Hat Developer Subnoscription
> Intel Developer Zone access
> Nvidia student resources & credits
> Kali Linux training discounts
> Hack The Box student labs
> TryHackMe student plan
> LeetCode student discounts
> InterviewBit free practice
> HackerRank student certifications
> Kaggle free compute & datasets
> Google Developer Student Clubs perks
> Microsoft Learn student challenges
> Free conference tickets (student passes)
> Free hackathon swag & cloud credits
👉 For more DevOps insights, tools, and open-source updates, join our channel here:
🔗 open_source
🔥4
Hiring: Full-Stack Developer (React + n8n)
Remote | Full-Time (Not for students)
Salary: 25,000 – 30,000 (initial, performance-based review)
We’re looking for a Full-Stack Developer with solid experience in React, Supabase (BaaS), and n8n automation to build web apps and real-world automation workflows.
Must have:
- Strong React.js experience
- Supabase or other BaaS
- Hands-on n8n (workflows, triggers, integrations)
- REST APIs, JavaScript / TypeScript, Git
- Ability to work independently (remote)
Bonus:
- Node.js
- Third-party APIs (Stripe, Webhooks, CRMs)
- SaaS or automation experience
What you’ll do:
- Build React frontends
- Implement backend logic with Supabase
- Design & maintain n8n workflows
- Integrate APIs and optimize systems
We offer:
- Fully remote, full-time role
- Real SaaS & automation projects
- Performance-based salary growth
- Long-term collaboration
Apply at:
lumenaddis@gmail.com
Send your CV, GitHub/Portfolio, and a short note on your React, Supabase & n8n experience.
Remote | Full-Time (Not for students)
Salary: 25,000 – 30,000 (initial, performance-based review)
We’re looking for a Full-Stack Developer with solid experience in React, Supabase (BaaS), and n8n automation to build web apps and real-world automation workflows.
Must have:
- Strong React.js experience
- Supabase or other BaaS
- Hands-on n8n (workflows, triggers, integrations)
- REST APIs, JavaScript / TypeScript, Git
- Ability to work independently (remote)
Bonus:
- Node.js
- Third-party APIs (Stripe, Webhooks, CRMs)
- SaaS or automation experience
What you’ll do:
- Build React frontends
- Implement backend logic with Supabase
- Design & maintain n8n workflows
- Integrate APIs and optimize systems
We offer:
- Fully remote, full-time role
- Real SaaS & automation projects
- Performance-based salary growth
- Long-term collaboration
Apply at:
lumenaddis@gmail.com
Send your CV, GitHub/Portfolio, and a short note on your React, Supabase & n8n experience.
👍2❤1
📢 Vacancy: Senior Full Stack Engineer
🏢 Orbit Health (eHealth IT Services PLC) – a digital health company transforming healthcare in Ethiopia and beyond.
🔹 Role: Lead development of scalable web & mobile apps, APIs, and system architecture. Mentor junior engineers.
🔹 Requirements:
• 4+ years full-stack experience
• JavaScript/TypeScript
• React / Vue / Angular
• Node.js / NestJS / Django
📅 Deadline: Jan 22, 2026
📧 Apply: careers@orbithealth.co
✉️ Subject: Senior Full Stack Engineer
🏢 Orbit Health (eHealth IT Services PLC) – a digital health company transforming healthcare in Ethiopia and beyond.
🔹 Role: Lead development of scalable web & mobile apps, APIs, and system architecture. Mentor junior engineers.
🔹 Requirements:
• 4+ years full-stack experience
• JavaScript/TypeScript
• React / Vue / Angular
• Node.js / NestJS / Django
📅 Deadline: Jan 22, 2026
📧 Apply: careers@orbithealth.co
✉️ Subject: Senior Full Stack Engineer
👍2
10 Most commonly asked topics in system design interviews
(not exact questions, but the ideas every interviewer is testing)
1. Design a URL shortener
Tests basics of scale, hashing, databases, caching, collisions, and tradeoffs.
They want to see how you think, not perfect answers.
2. Design a rate limiter
Very common and very practical.
Shows understanding of distributed systems, consistency, and fairness.
3. Design a cache (or caching layer)
LRU, TTL, write-through vs write-back.
Also tests eviction, memory limits, and cache invalidation thinking.
4. Design a messaging system / queue
Think Kafka, SQS, RabbitMQ style.
Ordering, durability, retries, at-least-once vs exactly-once.
5. Design a notification system
Email, SMS, push.
Fan-out, retries, idempotency, and user preferences.
6. Design a file storage system
Upload, download, metadata, large files.
Chunking, replication, CDN, and consistency tradeoffs.
7. Design a social feed
Timeline generation, fan-out on write vs read.
Hot users, ranking, and caching strategy.
8. Design a logging / metrics system
High write throughput, low latency reads.
Retention, aggregation, and cost awareness.
9. Design a real-time chat system
WebSockets, presence, message ordering.
Delivery guarantees and offline sync.
10. Design an API at scale
Auth, rate limits, pagination, versioning.
Most people fail here because they skip fundamentals.
System design interviews are about reasoning clearly under constraints.
If you understand tradeoffs and can explain them calmly, you already stand out.
https://news.1rj.ru/str/et_open_source
(not exact questions, but the ideas every interviewer is testing)
1. Design a URL shortener
Tests basics of scale, hashing, databases, caching, collisions, and tradeoffs.
They want to see how you think, not perfect answers.
2. Design a rate limiter
Very common and very practical.
Shows understanding of distributed systems, consistency, and fairness.
3. Design a cache (or caching layer)
LRU, TTL, write-through vs write-back.
Also tests eviction, memory limits, and cache invalidation thinking.
4. Design a messaging system / queue
Think Kafka, SQS, RabbitMQ style.
Ordering, durability, retries, at-least-once vs exactly-once.
5. Design a notification system
Email, SMS, push.
Fan-out, retries, idempotency, and user preferences.
6. Design a file storage system
Upload, download, metadata, large files.
Chunking, replication, CDN, and consistency tradeoffs.
7. Design a social feed
Timeline generation, fan-out on write vs read.
Hot users, ranking, and caching strategy.
8. Design a logging / metrics system
High write throughput, low latency reads.
Retention, aggregation, and cost awareness.
9. Design a real-time chat system
WebSockets, presence, message ordering.
Delivery guarantees and offline sync.
10. Design an API at scale
Auth, rate limits, pagination, versioning.
Most people fail here because they skip fundamentals.
System design interviews are about reasoning clearly under constraints.
If you understand tradeoffs and can explain them calmly, you already stand out.
https://news.1rj.ru/str/et_open_source
👍1