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Potsdam, Germany
Joined October 2009
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59+ Best #Business & Services #WooCommerce #Themes For #WordPress 2018 via @templatemonster *** bit.ly/2SeDwLb #WebDesign - Please RETWEET
Vince Murdoch retweeted
A 13-PAGE BREAKDOWN OF AGENT MEMORY THAT CUTS TOKEN COST BY 90%
Every morning your agent rereads the same 12 files.
It arrives at the same conclusions it reached yesterday.
And you pay for that thinking one more time.
The model got 10x smarter in two years.
It still wipes everything the moment a session ends.
Five layers fix that:
1. working memory -- what it sees right now
> The context window.
> Once it fills, the older context slides out.
> Most agents live here and never get further.
2. episodic memory -- what happened
> A full interaction log with timestamps.
> The deploy that broke Tuesday at 3am over a typo stays on file.
> You explain it a single time.
3. semantic memory -- what is true
> Facts, entities and relationships held in a knowledge graph.
> "This user prefers TypeScript" carries over to the next session.
4. procedural memory -- how to do things
> Three approaches get tried, one of them works.
> That one is saved as a reusable skill.
> The next run picks up from it.
5. forgetting -- what to delete
> An agent that keeps everything ends up full of contradictions.
> You move cities, and it keeps pushing the restaurants you left behind.
The numbers:
> Mem0 -- 1,800 tokens per query instead of 26,000.
> 91% lower latency.
> Snowflake -- one ontology layer, 20% more accuracy, 39% fewer tool calls.
Memory pays for itself from the first day.
The layer nobody bothers to build is the forgetting engine.
It is what keeps the other four worth trusting.
Full 13-page breakdown below ↓
Vince Murdoch retweeted
🚨 If you’re using Claude like a basic chatbot, you’re wasting most of its potential.
Here’s how to actually use Claude:
🧠 Give Context → Explain your goal, audience & requirements
📎 Add Materials → Upload PDFs, Excel files, screenshots, code & examples (Claude Help Center)
🎯 Give It a Role → “Act as a senior strategist…”
⚙️ Give It a Process → Analyze → Create → Review → Improve
📁 Use Projects → Keep your files, instructions & knowledge together for ongoing work (Claude Help Center)
🛠️ Build with Artifacts → Websites, dashboards, documents, tools & interactive apps (Claude Help Center)
🔄 Iterate → Don’t restart. Keep refining the same output.
The mindset shift:
❌ “Claude, write this for me.”
✅ “Here’s the context, data, examples, goal and constraints. Analyze it, build the solution, review it and improve it.”
Context → Input → Process → Output → Review
Stop using Claude to get answers.
Start using it to do work.
Save this. ♻️ Repost it.
Follow @Origin_AI_01 for more Claude + AI workflows.
#Claude #ClaudeAI #AI #AITools #ArtificialIntelligence #Productivity #AIWorkflow #ClaudeCode
Vince Murdoch retweeted
Don't waste 2 years learning to become an AI agentic engineer in 2026.
Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch.
1 hour course. Free:
• 00:00 - AI agent basics
• 12:12 - AI Agentic workflows & design patterns
• 53:27 - Practical tips for building AI agents
• 1:20:30 - self-improving AI agent loops
• 1:30:19 - multi-agent AI systems
I watched it last night.
Halfway through, I realized I could get into Anthropic in weeks, not years.
Bookmark now. Watch it. Then build your own AI agent
Vince Murdoch retweeted
𝗛𝗢𝗪 𝗧𝗢 𝗕𝗨𝗜𝗟𝗗 𝗔𝗡 𝗔𝗜 𝗔𝗚𝗘𝗡𝗧 𝗜𝗡 𝟭𝟬 𝗠𝗜𝗡𝗨𝗧𝗘𝗦
You don't need to be a developer to start building useful AI agents.
You need the right structure.
Here’s a simple 6-step Claude Code workflow:
01 — 𝗜𝗡𝗦𝗧𝗔𝗟𝗟 𝗖𝗟𝗔𝗨𝗗𝗘 𝗖𝗢𝗗𝗘
Use it through:
• Terminal
• Desktop app
• VS Code
Choose the setup that fits your workflow.
