Beta Pod · YSKAIPE

Vibe
Coding

Intention → Execution · Build in Public · Human Taste

Describe the dream. Let the model write the code.
Humans hold the taste, the direction, the veto.
Built transparently, every Wednesday and Friday, live.

Join the Pod Waitlist See Schedule Build Log
Philosophy

Nothing is
written
in stone.

Code used to be syntax-first. Now it's intention-first.

In the Vibe Coding Beta Pod we fully embrace the exponential: prompt in plain language, accept the output, iterate via conversation, forget the boilerplate exists. Tools like Cursor, Aider, Claude, Gemini — agents that build, refactor, debug in real time.

But the human never disappears. We steer the vibe: aesthetics, ethics, coherence, when to throw it all away and start fresh. AI is the perfect pair programmer; humans are still the soul.

We build in public — every session streamed, every decision logged, every failure documented. Real orchestration, real people, real outcomes. Come watch, suggest a prompt, vote on a feature, or simply lurk. No invite needed.

Chapter 01 — What We Build

Key Focus Areas

Three lenses we use to go from vibe to shipped artifact.

01 ——

Intention → Execution Loops

High-level prompts → agent builds MVP. Follow-up vibes refine. Zero syntax fights. Rapid throwaway weekends become throwaway hours.

02 ——

Toolchain Experiments

Cursor agents, Aider in terminal, Claude artifacts, Gemini in AI Studio. Compare autonomy, hallucination resistance, production readiness. Build rules files for vibe safety.

03 ——

Human Taste & Phase Shifts

When does "good enough" become dangerous? Train taste for spotting spaghetti, security holes, maintainability debt. Prototype → polish → production gates.

Chapter 02 — The Full Stack

Every Tool.
Every Layer.

This is how YSKAIPE actually builds — the complete, honest stack. Every layer shown with proportionate weight. No black boxes. Collaborate with us knowing exactly what's under the hood.

🧠
AI Orchestration & Reasoning — Core Engine
CrewAI Claude (Anthropic) Grok (xAI) Gemini (Google) GPT-4o (OpenAI) LangChain LangGraph Ollama (local) litellm Groq Inference OpenRouter
⌨️
Vibe Coding & Agentic Dev — Where Code Gets Written
Cursor Claude Code Aider (terminal) GitHub Copilot Windsurf Replit AI v0 (Vercel) Bolt.new AI Studio
Bitcoin & Sovereign Finance — The Monetary Layer
Bitcoin Protocol Lightning Network CrewAI Bitcoin Pod Coldcard / Self-Custody cbBTC (Coinbase) Agentic Wallets x402 Payments Taproot / Ordinals Ark / Statechains CoinJoin Bitcoin RPC Runes / BRC-20
⚙️
Backend & Infrastructure — The Engine Room
Python FastAPI PostgreSQL Supabase Pydantic Redis Temporal Tables Docker Vercel Railway Fly.io
🎨
Frontend & Design — Human-Facing Layer
Figma React / Next.js Tailwind CSS HTML / CSS / JS Figma API Framer shadcn/ui Radix UI
🤝
Collaboration & Live Building — Human Cohesion Layer
GitHub Slack (bots & agents) Twitch (live builds) YouTube (replays) Discord Calendly 𝕏 / Twitter API Notion Linear
Vibe Matching & Pod Intelligence — What Makes YSKAIPE YSKAIPE
Cosine Embedding Similarity Weighted Skill + Attitude Vectors Real-time Drift Detection AI-O Nudge System Pod Health Dashboard Vibe Keywords Profiling "Ask Before Acting" Toggle Grok Reasoning Summaries Cross-pod Shared Memory Discord → Action Items Loop
🔬
Open Source & Research — What We Ship Publicly
crewai-bitcoin-pod (GitHub) Human Cohesive AI (concept) Vibe Coding Jams Weekly Build Logs Public Debugging Trails Ethics Review Pod (WIP) Sustainable App Sprint
How a pod session flows — seed to shipped
💡
Human Seed
🧠
Grok / Claude Plan
🤖
CrewAI Agents
⌨️
Cursor / Aider
🎨
Figma / UI
FastAPI Backend
👁️
Human Review
🚀
Shipped Live
BTC Pod Layer
Chapter 03 — Build in Public

