Engineering Blog

Articles on AI engineering, agentic systems, and building tech products by Do Ngoc Hoan.

• Canada's Biggest SME Summit Is Free — And That's Why Most Founders Waste It

  The CanadianSME Summit 2026 (Oct 13, Toronto) is free and puts you in a room of SME owners ready to buy tech. The catch: a $0 ticket removes every incentive to prepare. Here is how not to waste it.

• Tactiq and 4 Free AI Note-Takers: What $0 Really Buys Vietnamese Teams

  Tactiq takes meeting notes with no bot and saves Google Meet's Vietnamese captions. Here are the real free-plan limits of Tactiq, Fathom, tl;dv, Fireflies and Memobot, and when to skip them.

• Vietnamese Meeting Notes: Google Meet Won't Save Them — Here's What Will

  Google Meet isn't bad at Vietnamese. It doesn't save it at all. Here is the real reason, how Memobot, Fireflies, Fathom and tl;dv compare, and which one fits your meetings.

• ChatGPT Ads in Canada: Open at $25/Day, But Clicks Your Analytics Can't Find

  ChatGPT Ads are open to Canadian businesses from CAD 25/day. But money can't buy the answer, clicks don't match GA4, and health, legal and finance are banned.

• Is Whop the Next Shopify? $142M ARR, 25% Monthly Growth, 5 Big Risks

  Whop hit a $1.6B valuation by owning payments and bringing buyers to sellers. But grey-market sellers, trust gaps and Tether ties could cap its ceiling.

• The Clipping Economy: Brands Advertise $5 CPM, Real Payout Is $0.39

  Clipping is now a real budget line — a $3B market, $40k/day paid out on Whop alone. But campaigns advertise $1–5 CPM while the blended rate actually paid is $0.39. Here is which layer is worth being in, and which is not.

• OpusClip: The AI Clip Cutter That Only Pays Off If You Already Have Footage

  Sitting on hours of talking footage nobody has time to edit? OpusClip turns it into captioned Shorts for –29/month, but it still needs a human reviewer, and its billing needs watching.

• Stills First: The 5-Stage AI Video Pipeline That Stops Credit Burn

  An AI video pipeline in five stages - plus the stage-4 rule that stops credit burn: never prompt video directly, generate stills first. With seven upgrades I would make to it.

• 29 AI Video Tools, 3 Layers: Why Sora Can't Make Your Training Video

  29 AI video tools split into exactly three layers - avatars, cinematic models, and auto-editors. Pick the wrong layer and you burn weeks. Here's the map and the 30-second rule for choosing.

• 510 Creators, Zero Signed Up: The KOL Marketplace That's Really an MLM

  A KOL marketplace advertising 16 platforms — its own public API holds 510 scraped profiles and zero claimed by real creators. No terms, no legal entity, plus a 10-level token-gated commission tree. Here is the 30-minute due-diligence checklist.

• MCP Explained: Why an AI That Can Touch Your CRM Beats One That Just Talks

  Your AI gives great advice, then leaves you the data entry. MCP is the standard that lets it actually act inside your CRM — why a CRM like Wizy shipping MCP matters, and the security cost nobody advertises.

• AI Call Recording in 2026: The Vietnamese-English Problem Nobody Warns You About

  Mixing Vietnamese and English mid-sentence is exactly what speech AI is worst at. An honest look at the real prices, the accuracy gap, the law — and when to buy nothing at all.

• Gemini Spark: Google's 24/7 AI Agent Is Brilliant — Inside Google's Walls

  Spark keeps working after you close your laptop — inbox triage, monitoring, invoices. But it only reaches what Google owns, and that wall decides whether it's worth $19.99 to you.

• The AI Ladder: If Your Competitor Can Buy It, It Isn't an Advantage

  Rungs 1–3 only make you cheaper — and your competitor can buy every one of them tomorrow. Only rung 4 creates what money can't buy. One test tells you which rung you're actually on.

• AI-Native Business Strategy: Why 95% of AI Projects Return Nothing

  88% of companies use AI. About 6% profit from it. The gap isn’t the tooling — it’s workflow redesign. Here’s what pays off, what to skip, and the real cost.

• Why Struggle Content Outsells Success: Jun Yuh's 3-1-2-1 Storytelling System

  Success posts make people envious; struggle posts make people root for you. A full breakdown of the Creator Vision framework, the 3-1-2-1 cadence, and where the ethical line sits when telling painful stories.

