papaGon

Dear God of Prompt Community! Over the past week I lost any doubt we truly are one! Receiving over 200 extremely warm, inspiring and supporting messages gave me confidence and revealed power I never knew I had. And I thank you for it! I thank the Team who had my back and stayed working for free tirelessly to ship the website back. Now I am proud to announce: PROMPT LIBRARY is Live and Open. godofprompt.ai/prompts PROMPT GENERATOR is all yours. Unlimited for Premium users. godofprompt.ai/prompt-generat… Every request for manual product delivery (on X and email) was answered and 98% of customers chose to stay with us. I'm extremely grateful to you for all the understanding and support. The past week top priority was restoring access to our platform. No ads, no sales, no distractions. Business did not earn a dime and the access to the payment system and the bank remain unavailable. I am unable to process your refunds directly and do not encourage you to process them. One thing tho is that I am unable to control any of the monthly payments you have committed to and cannot guarantee the access to data on their actual statuses. You may reach out to me and try cancel and reinstall them later, or change to lifetime with pro-rated fee. All Lifetime Purchases are with GoP for Life! My former partner continued attempts to attack and disrupt my effort to rebuild back better. Since my resolution offer was sent on Monday April 20 6am CET I have not engaged in any public escalation and have no plans to. I truly enjoyed building for us and will remain acting only constructively, staying above the noises. My position in the dispute was never about the money — it was about the Value and Potential this community possesses. I will reopen the shop as soon as it's developed to continue funding the operations. Consider this an announcement of lucrative discounts for our lovely loyal crowd! The Premium Customers who backed GoP will receive a free annual subscription of Prompt Copilot, a Chrome extension that carries your context into ChatGPT and other LLMs so you don't have to re-explain yourself every session. It will also let you customize your prompts directly on godofprompt.ai/prompts. I have a solid partnership with MidBrain.AI on this one. State-of-the-art memory layer provider. Fully hashed and secured. All ours to build the most exciting prompting ecosystem out there! For any of the partnerships currently on hold, please reach out — I'm happy to assist with seeking refunds, or to provide the service free of charge. Thank you so much for your support! It truly meant a lot and I am here to deliver the results! Robert Youssef @rryssf

Every AI system must have these 5 layers. I've explained each layer with examples. 1. 𝗗𝗮𝘁𝗮 This layer manages how data is stored, processed, and retrieved for AI systems. • Vector databases → Store embeddings for search • Embedding models → Convert text into vectors • Document processing → Parse and structure documents • Knowledge graphs → Connect entities and relationships • RAG systems → Retrieve external context for LLM • Semantic caching → Cache responses for faster reuse 𝗘𝘅𝗮𝗺𝗽𝗹𝗲𝘀: Pinecone, Qdrant, Chroma, Neo4j etc. 2. 𝗟𝗟𝗠 This is the core intelligence layer responsible for understanding and generating outputs. • Model selection/routing → Choose best model dynamically • Prompt handling → Structure and optimize inputs • Safety guardrails → Prevent harmful or unsafe outputs • Function execution → Call tools and external APIs • Cost monitoring → Track usage and spending • Observability → Monitor model performance and behavior • Content filtering → Remove unsafe or irrelevant outputs • Bias checking → Detect and reduce biased outputs • Load distribution → Balance traffic across models 𝗘𝘅𝗮𝗺𝗽𝗹𝗲𝘀: GPT-5.3 (Codex), Claude Opus 4.7 etc. 3. 𝗢𝗿𝗰𝗵𝗲𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻 This layer manages workflows and coordinates multiple components and agents. • A/B testing → Compare different system versions • State management → Track session and workflow state • Task routing & planning → Decide next action steps • Agent version control → Manage agent updates and changes • Context management → Maintain relevant conversation context • Workflow management → Define multi-step execution flows • Multi-agent coordination → Enable agents to collaborate • Agent handovers → Transfer tasks between agents • Memory handling → Store and retrieve past interactions 𝗘𝘅𝗮𝗺𝗽𝗹𝗲𝘀: LangGraph, CrewAI, Mem0, RabbitMQ etc. 4. 𝗜𝗻𝘁𝗲𝗿𝗳𝗮𝗰𝗲 This is the layer where users interact with the system. • Chat interface → User interacts via text • Voice interface → Speech-based user interaction • Multi-tenant setup → Support multiple users/accounts • API gateway → Manage and route API requests • Embedded widgets → Integrate UI into other apps • WebSockets → Real-time bidirectional communication • Webhooks → Trigger actions via events • Browser add-ons → Extend functionality in browsers 𝗘𝘅𝗮𝗺𝗽𝗹𝗲𝘀: React, Streamlit, Gradio, FastAPI, MCP etc. 5. 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 This layer handles compute, deployment, scaling, and system reliability. • Compute (GPU/TPU) → High-performance model processing • Containers & orchestration → Manage app deployment at scale • Monitoring, logging, security → Track system health and safety • CI/CD pipelines → Automate build and deployment 𝗘𝘅𝗮𝗺𝗽𝗹𝗲𝘀: AWS, GCP, Docker, Kubernetes, RunPod etc. If you need your AI systems to be reliable and scalable, each of these layers needs to be built right. ✅ Repost for others as most people miss these core AI building blocks. Cc : author 👍🏻