02 — 𝗕𝗨𝗜𝗟𝗗 𝗖𝗢𝗡𝗧𝗘𝗫𝗧
Create a `CLAUDE.md` file with your role, preferences, rules, voice and defaults.
This gives Claude context every time you start a session.
03 — 𝗕𝗨𝗜𝗟𝗗 𝗠𝗘𝗠𝗢𝗥𝗬
Turn corrections and feedback into reusable `.md` files.
Your agent can learn from previous decisions instead of repeating the same mistakes.
04 — 𝗕𝗨𝗜𝗟𝗗 𝗦𝗞𝗜𝗟𝗟𝗦
Turn repeated workflows into reusable skills.
Connect tools like Notion, Gmail or Google Drive and trigger the workflow with a simple command.
05 — 𝗕𝗨𝗜𝗟𝗗 𝗔𝗚𝗘𝗡𝗧𝗦
Give each agent a specific role and task.
You can separate:
→ Strategy
→ Execution
→ Quality control
Add a quality gate so poor outputs don't move forward.
06 — 𝗥𝗨𝗡 𝗢𝗡 𝗔𝗨𝗧𝗢𝗣𝗜𝗟𝗢𝗧
Use scheduled routines to run agents or skills automatically.
Daily, weekly or whenever your workflow requires it.
𝗧𝗛𝗘 𝗕𝗜𝗚 𝗜𝗗𝗘𝗔:
Don't just ask AI to complete individual tasks.
Build a system where:
𝗖𝗼𝗻𝘁𝗲𝘅𝘁 → 𝗠𝗲𝗺𝗼𝗿𝘆 → 𝗦𝗸𝗶𝗹𝗹𝘀 → 𝗔𝗴𝗲𝗻𝘁𝘀 → 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻
work together.
Save this as a roadmap for building your first AI agent.
Follow @AamirAnsar94694 for more AI, automation, tools & tech insights.
#AI #AIAgents #ClaudeCode #AIautomation #AITools #Automation #Tech
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Vince Murdoch retweeted
Google just dropped a 12-page PDF on Agentic Engineering - building agents and agents teams that will change your life
here's the 5-stage Google agentic engineering pipeline:
stage 1 → specification - define success with tests and automated checks
stage 2 → harness - give the agent tools, prompts, guardrails, and everything it needs to act
stage 3 → trajectory - let it execute the full workflow instead of judging one response at a time
stage 4 → verification - run linters, tests, and semantic checks before accepting the result
stage 5 → meta-debug - when the agent fails, fix the workflow, not the model
the shift is simple:
stop asking "which model should I use?"
start asking "what system do we build around the model?"
Read this 12-page PDF before building another agent - it breaks down five real Google systems most agent tutorials never show
save now, then read how to build your first agent in the article below
Vince Murdoch retweeted
My friend makes $1.2 million a year as an Anthropic engineer.
I asked him how he learned prompting so well. He sent me a video that was never supposed to get out. Their core team's prompting playbook.
You won’t find anything better about prompting than this 30 minutes video.
I watched it last night. Halfway through, I realized I've been using Claude completely wrong for two years.
Watch it, then read the article below.
Vince Murdoch retweeted
if you use AI and feel like you're falling behind:
✦ stop doom-scrolling AI news right now
✦ pick ONE tool and go deep
✦ go to claude-certified.rubenhassid… to download an entire PDF of how to get Claude certified.
stakes have never been higher to go back and be a student
here are 17 free guides to start today:
Detect AI-slop: ruben.substack.com/p/how-to-…
AI Brain rot: ruben.substack.com/p/thinkin…
Use Claude Design: ruben.substack.com/p/claude-…
Claude for Dummies: ruben.substack.com/p/claude-…
Claude for your team: ruben.substack.com/p/claude-…
Privacy with AI: ruben.substack.com/p/privacy
How to set up Cowork: ruben.substack.com/p/you-nee…
Stop hitting Claude limits: ruben.substack.com/p/how-to-…
Claude for Moms: ruben.substack.com/p/my-moth…
Prompt Engineering 101: ruben.substack.com/p/how-to-…
Use these free AI: ruben.substack.com/p/if-i-ha…
27 unknown Claude Tips: ruben.substack.com/p/1800-ho…
Vibecode with Claude Code: ruben.substack.com/p/the-cla…
Claude <> ChatGPT: ruben.substack.com/p/how-to-…
Prompt GPT-6-Astra: ruben.substack.com/p/sorry-c…
How to not write like Claude: ruben.substack.com/p/how-to-…
Master 80% of AI in 23 mins: ruben.substack.com/p/pareto
save this. you'll need it more than your feed does.