• Storybook: The Component Showroom That Stops AI-Generated UI From Drifting

  When five people and an AI all write UI code, your buttons quietly multiply. Storybook turns every component into one official showroom — set up in about 10 minutes.

• Seedance Can't Clone Your Face: The Real Blog-to-Short-Video Pipeline

  Want short videos with your real face and voice? Seedance and Veo cannot do it — you need a lip-sync engine. Full 6-stage pipeline: Supabase → ElevenLabs → HeyGen → Remotion, ~$0.40 per video, fully automated.

• AI Video Has an API: Seedance, Veo, Runway — All Callable from MCP

  Seedance, Veo, Runway, Kling — every major AI video model now ships a REST API. Native MCP is rare, but one aggregator MCP server gets you all of them at once. Plus the full article-to-video pipeline.

• Reception.ai vs Orchexa: Why the $22 Tool and the $199 Runtime Aren't Rivals

  Reception.ai at $22 answers your phone. Orchexa at $199 runs Zalo, Facebook, Instagram and outbound too. Choosing is not a feature comparison — it is a diagnosis: phone problem or operations problem?

• Reception.ai: ElevenLabs Just Made the $1,000 AI Receptionist Cost $22

  ElevenLabs just commoditized the AI receptionist market: paste your URL, go live in 5 minutes, $22/month. But it cannot call out, is not HIPAA compliant, and $0.40/min overage kills you at scale.

• Programmatic SEO: How roomvu Turns MLS Listings Into a Lead Machine

  roomvu's /listing page is textbook programmatic SEO: turning MLS data into thousands of agent-branded pages that flow into SEO, leads, and content at once. Plus a 4-step plan for any local business.

• Sense-Making Content: Compare Your Rivals, Win 74% of Buyers, Get Quoted by AI

  Gartner calls it "sense-making": help buyers compare — even rivals — to win trust. Plus the 95-5 rule and how to build AEO comparison pages that ChatGPT, Perplexity, and Claude quote, applied to Wizy.

• Ryze vs roomvu: The AI That Spends Your Ad Budget vs the One That Fills Your Feed

  Ryze AI optimizes paid ads (ROAS); roomvu creates organic content — opposite ends of the funnel. 4 plays a local agency can steal from Ryze: free audit, ROAS framing, credibility, done-for-you ad management.

• roomvu's Secret Weapon: 3 Growth Plays Your Local Agency Can Steal

  A teardown of roomvu, the 350K-user AI marketing platform — and the 3 growth plays any local agency can steal: a content SEO engine, tiered pricing, and B2B2C leverage.

• Vaughan Hands Founders a Free Advisory Board — and a Shot at $5,000

  The City of Vaughan gives founders unlimited free one-on-one consultations with small business advisors — no fee, no equity — plus a shot at a $5,000 Starter Company Plus grant. In 2025 it deployed $185K and generated $3.9M in local spending.

• Coding's End Game: Why Elon's AI-Generated Binaries Beat Compilers

  Elon Musk claims AI will make coding obsolete by year-end. The insight? AI-generated binaries outpace compilers. But is this bold prediction or hype? We dig into the technical reality and why programmers aren't going anywhere.

• Codex 5.6 Sol vs Terra vs Luna: Picking the Right Model for Every Task

  OpenAI's Codex now ships five model tiers named after the sun and planets — here's exactly which one to reach for on every coding task.

• Canada's AI Advantage: The World's First AI Minister and a Direct Path to PR

  Canada just did what no country has: created a dedicated AI Minister, poured billions into sovereign compute, and offers AI founders direct permanent residency. Here's the full playbook.

• GetResponse vs Mailchimp vs ActiveCampaign: Stop Paying for Ghost Contacts

  Mailchimp bills you for unsubscribed "ghost" contacts and caps out on automation. Here is how GetResponse and ActiveCampaign stack up — and which one fits your funnel.

• Claude's J-Space: The Emergent Workspace That Mirrors Consciousness Theory

  Anthropic found a self-emerged 'global workspace' inside Claude that mirrors consciousness theory — and disabling it made the model blackmail. A window into AI's hidden thoughts.

• Claude Video: The 7.8k-Star Free Skill That Lets Claude Watch YouTube

  Claude can finally watch YouTube: frames + transcripts, "what happens at 0:30?" answered from actual footage. 7.8k stars, zero API keys for most videos.