6-Week Sprint
Schedule

Sessions Active Feb – Apr 2026 Wed · Build Day Fri · Demo Day
Watch Live Replays
Week 01
Fri Feb 27 Demo Day — Polish, Demo & Network Live beta pod demo + initial metrics + networking
Wed Mar 4 Build Day — Core Dev & Live Coding Roadmap review + matching algorithm enhancements
Week 02 Now
Wed Mar 11 Build Day — New Pod Template Prototyping Sustainable App Sprint + tool integrations
Fri Mar 13 Demo Day — Real-time Pod Execution Community voting on features
Week 03
Wed Mar 18 Build Day — Monitoring & Onboarding Real-time monitoring + onboarding refinements
Fri Mar 20 Demo & Network Day Open discussion of results + AI professionals networking
Week 04
Wed Mar 25 Build Day — Ethics Review Pod Ethics pod prototyping + orchestration logic
Fri Mar 27 Demo & Feedback Day Community prompt demo + transparent metrics
Week 05
Wed Apr 1 Build Day — Chemistry Tool Showcase Chemistry integration + dynamic refinements
Fri Apr 3 Demo & Network Day Guest conversations + partnership discussions
Week 06 Final
Wed Apr 8 Build Day — Top-voted Features Iteration on community feedback
Fri Apr 10 6-Week Milestone Showcase Full progress recap + metrics + what's next
All sessions are open. Watch AI-orchestrated teams form in real time. Participate, suggest prompts, vote on features, or simply observe — no invite needed.   𝕏 @yskaipe · Book a Call · GitHub
Chapter 04 — Real-time Notes

Build Log

Decisions made with Grok, what broke, what shipped, and how we turn Human Cohesive AI from idea into reality. New entry every Wednesday.

March 3, 2026 · 10:30 AM–1:30 PM EST

CrewAI Bitcoin Pod Kickoff

Deep Work Block · 3 hrs · Bitcoin Protocol · CrewAI · Python
Latest Entry
Created & shipped public repo: github.com/yskaipe/crewai-bitcoin-pod — first dedicated CrewAI + Python multi-agent space for Bitcoin pod orchestration.
Initial crew script bitcoin_crew.py: defined Bitcoin Protocol Expert + AI Agent Orchestrator agents, research tasks for node interaction & autonomous pod flows.
Fixed setup bugs: path error resolved; Pydantic validation fixed by changing Crew(verbose=2)verbose=True (CrewAI now enforces boolean, not int levels).
First execution successful — Bitcoin Researcher agent launched, detailed startup and task-begin logs confirmed.
Blocker: LLM call failed mid-task — Invalid Groq API Key (GroqException 401 via litellm). Crew execution halted.
GitHub profile polish: consistent topics added — crewai, ai-agents, bitcoin, python, human-cohesive-ai, fastapi.
CrewAI evolves fast — verbosity params changed (int levels → bool flag). Always verify against current version docs before a session.
Groq integration: regen fresh key at console.groq.com if 401. Quick fallback: llm = "ollama/llama3.2" for cost-free local iteration.
Portfolio value: public debugging trails (path fix → verbose fix → API auth) are strong signal for applied AI roles in 2026.
Regen/validate Groq key (or switch to Ollama local), re-run full crew → capture Bitcoin research summary + proposed orchestration structure.
Integrate real tools (e.g. bitcoinrpc wrapper). Prep March 4 Wednesday live session: demo initial CrewAI crew + Bitcoin pod integration.
Week 9 · Feb 23–27, 2026

Pod Health Monitoring & Vibe-Match Refinements

Real-time drift detection + weighted matching algorithm
Deployed basic pod health dashboard — real-time vibe drift detection using embedding cosine distance over time.
Fixed critical bug in SEED → plan generation where Grok was hallucinating unavailable tools.
Improved matching algorithm: added weighted skill + attitude vectors (70/30 split after A/B testing with 3 pods).
First automated "nudge" system — AI-O now pings humans when momentum stalls >48h.
Re-architected workspace provisioning to use temporal tables instead of flat JSON — 10× faster queries.
Initial vibe-drift model over-penalized minor disagreements → relaxed cosine threshold from 0.250.18.
Figma API rate limits killed auto-wireframe generation mid-demo — now batching requests.
Always test orchestration loops with sleep delays — real humans don't respond in 300ms.
Week 8 · Feb 16–20, 2026