Vince Murdoch retweeted
INSTEAD OF WATCHING NETFLIX TONIGHT.
Spend 1 hour learning this.
This FULL Claude AI course teaches you how to BUILD, automate, and create almost anything with AI.
The people who watch this tonight could wake up tomorrow with a skill they didn’t have today.
Watch it now and bookmark it.
Vince Murdoch retweeted
this is pure f*cking treasure
20 AI Agent skills with 776K combined stars that can form a real agent stack
the point is giving the agent the missing layer for the work in front of it: research, engineering judgment, creation, or distribution
RESEARCH → let the agent see, search, and verify
01 agent-reach
▸ github.com/Panniantong/Agent…
02 last30days
▸ github.com/mvanhorn/last30da…
03 deep-research
▸ github.com/199-biotechnologi…
04 user-research
▸ github.com/cookiy-ai/user-re…
05 qmd-search
▸ github.com/levineam/qmd-skil…
ENGINEERING → understand the system before changing it
06 graphify
▸ github.com/Graphify-Labs/gra…
07 ponytail
▸ github.com/DietrichGebert/po…
08 napkin
▸ github.com/blader/napkin
09 tech-debt-audit
▸ github.com/ksimback/tech-deb…
10 understand-anything
▸ github.com/egonex-ai/underst…
CREATE → turn the work into interfaces, explanations, and worlds
11 ui-ux-pro-max
▸ github.com/nextlevelbuilder/…
12 frontend-slides
▸ github.com/zarazhangrui/fron…
13 scroll-world
▸ github.com/oso95/scroll-worl…
14 visual-explainer
▸ github.com/nicobailon/visual…
15 fireworks-tech-graph
▸ github.com/yizhiyanhua-ai/fi…
GROW + SHIP → make the result clearer, discoverable, and ready to deliver
16 claude-seo
▸ github.com/AgriciDaniel/clau…
17 humanizer
▸ github.com/blader/humanizer
18 auto-research-in-sleep
▸ github.com/wanshuiyin/Auto-c…
19 video-shotcraft
▸ github.com/Vincentwei1021/vi…
20 ffmpeg-skill
▸ github.com/kajisho5/ffmpeg-s…
the stack covers one real loop:
see the problem → map the system → make the thing → inspect what happened → ship the next version
one good skill can remove an entire category of repetitive work
save this, then build your solo business with an AI employee ⭣
Vince Murdoch retweeted
list of 12 active AI researchers on X:
1. @karpathy — Andrej Karpathy
2. @rasbt — Sebastian Raschka
3. @AndrewYNg — Andrew Ng
4. @drfeifei — Fei-Fei Li
5. @demishassabis — Demis Hassabis
6. @GaryMarcus — Gary Marcus
7. @ai_explorer25 — AI Explorer
8. @maximelabonne — Maxime Labonne
9. @chipro — Chip Huyen
10. @ilyasut — Ilya Sutskever
11. @thsottiaux — Thibault "Tibo" Sottiaux
12. @bcherny — Boris Cherny
Vince Murdoch retweeted
this is pure f*cking treasure
these 10 agent skills have 8.01M combined downloads and form a complete working stack
discovery. pressure-testing. design. browser work. prototyping. debugging. vision. orchestration. tool building
01 find-skills
▸ github.com/vercel-labs/skill…
02 grill-me
▸ github.com/mattpocock/skills
03 frontend-design
▸ github.com/anthropics/skills
04 agent-browser
▸ github.com/vercel-labs/agent…
05 prototype
▸ github.com/mattpocock/skills
06 diagnosing-bugs
▸ github.com/mattpocock/skills
07 skill-creator
▸ github.com/anthropics/skills
08 image-to-code
▸ github.com/leonxlnx/taste-sk…
09 subagent-driven-development
▸ github.com/obra/superpowers
10 mcp-builder
▸ github.com/anthropics/skills
the stack covers the full loop:
find the capability ⮕ shape the idea ⮕ build it ⮕ inspect it ⮕ verify it and package the workflow for the next run
save this, then select your gpt-6 astra use case ⭣
Vince Murdoch retweeted
🚨 You’re probably using Claude completely wrong.