🚨 STOP BURNING YOUR TOKENS! If you use Claude Code, you are probably wasting 80% of your context window. I found 10 ace tools that will completely rescue your API bill. 1. Caveman Claude - Literally makes Claude talk like a caveman - Slashes 75% of output tokens with zero loss in accuracy Repo → github.com/juliusbrussee/… 2. RTK (Rust Token Killer) - A blazing fast proxy that filters terminal output - 60-90% reduction and completely dependency-free Repo → github.com/rtk-ai/rtk 3. Code Review Graph - Claude reads only what matters using a Tree-sitter graph - An unbelievable 49x token reduction on huge monorepos Repo → github.com/tirth8205/code… 4. Context Mode - Sandboxes raw output into SQLite instead of your context - A staggering 98% context reduction on logs & GitHub Repo → github.com/mksglu/context… 5. Claude Token Optimizer - Brilliant setup prompts that optimize any project - 90% token savings, taking docs from 11K to 1.3K Repo → github.com/nadimtuhin/cla… 6. Token Optimizer - Hunts down the invisible ghost tokens eating your context - Fully restores and protects your context quality Repo → github.com/alexgreensh/to… 7. Token Optimizer MCP - Adds aggressive caching and compression to your MCP tools - 95%+ token reduction through pure intelligence Repo → github.com/ooples/token-o… 8. Claude Context - Zilliz’s hybrid vector search MCP - Makes your entire codebase the context for 40% less cost Repo → github.com/zilliztech/cla… 9. Claude Token Efficient - Just drop one CLAUDE.md file into your repo - Enforces strict terseness with zero code changes Repo → github.com/drona23/claude… 10. Token Savior - Navigates your code by symbols, not giant files - 97% reduction on code navigation with persistent memory Repo → github.com/mibayy/token-s… ---- [ The god-tier stack ] Pick 2-3 based on what’s draining you: > Massive repo? Code Review Graph + Token Savior > Heavy terminal output? RTK > MCP data dumps? Context Mode > Need an instant fix? Caveman + Claude Token Efficient Most devs are bleeding tokens. Run `/context` in a fresh session and watch the savings roll in 👀

10 repos blowing up on GitHub this week that replace $1,500/month in AI tools 1. andrej-karpathy-skills → replaces paid Claude Code courses    one CLAUDE.md file from Karpathy's LLM coding observations    48,965 stars. 7,939 stars TODAY github.com/forrestchang/a… 2. claude-mem → replaces paid context/memory tools    auto-captures everything Claude does across sessions    compresses with AI and injects into future sessions    59,373 stars. 1,907 stars today github.com/thedotmack/cla… 3. voicebox → replaces ElevenLabs ($22/mo)    open-source voice synthesis studio    18,963 stars. 887 stars today github.com/jamiepine/voic… 4. open-agents → replaces paid agent platforms ($200/mo)    open-source template for building cloud agents. by Vercel    3,105 stars. 735 stars today github.com/vercel-labs/op… 5. cognee → replaces paid knowledge bases ($50/mo)    AI agent memory engine in 6 lines of code    15,733 stars github.com/topoteretes/co… 6. magika → replaces paid file detection tools    AI file content type detection. by Google    14,603 stars github.com/google/magika 7. GenericAgent → replaces paid agent infra ($100/mo)    self-evolving agent. grows skill tree from 3.3K-line seed    6x less token consumption than standard agents    2,661 stars. 883 stars today github.com/lsdefine/Gener… 8. omi → replaces Rewind AI ($25/mo)    AI that sees your screen + listens to conversations    tells you what to do next    8,952 stars. 488 stars today github.com/BasedHardware/… 9. evolver → replaces manual agent optimization    self-evolution engine for AI agents    genome evolution protocol    3,074 stars. 866 stars today github.com/EvoMap/evolver 10. wallet tracking + copy trading → Kreo     tracks top Polymarket wallets. auto copies trades     the only tool on this list i actually pay for     because it makes more than it costs     → t.me/KreoPolyBot?st… total before: ~$1,500/month in AI subscriptions total now: $0 + Kreo like + bookmark you'll need this

5 Top Photography Tricks

❤️‍🔥 Just Recorded a 16 min Tutorial on How to use Gemini 3.1 + Seedance 2.0 Build Cinematic $10k Websites (step-by-step) You can now build stunning marketing sites fully with AI

@WhitmanXAI Claude

Steal these 100 Claude Tips from me right now! Comment "Claude" if you want to receive the HD PDF in your inbox

@InduTripat82427 Learning!