First Multi-Human Pod Orchestration

3-person + AI-O pod running 72 hours
Successfully ran 3-person + AI-O pod for 72 hours (Bitcoin analysis sprint).
Added real-time milestone checkpoints with Grok reasoning summaries.
Over-eager AI intervention caused vibe friction → added "ask before acting" toggle.
Pod creation form now supports optional "vibe keywords" for better matching.
"The moment the human said 'nah, let's pivot' and Grok immediately re-planned without argument — that's when I knew we were onto something." — Nicholas
Weeks 1–7 archive loading soon · Logging since Jan 2026 · New entry every Wednesday
Chapter 05 — Where We're Headed

Roadmap

We're not building another project tool. We're creating a new paradigm where AI doesn't replace humans — it amplifies them. Every milestone brings us closer to AI that understands vibe, protects creativity, and orchestrates with genuine human cohesion.

🧠

Vibe-First Intelligence

AI that reads attitude, energy, and creative style — not just skills — to form teams that actually enjoy working together.

🤝

Human-in-the-Loop Orchestration

Every AI decision can be refined by human prompt engineers. No black boxes — just transparent, collaborative magic.

🌍

Creativity-Protecting Autonomy

AI handles logistics and repetition; humans keep the soul. The system gets smarter while staying profoundly human.

Now → Q1 2026

Prototype & Private Alpha

  • Waitlist onboarding with vibe profiling
  • Basic AI matching + human prompt engineer review
  • Integrated workspace (Slack / Figma / GitHub bots)
  • First real projects run end-to-end by founder-selected pods
Q2 2026

Private Beta Launch

  • 🚀 Invite-only access for waitlist members
  • 🚀 Advanced vibe refinement + multi-pod orchestration
  • 🚀 Pro tier with partner credits (OpenAI, Figma, etc.)
  • 🚀 Human prompt engineer panel (real-time adjustments)
  • 🚀 Community feedback loops shaping core AI
Q3–Q4 2026

Public Launch & Enterprise

  • 🌍 Open sign-ups + freemium model live
  • 🌍 Enterprise tier with white-label & dedicated orchestration
  • 🌍 API access for custom workflows
  • 🌍 Autonomous project seeds (AI proposes full project plans)
  • 🌍 Global community events powered by YSKAIPE pods
2027 & Beyond

The Human-Cohesive Era

  • Fully autonomous yet human-overridable pods
  • Cross-platform memory (your vibe follows you everywhere)
  • AI-mediated conflict resolution with emotional intelligence
  • Decentralized governance of platform AI (community-owned models)
  • Real-world impact: activist campaigns, open-source breakthroughs, new art movements
Chapter 06 — Parallel Paths

While Building
YSKAIPE.

These aren't detours — they're parallel signal. Everything being built at YSKAIPE maps directly onto what Coinbase and Anthropic actually need. The work is the portfolio.

Coinbase is building the financial internet — Agentic Wallets, cbBTC, x402, Base. The YSKAIPE Bitcoin Pod is already running on that exact stack. This isn't aspiration; it's active overlap.

AI/ML Product Manager Developer Relations Agentic Wallet Lead Bitcoin Ecosystem PM Base Protocol Advocate Community & Ecosystem
Coinbase Agentic Wallets — integrating with YSKAIPE AI-O pods
cbBTC on Base — yield monitoring via CrewAI agents
x402 machine-to-machine payments — prototyped in pod flows
Bitcoin Protocol deep dives — crewai-bitcoin-pod (live GitHub)
Self-custody philosophy + Lightning Network architecture
Taproot, Ordinals, Runes, BRC-20 research ongoing
Multi-agent orchestration — exactly what Agentic Wallets require
Public builder — every session streamed, debugged, shipped
Human-cohesive AI lens: autonomy with guardrails, sovereignty first
Community trust — @Bitcoin_Natives daily signal, no fluff
Cross-discipline: product intuition + agentic engineering + BTC philosophy
Solidity / EVM basics (Base chain smart contracts)
Coinbase CDP (Commerce Developer Platform) deep dive
Base node infrastructure + onchain data analysis
DeFi primitives: AMMs, lending protocols, yield strategies
Compliance & regulatory framing for AI-financial agents
Y
YSKAIPE
is the
bridge
🤝
shared
stack
parallel
signal

Anthropic is defining what safe, beneficial AI looks like at scale. YSKAIPE's Human-Cohesive AI framework — human-in-the-loop, vibe-first, sovereignty-preserving — is built on the exact principles Anthropic cares most about.

