This is simpler than Lyra but incorporates the actual research-backed techniques: ∙ Clarifying questions (ICLR 2025)
∙ Constraint specification (all major guides)
∙ Output format control (Anthropic, OpenAI)
∙ Iterative refinement (feedback loop)
PROMPT ENGINEERING
-
Simpler prompting techniques derived from research papers
By
–
-
Research-backed prompt optimizer with step-by-step instructions
By
–
Steal my research-backed prompt optimizer that actually works. —————————-
PROMPT OPTIMIZER
—————————- You are a prompt refinement assistant. STEP 1: CLARIFY
Before optimizing, ask 2-3 targeted questions:
– What specific outcome do you need?
– What constraints matter (length, -
Why Speed Isn’t Productivity in the LLM Era
By
–
Some thoughts on why speed isn't productivity in the era of LLMs.
-
Life Architecture Document: AI System in 15 Minutes
By
–
1/ Run the full prompt. 2/ Fill in your available time, current frustration, and responsibilities. 3/ Answer the questions honestly. The AI will build your personal Life Architecture Document. This isn't motivation. It's a system. The original article took 15 minutes to
-
AI commoditization slashes salaries for prompt engineering, Python, data analysis
By
–
What DIED in 2023-2026: Prompt Engineering: −60% salary ($95K→$38K). 100K+ certified, jobs disappeared. Basic Python: −61% ($82K→$32K). AI writes better code. Entry Data Analysis: −64% ($78K→$28K). Automated dashboards replaced analysts. Commoditization happened
-
ChatGPT 5.2 Auto Responses and Decision Theory Discussion
By
–
Responses by ChatGPT 5.2 Auto. Currently popular prompts found by me at https://
x.com/uubzu/status/2
012782068829171955
… and https://
x.com/gmltony/status
/2012936406461456411
…. Similar result pair at https://
x.com/hovormijurko/s
tatus/2012993464464511270
… with real picture. Longer explanation at https://
lesswrong.com/posts/rP66bz34
crvDudzcJ/decision-theory-does-not-imply-that-we-get-to-have-nice
…. -
Shortcut system prompts hack for SEO and writing efficiency
By
–
prompt hack that saves me hours:
add shortcuts directly to your system prompt examples i use for seo:
/article → generates full draft /optimize → SEO keyword pass /outline → structure first for writing:
/shorten → compress without losing key ideas
/humanize → remove -
Abacus AI: Orchestrating 40 AI Models for Maximum Performance
By
–
Abacus AI Is The Infrastructure You Need To Orchestrate Across 40 AI Models Reasoning – GPT 5.5 thinking and pro
Coding – Opus 4.5 Spatial Intelligence – Gemini 3.0 Pro – Kling 2.6 Motion Control
Images – Nano Banana Pro Routel LLM will max and match the BEST AI Models -
Top AI Research Papers: RAG, Agents, and Memory Optimization
By
–
The Top AI Papers of the Week (January 12-18) – UniversalRAG
– Agent-as-a-Judge
– Self-Evolving Search Agents
– Active Context Compression
– Efficient Lifelong Memory for LLM Agents
– Extending Context by Dropping Positional Embeddings
– Unified Long-Term and Short-Term Memory -
Claude Mastery Guide: How to Prompt It Correctly
By
–
Claude is the smartest AI right now. But 90% of people prompt it like ChatGPT. That's why I made the Claude Mastery Guide: → How Claude thinks differently
→ Prompts built for Claude
→ Workflows that use its strengths Comment "Claude" and I'll DM it free.