You’re giving Claude prompts.
Other people are giving Claude their entire operating system.
Your:
→ Writing style
→ Thinking patterns
→ Decision-making
→ Preferences
→ Standards
→ Goals
→ Context
Then they turn all of that into a reusable Claude clone.
The workflow:
→ Gather your best examples
→ Give Claude your context
→ Use a master prompt
→ Let Claude analyze your patterns
→ Refine the output
→ Save your personal instructions
→ Reuse them in new chats
→ Put your AI clone to work
The goal isn’t to make Claude pretend to be you.
It’s to make Claude understand how you think and work.
Stop starting from zero every time.
Clone your workflow. ⚡
Save this.
Repost it for someone who still uses Claude like a basic chatbot.
Follow @Origin_AI_01 for more AI workflows.
Vince Murdoch retweeted
50 websites that feel like the internet’s hidden toolbox 🧰
1. unpaywall.org — Free research papers
2. openlibrary.org — Borrow books online
3. doaj.org — Free academic journals
4. gutenberg.org — 70K+ free books
5. openstax.org — Free textbooks
6. openculture.com — Free online courses
7. wolframalpha.com — Solve complex problems
8. elicit.org — AI research assistant
9. consensus.app — Research-backed AI answers
10. connectedpapers.com — Find research connections
11. semanticscholar.org — Academic search engine
12. scispace.com — Understand research papers easily
13. photopea.com — Free Photoshop alternative
14. squoosh.app — Compress & optimize images
15. remove.bg — Remove image backgrounds
16. cleanup.pictures — Remove objects from photos
17. unscreen.com — Remove video backgrounds
18. carbon.now.sh — Beautiful code images
19. ray.so — Share elegant code screenshots
20. phind.com — AI search engine for developers
21. regex101.com — Test and debug regex
22. codebeautify.org — Format & clean code
23. jsonformatter.org — Format & validate JSON
24. explainshell.com — Understand terminal commands
25. shots.so — Stunning product mockups
26. mediamodifier.com — Powerful online mockup generator
27. alternativeto.net — Find alternatives to any app
28. haveibeenpwned.com — Check data breaches
29. virustotal.com — Scan files & URLs for malware
30. privnote.com — Self-destructing text notes
31. temp-mail.org — Disposable temporary email
32. 10minutemail.com — 10-minute temporary email
33. file.io — Temporary & secure file sharing
34. radio.garden — Explore global live radio
35. music-map.com — Discover similar music & artists
36. tunefind.com — Find songs from movies & shows
37. musicforprogramming.net — Focus music for coding
38. mynoise.net — Custom background sounds
39. coffitivity.com — Ambient café sounds for productivity
40. justwatch.com — Find where to stream movies
41. archive.org — The internet’s digital library
42. archive.ph — Create a personal copy of any webpage
43. similarsites.com — Find related websites
44. summarize.tech — AI YouTube video summaries
45. raindrop.io — Ultimate smart bookmark manager
46. downdetector.com — Check real-time service outages
47. tineye.com — Smart reverse image search
48. fast.com — Quick internet speed test
49. smallpdf.com — All-in-one PDF tools
50. ilovepdf.com — Merge, split & convert PDFs
Save this. You’ll definitely need some of these later! 🔖
Follow @zakiraicoder for more useful websites, AI tools & tech resources. 🚀
Vince Murdoch retweeted
卧槽兄弟们，GitHub 上真的有一堆免费到离谱的项目。
很多能力已经能直接干掉你正在月付的软件。
1. TradingAgents
AI 多 Agent 量化交易框架
github.com/TauricResearch/Tr…
2. LibreChat
