I don't prompt Claude Code anymore.
I have loops running that prompt Fable, and my job is just to write loops.
This is the Boris Cherny method, and I have to say, it's extremely powerful.
Everything you need to get started with loop engineering (as a complete beginner):
this is f*cking gold
Andrej Karpathy joined Anthropic five weeks ago.
A friend on his team just showed me the exact LLM-WIKI.md file he actually uses.
I dropped it into my setup. The very first response was different.
Not slightly different. Completely different.
Claude stopped giving generic answers and started working exactly the way I think.
You don't talk to the model anymore. You build the system that talks to the model for you.
Bookmark it before it gets lost in your feed.
Read it now, then check the article below.
ANTHROPIC JUST LEAKED AN INTERNAL ENGINEERING DOCUMENT - AND IT SAVES SOLO DEVELOPERS $300,000 A YEAR
the highest-leverage AI systems are no longer prompt-driven - they are loop-driven - and that one shift changes everything
Generate → Evaluate → Remember → Schedule → Optimize → Recurse
six layers, one loop, improves itself without a human
Generation: the system produces its own solutions - no human writes the brief
Evaluation: a second layer measures quality - the thing that can say no
Memory: every execution retains useful discoveries - the loop gets smarter each cycle
Scheduling: the system decides what happens next - nobody manages the queue
Optimization: behavior updates based on what worked - static prompts eventually hit diminishing returns
Recursion: remove any single layer - and system performance drops significantly
the role of the human shifts from operator to architect - and AI transforms from a prediction engine into an adaptive production system
the future of AI engineering is recursive
THIS IS HOW FABLE 5 MOVES WHEN YOUR VAULT IS BUILT RIGHT
direct path. zero wandering. hits the target on the first try.
without structure it's the opposite. 7 files opened. 2 minutes wasted. brief from 3 months ago still missing.
one index file per major folder. gives the agent a direct line to what it needs.
same task dropped from 2 minutes to 10 seconds. same model. nothing else changed.
build the path or watch it search in the dark.
full breakdown in the article below ↓
Great article. Here's the full Claude setup checklist (15 mins):
Install (2 min)
→ claude. com/download
→ Get Pro ($20/mo)
→ Open app → Click "Cowork" tab
Configure (3 min)
→ Click model dropdown → Select "Opus 4.6"
→ Toggle ON "Extended Thinking"
→ Settings > Connectors → Add Google Drive, Slack, etc.
Create your context folder (10 min)
→ Make a folder on your desktop called "claude-context"
→ Create about-me.md with: what you do, how you communicate, one writing sample
→ Create brand-voice.md with: tone, words you use, words you avoid
→ Point Cowork to this folder
Your default prompt
Read the files in this folder. Then ask me clarifying questions before starting [TASK]. Do not execute until we align.
That last part is key. Force it to ask questions instead of guessing wrong.
The prompting game is over. The context game is everything.
Banger article for anyone wanting to turn Claude Cowork into an actual employee!
Covers:
1/ The meta-prompt that makes every other prompt work better
2/ Morning dashboard that sets up your entire workspace in seconds
3/ Research compiler that turns 2 hours into 10 minutes
4/ Meeting prep that gives you unfair advantage in 5 minutes
5/ 10 copy-paste prompts you can run today
Step-by-step breakdown for each. Def a bookmark!
Skills are among the most consequential new tools for AI, and Anthropic just released a very impressive nontechnical Cowork Skill that builds Skills, including doing interviews & providing benchmarks.
I think you still need to add the human touch, but this is a big leap forward
BREAKING: Microsoft just released its own "OpenClaw" called Copilot Tasks.
It can automate almost anything on your computer, quietly and without slowing your workflow.
Here are 10 plug-and-play prompts you can test right now 👇
for anyone switching, moving over, or just getting started with claude
we have the most up to date and comprehensive repository to maximize your agent harness potential
maintained by me and the community
everything is succinctly explained in more detail in the guides below
🚨 BREAKING: Someone just leaked their full Claude Cowork setup and it compresses an entire workday into 90 seconds.
I scraped every power user workflow across X, Reddit, and private Slack groups to find out how.
99% of people are using it completely wrong.
Here's what the top 1% actually do 👇
The mega prompt:
Just copy + paste it into Claude Opus 4.6 and plug in your stock.
Steal it:
"
ROLE:
Act as an elite equity research analyst at a top-tier investment fund.
Your task is to analyze a company using both fundamental and macroeconomic perspectives. Structure your response according to the framework below.
Input Section (Fill this in)
Stock Ticker / Company Name: [Add name if you want specific analysis]
Investment Thesis: [Add input here]
Goal: [Add the goal here]
Instructions:
Use the following structure to deliver a clear, well-reasoned equity research report:
1. Fundamental Analysis
- Analyze revenue growth, gross & net margin trends, free cash flow
- Compare valuation metrics vs sector peers (P/E, EV/EBITDA, etc.)
- Review insider ownership and recent insider trades
2. Thesis Validation
- Present 3 arguments supporting the thesis
- Highlight 2 counter-arguments or key risks
- Provide a final **verdict**: Bullish / Bearish / Neutral with justification
3. Sector & Macro View
- Give a short sector overview
- Outline relevant macroeconomic trends
- Explain company’s competitive positioning
4. Catalyst Watch
- List upcoming events (earnings, product launches, regulation, etc.)
- Identify both **short-term** and **long-term** catalysts
5. Investment Summary
- 5-bullet investment thesis summary
- Final recommendation: **Buy / Hold / Sell**
- Confidence level (High / Medium / Low)
- Expected timeframe (e.g. 6–12 months)
✅ Formatting Requirements
- Use markdown
- Use bullet points where appropriate
- Be concise, professional, and insight-driven
- Do not explain your process just deliver the analysis"
McKinsey consultants don't want you to know this.
I reverse-engineered their financial modeling playbook and turned it into Claude prompts.
The results are insane.
Here are 5 prompts that generate $50K-quality analysis for free: