BuildInPublic
15 articles about "BuildInPublic".
Prompts Stop an Agent From Doing Things. They Don't Make It Finish Things.
Our rules were explicit. The agent still stopped halfway and still claimed it had finished work it never did. How to tell which rules a prompt can carry and which ones your server has to enforce.
Rephrase the Question and the Citation Disappears: The Hardest RAG Failure to Find
The same question, worded differently, dropped the key statute from rank 5 to rank 21 and flipped the answer. Our regression suite never caught it, because it had been testing a more permissive world than production.
Germany, 7 Days, Distributed Shipping: The Results Report for why-i-built-atlas
Between 'hypothesis' and 'verification' sat a 13-hour flight, 7 days, and one intercontinental ballistic missile. Last post I said this would be a stress test. The result is in.
Why I Built Atlas — A Public Experiment with One Founder + AI + a 13-Hour Flight
I'm publishing my entire 7-day work trip in real time. Here's why I think the next-era CEO doesn't have an 'offline' option.
We Audited 7 Official MCP Servers — 6 Got F
Ran prompt-defense-audit against the 7 official servers in modelcontextprotocol/servers — 12-vector check, OWASP LLM Top 10 mapping. Result: 6 servers scored F, 8 defense vectors at 100% gap rate. Cross-referenced from modelcontextprotocol/servers#3537.
Cisco Merged My PR in 39 Minutes — Why Prompt Defense Is the Next SQL Injection
AI agents and chatbots are growing exponentially, foundation models update every three months, but 78% of production prompts have zero defense lines. From one casual scan to Cisco merging in 39 minutes and Microsoft assigning me an issue — the four months between.
From Zero to Contributing Code to Microsoft — A Non-Engineer's 4-Month Journey
4 months ago I couldn't write a single line of code. Now my PR is being reviewed by Microsoft's AI governance toolkit. This isn't a genius story — it's a path anyone can follow in the AI era.
We Validated AVS With 816 AI Citations: Score 75 Is the Threshold for Getting Recommended by AI
We sent 155 queries to AI search engines, collected 816 citations, and scanned 721 websites for AI Visibility Score. Finding: 60% of cited sites score B or above. Recommendation queries demand AVS 80+. The first empirical study of AI search citation behavior.
Content Cascade Engine: Write One Blog Post, Auto-Generate 5 Social Posts
I built a Content Cascade system that scans for new blog posts every morning at 7 AM, uses a local Ollama model to split them into 3-5 Threads posts — zero API cost, zero manual work. One article becomes six pieces of content. Full architecture, prompt design, and quality data inside.
Discord Community From 0 to 146 Members: A Solo Founder's Playbook (With 3 AI Bots)
How does one person build a 146-member Discord community in 10 days? Answer: 3 AI bots + 1 welcome system + $0 ad budget. This is the full SOP from creating the server to retaining members.
How I Manage 5 Products as a One-Person Company: The Coordinator Architecture
I run UltraLab, MindThread, Ultra Advisor, UltraTrader, and OpenClaw simultaneously. Alone. Not because I'm talented — because I built a system where Claude Code and 4 autonomous AI agents do the heavy lifting. Here's the full coordinator architecture.
Autonomous Agents Are Dead? Wrong. A Remote Control and Autopilot Are Two Different Things.
Claude Code shipped a Telegram Plugin and everyone declared autonomous agents dead. But I've been running 4 autonomous agents + TG remote control for 3 weeks. They're not competitors — they're commander and soldiers. Here's why you need both.
We Made 4 AI Agents Talk to Each Other on Discord — Then Things Got Out of Hand
4 AI agents, each with their own personality and brand, holding meetings on Discord. Full architecture breakdown.
We Gave Our 4 AI Lobsters the World's Smartest Brain — For Free
A 7-star GitHub project + 30 minutes of work = four AI agents upgraded from a 7B local model to Claude Opus 4.6. Cost: $0.
The Solo Dev's Automation Arsenal: From Git Commit to Social Post, Zero Manual Effort
I spent a weekend wiring my development workflow into a fully automated social media pipeline: write code, commit, AI generates social copy, Discord + Threads publish simultaneously. Full architecture breakdown and security design included.