一个界面接入 ChatGPT、Claude、Gemini 等多个模型
github.com/danny-avila/Libre…
3. HyperFrames HeyGen
开源的视频生成引擎
github.com/heygen-com/hyperf…
4. Fincept Terminal
开源版彭博终端
github.com/Fincept-Corporati…
5. MoneyPrinterTurbo
AI 一键生成短视频 github.com/harry0703/MoneyPr…
6. Agentic Inbox Cloudflare
开源 AI 邮件助手
github.com/cloudflare/agenti…
7. VoxCPM
AI 声音克隆工具
github.com/OpenBMB/VoxCPM
8. Flowsint
开源 OSINT 情报分析工具 github.com/reconurge/flowsin…
9. agent-skills
Claude Code 技能库 github.com/addyosmani/agent-…
10. Nango
开源 API 集成平台
github.com/NangoHQ/nango
兄弟们，这些真不是玩具项目。
很多你还在交月费的软件，GitHub 上已经有人做出开源平替了。
一句话：
别只会收藏 AI 工具网站了。
真正狠的东西，很多都藏在 GitHub 里。
Vince Murdoch retweeted
Anthropic just released a 37-minute guide showing you how to build AI agents capable of automating an entire business.
It’s completely free and comes straight from the engineers behind Claude.
Agents that can handle real tasks, delegate work, and execute workflows with minimal human input.
Save this guide 🔖
Vince Murdoch retweeted
50 Websites that feel illegal to know:
DOWNLOADS & MEDIA
1. cobalt.tools — download any video from socials
2. photopea.com — Photoshop but completely free
3. temp-mail.org — disposable email in one click
4. tinywow.com — 100+ free tools in one site
5. archive.org — access any old webpage ever
6. libgen.li — millions of free textbooks
7. sci-hub.al — free research papers
8. alternativeto.net — find free app alternatives
9. justwatch.com — find where to stream anything
10. gutenberg.org — 70K free classic books
RESEARCH & LEARNING
11. pdfdrive.com — free PDF downloads
12. openculture.com — free courses from top unis
13. wolframalpha.com — solve any math instantly
14. remove.bg — remove backgrounds in one click
15. cleanup.pictures — erase objects from photos
16. unscreen.com — remove video backgrounds free
17. squoosh.app — compress any image free
18. excalidraw.com — hand draw diagrams free
19. carbon.now.sh — turn code into beautiful art
20. ray.so — stunning code screenshots
TRAVEL, SHOPPING & SAFETY
21. flightradar24.com — track any flight in real time
22. camelcamelcamel.com — track Amazon price history
23. haveibeenpwned.com — check if you were hacked
24. virustotal.com — scan any file for malware
25. privnote.com — send self destructing messages
26. file.io — share files that auto delete
27. archive.ph — save any webpage forever
28. accountkiller.com — delete yourself from any site
29. radio.garden — listen to any radio worldwide
30. tunefind.com — find songs from any show
ENTERTAINMENT & DISCOVERY
31. musicforprogramming.net — music to focus with
32. mynoise.net — custom focus soundscapes
33. annasarchive.org — search every book ever written
34. elicit.com — AI research paper assistant
35. consensus.app — search what science agrees on
36. connectedpapers.com — map research visually
37. semanticscholar.org — free academic search
38. scispace.com — understand any research paper
39. summarize.tech — summarize any YouTube video
40. phind.com — AI search for developers
DEVELOPER & PRODUCTIVITY
41. regex101.com — test any regex instantly
42. codebeautify.org — format any code cleanly
43. explainshell.com — understand terminal commands
44. tldraw.com — infinite whiteboard in browser
45. downdetector.com — check if any site is down
46. tineye.com — reverse image search
47. fast.com — check your internet speed
48. smallpdf.com — edit PDFs free
49. ilovepdf.com — merge and split PDFs
50. 10minutemail.com — temp email in seconds
Follow me for more AI IDEA..🔖