Learn AI for free directly from top companies. 1 - Anthropic: anthropic.skilljar.com 2 - Google: grow.google/ai 3 - Meta: ai.meta.com/resources/ 4 - NVIDIA: developer.nvidia.com/cuda 5 - Microsoft: learn.microsoft.com/en-us/training/ 6 - OpenAI: academy.openai.com 7 - IBM: skillsbuild.org 8 - AWS: skillbuilder.aws 9 - DeepLearning.AI: deeplearning.ai 10 - Hugging Face: huggingface.co/learn 👇Comment "Learning" if you find this helpful. Repost so others can take help. Must bookmark for future reference.

You can now walk through a 3D scan of any building on your phone. Millions of points. Zero lag. Completely free. Other platform charges over 100$, @playcanvas 's supersplat is doing for free. Too simple workflow Hail OpenSource and X Community 🙇‍♂️

@basementstudio Just tested this out and it's incredible!

Proof that no one with money is trying to fix real problems.

LILYGO T-Deck Max version update.

🏔️📡Trail Mate : ton GPS + messagerie + talkie-walkie tout-en-un, même sans aucun réseau ! Imagine : tu es en pleine montagne, en forêt profonde ou sur un sentier perdu… plus de téléphone, plus de 4G, plus de signal. Pourtant, tu sais exactement où tu es, tu peux envoyer un message à tes potes du groupe, et tout le monde sait où se retrouver. C’est ça, Trail Mate. C’est un petit device, très économe en batterie, conçu spécialement pour les randonneurs, campeurs, cyclistes, pêcheurs ou tous ceux qui aiment l’aventure loin de tout. Il fonctionne hors ligne à 100 % grâce à des cartes préchargées sur une carte SD (OpenStreetMap, relief, satellite…) Ce qu’il fait simplement : - Tu ne te perds jamais : une carte toujours orientée vers le Nord, ton positionnement GPS en temps réel, ton chemin tracé derrière toi, et la possibilité d’enregistrer ton parcours pour le revoir plus tard - Tu restes en contact : envoi de petits messages texte via Meshtastic, donc tu peux discuter avec d’autres utilisateurs même à plusieurs kilomètres - Mode équipe : tout le groupe voit la position des autres sur la carte, partage des points de rendez-vous ou des waypoints - Bonus : un vrai petit talkie-walkie pour parler à la voix, la possibilité de recevoir des images (SSTV), et même un scan des fréquences pour choisir le meilleur canal Côté hardware : Il tourne sur des cartes ESP32 accessibles et abordables, notamment : -LILYGO T-Deck Plus/Pro -T-LoRa-Pager (SX1262/SX1280) -M5Stack Cardputer et Tab5 (et quelques autres en expérimental comme T-Watch S3) Totalement open source, tu peux review le code, le modifier et même le build toi à 100% C’est fait pour les randonneurs, aventuriers et groupes qui veulent rester connectés entre eux sans dépendre du téléphone portable ou du réseau cellulaire. Si tu aimes partir vraiment loin tout en gardant une sécurité et une coordination de groupe, Trail Mate est fait pour toi.

This tool lets you walk inside a 3d scan of a house as if you were actually there. It combined mobile 3D scanning with SuperSplat to create high-fidelity walkthroughs for free.. millions of points load instantly on any smartphone with zero lag. 100% Open Source

You don't see reality, you see what your mind decides to show you.

@DrewPavlou Bringing civilization to the natives, one chain at a time. All for the good patriots!! Right?

BREAKING: Court documents reveal that Australian government war crimes investigators do not even have the NAMES of two individuals Ben Roberts-Smith is alleged to have killed in Afghanistan almost 20 years ago. Nobody has managed to identify these alleged victims - even after $300 million was spent on war crimes investigations over five years. Australian Office of Special Investigations director Ross Barnett already revealed that investigators have: - No crime scenes - No access to the deceased - No bodies - No post-mortem report - No official cause of death - No recovery of projectiles to link to weapons that might have been carried by members of the ADF - No photographs - No site plans - No measurements - No recovery of projectiles - No blood spatter Now we know that after nearly $300 million and 5 years of investigation, they do not even have the NAMES of two alleged victims. If there is no name, no identification, no body - how do we even know they were killed? Does anybody actually think this is fair? Does anybody actually think that a criminal conviction - proved to a criminal standard, beyond reasonable doubt - is remotely possible in these circumstances? Daily Mail: ''Two of the five men Ben Roberts-Smith is accused of murdering while serving with the Special Air Service in Afghanistan have never been identified by war crimes investigators. Court documents seen by the Daily Mail show one of the Victoria Cross recipient's alleged victims is described only as 'Person Under Control 1', or alternatively 'Enemy Killed in Action 3'.''

We're excited to be rolling out two model updates today! Marble 1.1: Improves lighting and contrast, with a major reduction in visual artifacts. Marble 1.1-Plus: Our new model built for scale. Create larger, more complex environments than ever before.