Developer Experience / DevRel Product — Claude API & Agents Prompt Engineering Lead AI Safety Researcher (Applied) Human-AI Interaction PM Claude for Work / Enterprise
Claude API — primary reasoning engine in YSKAIPE pods
Claude Code — agentic vibe coding sessions, streamed live
Prompt engineering — system prompts, chain-of-thought, tool use
Multi-agent orchestration with Claude as primary agent brain
Human-in-the-loop design — "ask before acting" patterns
Constitutional-style vibe rules files for pods
Hallucination mitigation in CrewAI (documented publicly)
Real production usage of Claude — not demo prompts, actual shipped systems
Human-cohesive AI philosophy that aligns with Constitutional AI values
Builder-teacher hybrid — build log + live streams educate the ecosystem
Cross-model benchmarking: Claude vs Grok vs GPT-4o vs Gemini in real use
Constitutional AI + RLHF fundamentals (reading + replication)
Claude's extended thinking + tool use patterns at scale
Interpretability basics: mechanistic interp papers, activation steering
Model evaluations: building evals for YSKAIPE pod quality
Fine-tuning pipelines & dataset curation for vibe-matching
Where Both Paths Converge — The Shared Stack

Every skill built here strengthens both tracks simultaneously. This is the leverage.

Agentic Architecture

CrewAI, multi-agent orchestration, human-in-the-loop patterns — core to both Coinbase Agentic Wallets and Claude's agent products.

Build in Public

Weekly streams, live debugging, public repos. The strongest signal for both DevRel and PM roles at tech-first companies.

Human-Cohesive AI

Autonomy with guardrails, vibe-first intelligence, sovereignty preservation — resonates at Anthropic for safety and at Coinbase for user trust.

Python + FastAPI

The backbone of every YSKAIPE pod. Directly applicable to API product work, agent tooling, and backend systems at both orgs.

Bitcoin Protocol

Deep BTC literacy is table stakes for Coinbase. It also informs AI-financial agent safety — directly relevant to Anthropic's applied research.

Prompt Engineering

YSKAIPE pods run on carefully crafted system prompts, tool use chains, and vibe rules. This is core craft at Anthropic and product-critical at Coinbase AI features.

Community Trust

@Bitcoin_Natives + @yskaipe daily presence. Ecosystem credibility is everything in both crypto and AI — it compounds over time.

Cross-model Benchmarking

Running Claude, Grok, Gemini, GPT-4o side-by-side in real production. Rare practical knowledge that both product and research teams value.

Doing Now — While Building YSKAIPE

Active Parallel Work

Ship crewai-bitcoin-pod to production — direct Coinbase signal
Deepen Claude API tool use + extended thinking patterns in pods
Document every build decision publicly — the portfolio builds itself
Engage Coinbase developer community via Base ecosystem events
Read Constitutional AI paper + write public response/application post
Build vibe-match eval framework — maps to Anthropic model evals work
Building Toward — Q2–Q3 2026

Targeted Depth

Coinbase CDP integration demo — agentic wallet flow end-to-end
EVM / Solidity basics course (Sprint pod format, shipped live)
Anthropic API — build a public Claude-powered tool with evals
Interpretability intro: replicate a mechanistic interp result publicly
DeFi protocol deep dive pod — document AI agent safety patterns
Reach out to both DevRel orgs via built portfolio + community presence
Build in public. Build toward something.

"Every session ships signal. The pod is the portfolio.
Coinbase, Anthropic, and a sovereign internet are all in the same direction."

YSKAIPE · Human Cohesive AI · The pod is the portfolio · Sovereignty first