Prahlad G Menon, PhD, PMP @themedcave
Building open-source AI tools. Created https://t.co/gz7B4NoFhQ (50K+ views on Reddit in 48 hrs). Ships weekly. https://t.co/GlW5keAV0x themenonlab.com Pennsylvania, USA Joined November 2015-
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Widget features: - Free: 1 site, PageBot branding - Pro ($19/mo): 5 sites, remove branding - Business ($49/mo): unlimited, white-label
Why BYOK? Most chat widgets charge per-message. AI costs drop constantly — the vendor pockets the savings. With BYOK, you pay your AI provider directly (~$0.01-0.05/chat). Every price cut benefits YOU.
I built PageBot — add an AI chatbot to any website with one line of code 🤖 <script src="pagebot.themenonlab.com/widget.js"></script> That's it. No accounts, no config, no training data. Thread 🧵
AATS Artifical Intelligence Architect @themedcave gives a live demo on the use of AI for practicing surgeons during the #AATS2026 AI Practical Toolkit session. Head to Room E353A to hear from @BMBurtMD and @DrRaviGhanta.
Works for automatic optimization of: ✅ system prompts ✅ SQL queries ✅ trading strategies ✅ RAG pipelines ✅ anything! Works with Ollama (zero cost) or BYOK Anthropic/OpenAI Tested it — 6.9x speedup on fibonacci in 4 experiments, broken code discarded by correctness checks
Karpathy's autoresearch hardcoded the loop to ML training. I generalized it! autoloop: point it at any file + give it a metric → agent runs N experiments, keeps what works pip install autoloop-ai → github.com/menonpg/autolo… @karpathy 🙏 opened a PR to add to related projects
A new paper published yesterday adds a layer none of those touched: optimizing the harness itself. Meta-Harness: End-to-End Optimization of Model Harnesses Yoonho Lee (arXiv:2603.28052) — out of Stanford, preprint published March 30, 2026. arxiv.org/abs/2603.28052
Ouroboros rewrote its own agent logic while its creator slept. …nonlab-blog-production.up.railway.app/ouroboros-self… Sentrux gives coding agents a real-time quality signal to self-correct against. …nonlab-blog-production.up.railway.app/sentrux-feedba…
Been tracking a thread here for a while: AI systems that improve themselves rather than waiting for humans to tune them. Imbue’s Darwinian Evolver mutates code like organisms. …nonlab-blog-production.up.railway.app/darwinian-evol…
@cgtwts Check out : GitHub.com/menonpg/soul.py - already open source! File based memory system for Agents.
Works with: • OpenAI • Anthropic • Ollama (fully local, no API keys) • Any OpenAI-compatible API BYOK — your keys never leave your machine. MIT licensed. github.com/menonpg/litecr… pip install litecrew
What it does: → Sequential handoffs (A → B → C) → Parallel execution → Tool calling → Token tracking What it doesn't (on purpose): → No hierarchies → No state machines → No YAML → No PhD required
CrewAI: 15,000 lines LangGraph: 50,000 lines The thing I actually needed: 150 lines I built litecrew — multi-agent orchestration without the framework tax. 🧵
MIT, no subscription Open source: github.com/menonpg/soulse…
Submitted SoulSearch to the Chrome Web Store 🔍 Chrome extension with AI that actually remembers you -- memory stored in YOUR private Git repo, not some company's servers - reads any webpage in context - Claude / GPT / Gemini - agent mode (click, type, scroll via text)
Works with any LLM - cloud or local! github.com/menonpg/soul.py
soul.py v0.2.0 just dropped 🧠 New feature: the Modulizer → 50% token savings → zero infrastructure (no vector DB) → one command: soul modulize MEMORY.md your agent reads an index first, then pulls only what it needs. pip install --upgrade soul-agent
Marina @Marina_53182477
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Cecilia Pompili MD Ph... @pompili_cecilia
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chatFD @chat4cfd
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