Walter

Software Engineer and freelancer in in full stack web development. I look forward to connecting with new people in tech.

[David max @razib_ul47671]

🚨 BREAKING: Claude can now research any topic at a PhD level in 20 minutes. For free.
Here are 8 prompts to master research with Claude: 👇

[Leon Noel 🔥 @leonnoel]

I'm speaking at CYC next week!

Tickets are $40 which goes to charity and virtual is free!

Lmk if I'll see you there or online!

[Hamza Khalid @humzaakhalid]

YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT.

A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever.

He bought a Mac mini m4 base ($599). installed ollama.

pulled qwen 3.6 14b. ran three commands. pointed Claude's code at localhost instead of anthropic's servers.

no api costs. no data is leaving his machine. no subscriptions. just a silent 5-inch square box pulling 10-20 watts under his desk.

Here is what the full stack looks like running on one box:
→ Claude's code connected to Ollama
→ open webui running on localhost: 3000
→ openclaw daemon running on Telegram
→ deepseek r1 14b handling reasoning and math, qwen 3.6 14b handling code, gemma 4 4b handling quick tasks

Here is what the honest math actually writes:
"before: 5 subscriptions. $459/month. data leaving your machine on every request."

"after: $599 once. $3/month in electricity. the team lives by dinner. never sleeps. never quits. never sends your code to someone else's server."

"total saved year one: $5,232."

if you want consistent output without figuring out the prompt engineering yourself, someone already reverse-engineered the entire setup, documented every command, and packaged it at https://t.co/XHWbHeMsg7 for $99 one-time.

no subscription. no fluff. just the exact system that makes this stack work out of the box.

From what I have observed, this is the cleanest local AI setup I have seen in the past year: $599 in, $5,232 saved, and between them three commands and a box that fits in a backpack.

[Khairallah AL-Awady @eng_khairallah1]

Anthropic engineer:

"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."

this is one of the best workflows I've seen in a long time

in this video she breaks down exactly how most people are using Claude:

- the 14% you lose to CLAUDE.md before typing a word
- the automation workflows most users don't know exist
- the daily task pipelines that run without touching the keyboard
- the daily workflows Anthropic's own engineers automated first

if you've been using Claude for more than a month and never left the chat window, you've been using one agent when you could be running a team of them

instead of another show tonight, watch this

make sure to bookmark it before it gets lost in your feed

the guide is in the article below

[Walter @M1_Walt]

@AndrewBolis ai

[Nav Toor @heynavtoor]

🚨 Every AI company wants to lock you into their API.

Someone just open sourced the master key that unlocks all of them. One interface. 100+ LLMs.

It's called LiteLLM.

And it just hit 1 billion requests processed.

GPT. Claude. Gemini. Llama. Mistral. Bedrock. Azure. Cohere. Groq. 100+ models. One line of code. Same format. Same output. Swap any model by changing a single string.

No rewriting your app. No learning new APIs. No vendor lock-in. Ever.

Here's what this thing does:

→ Call 100+ LLMs using the exact OpenAI format — every model responds the same way
→ Built-in retry and fallback ��� if OpenAI goes down, it auto-switches to Claude or Gemini
→ Cost tracking per user, per team, per project — know exactly what you're spending
→ Rate limiting and budget caps — set a $500/month limit per team and it enforces it automatically
→ Load balancing across multiple deployments — spread traffic across Azure, OpenAI, and Bedrock
→ Virtual API keys for every team member — no sharing master keys
→ Admin dashboard UI for monitoring everything
→ 8ms P95 latency at 1,000 requests per second
→ Guardrails, PII redaction, and caching built in
→ Works as a Python SDK or a self-hosted proxy gateway

Here's the wildest part:

Enterprise AI gateway companies charge $50K-$200K/year for exactly this. Centralized LLM access. Cost controls. Key management. Usage monitoring. Load balancing.

LiteLLM does all of it. Self-hosted. Free. Backed by Y Combinator. Used by teams processing over 1 billion API requests.

240 million Docker pulls. 10.4K GitHub stars. 920 forks. 7,300 commits. MIT License.

100% Open Source.

(Link in the comments)

[Raunak Yadush @raunak_yadush]

Holy shit 🤯

You can drop a CLAUDE.md file into your repo and Claude Code suddenly becomes 10x better.

This is based on Anthropic's internal workflow shared by Boris Cherny (creator of Claude Code).

Someone turned it into a plug-and-play CLAUDE.md.

Just copy it into your project.

Here’s what it unlocks:

1️⃣ Plan before coding

Claude automatically enters planning mode for complex tasks instead of jumping straight into code.

2️⃣ Sub-agents for complex work

Large tasks get delegated to sub-agents, keeping the main context clean.

3️⃣ Self-improving AI

Every time you correct Claude, it writes a rule so it never repeats the mistake.

4️⃣ Built-in verification

Claude proves the code works before finishing a task.

No blind commits.

5️⃣ Autonomous bug fixing

Give it a bug and it can trace → debug → fix → verify end-to-end.

The crazy part is the compounding effect:

Week 1
→ You correct Claude often

Month 1
→ It starts shipping what you want

Month 3
→ It behaves like a dev who has worked on the project for a year

One small file.

Massive productivity boost.

If you use Claude Code, you should probably try this.

[Kazi Tarek @Heykazitarek]

2026,Claude is my full operating system

After 300+ hours, I’ve built the ultimate AI blueprint
Claude Projects + Code + Cowork
n8n MCP + SEO MCPs
Opus 4.6 + Skills Blueprint

Agencies charge $5K–$10K for this
I’m giving it FREE to you

Want the blueprint?
Like & comment “Claude

[sahil bhadviya @sahilbhadviya]

My son is 5 yrs old. I'll make sure that he listen to his podcast before he turns 10. No amount of schooling can teach what this guy has taught in 21 minutes.

[Alok Kumar @Alokkumarzz]

Claude FULL COURSE 1 HOUR (Build & Automate Anything)

[hoeem @hooeem]

that feeling when you know how to operate Claude Skills better than 99% of people:

[Leon Noel 🔥 @leonnoel]

I'm running another 100% FREE 30 day How to Interview & Get A Dev Job Course. We're meeting every weekday this month on Discord at 5:30pm ET

Join 700+ new friends live & learn the skills that have help hundreds in our #100Devs community land jobs even in this market

[Kevin Thomas Van Cott @KevinVanCott]

@LeahTCodes I use this and don't hate it. It saves me from stuff like that frequently.

[Walter @M1_Walt]

Keychron K5 Max Giveaway https://t.co/MenABs6Hgz

[Keychron @KeychronMK]

Grab your Keychron K5 Max starting at $99! This ultra-slim 100% layout keyboard dazzles with its robust 2.4 GHz & bluetooth connectivity, sturdy PBT keycaps, QMK/VIA customization, and acoustic foam for a quiet, upscale typing feel.
Act now👉https://t.co/UT91Wi6Cq3

[Nicolas Cole 🚢👻 @Nicolascole77]

I asked 170,000 people for the best book they read in 2023.

These 16 turned up the most (so they will make for great reading over the holidays):

[Walter @M1_Walt]

@KG29947877 number 2

[Shalini Tewari @maybeshalinii]

In a Frontend Developer Interview, I was asked

FlexBox vs Grid Layout (in CSS)
What would you use and why?

Here is what and how you should answer:

[Walter @M1_Walt]

@iam_chonchol Js