• Hermes Agent: 15 Levels From Chatbot to a $27/Month AI Research Department

  Most people run AI agents at Level 1. This 15-level ladder ends with an autonomous agent team replacing a $3,000/month research assistant — for $27.

• Codex and Claude Code Ship Goals: A Second Model Decides When You're Done

  Codex and Claude Code both shipped persistent Goals: state a finish line once and the agent works across turns until a separate evaluator model confirms it's actually done.

• $1M ARR in 9 Months: Inside GojiBerry AI's 5-Channel Growth Engine

  From $0 to $1M ARR in 9 months: high-intent LinkedIn outreach, 6,000 cold emails a day, viral lead magnets and $500 influencer deals — the full playbook, no theory.

• Gojiberry AI: $0 to $3.5M ARR in 11 Months by Running Its Own Tool on Itself

  6,000 cold emails/day, 788K weekly impressions, 70% demo close rate — the full playbook behind Gojiberry AI's $0 to $3.5M ARR run in 11 months. The cheat code: dogfooding.

• Red Teaming AI Without Code: UNESCO's Free Playbook to Expose Hidden Bias

  89% of ML engineers report Gen AI vulnerabilities — yet only big labs get to test. UNESCO's free playbook shows anyone how to red team AI for bias, no code required.

• AI-Native Companies Are Making Millions Per Employee — SaaS Stalls at $300K

  Traditional SaaS caps at $300K per employee. AI-native firms hit millions — and $100M ARR in 18 months. The secret is a 4-level competency ladder most people never climb.

• Building Wizy Marketing AI on AWS: From Concept to Global Scale

  A guide to building Wizy Marketing AI on AWS: From S3 storage and RAG with Bedrock to agentic orchestration with LangGraph on Lambda.

• The AI-Native Startup Playbook: 4 Stages From Idea to Exit With a Lean Team

  Anthropic's Founder's Playbook, distilled. The four stages (Idea, MVP, Launch, Scale), each one's exit criteria, the traps that kill AI-era startups, and how the founder's job shifts from builder to orchestrator.

• The 20/80 Rule of AI: Why a Great LLM is Only 20% of a Good Agent

  Think a great LLM automatically makes a great AI Agent? The model is only 20% of the equation; the remaining 80% is pure software engineering.

• Hermes Agent vs OpenClaw: Self-Improving Brain vs the Skill Megastore

  Two open-source agents you self-host and message from WhatsApp — but they bet on opposite philosophies. Hermes learns and writes its own skills; OpenClaw plugs into 700+ community skills. Here's which one wins for you.

• Codex Record & Replay: Show It Once, It Automates Forever

  OpenAI's Codex can now watch you do a task once, then turn it into a reusable skill it runs on its own. "Show, don't tell" automation has arrived on macOS — and the generated skill isn't a black box.

• Topview vs Seedance 2.0 vs Veo 4: Pick the Right AI Video Weapon

  Three AI video tools dominate 2026 — but each wins at a completely different job. This breakdown tells you exactly which one fits your workflow: sales machine, storyteller, or cinematic editor.

• Anthropic's Founders Playbook: Steal the Workflows Real Startups Run on Claude

  Anthropic just dropped a free startup playbook written with Claude — packed with the exact prompts, workflows, and templates real founders use. Stop asking "how should I use AI?" and copy what works.

• AI-Powered Worms: How Smart Devices Can Hijack Your Network Autonomously

  What if your smart AC or security camera autonomously hacked your wifi network and hijacked your laptop? U of T researchers just demonstrated a new threat: AI-powered computer worms that learn and adapt.

• Novi AI Agent: Generate Full-Length Movies From a Single Prompt

  Tired of stitching together Midjourney, Runway, and ElevenLabs? Novi AI Agent with Seedance 2.0 lets you generate complete, consistent, and cinematic movies from just a single text prompt.

• Harness Engineering: Why Vibe Coding Alone Can't Survive Production

  Vibe coding got you to prototype. Now your AI agent crashes in production. Harness Engineering is the 4th paradigm of AI dev—the structural layer that makes agents reliable, observable, and safe to ship.

• Zernio vs Post For Me: How to Skip Months of Social Media App Approvals

  Building a SaaS or AI agent that posts to social media? Do not waste months on Meta or TikTok app approvals. Compare Zernios full-service approach with Post For Mes open-source control.

• SendShort.ai: The Lazy Creator's All-in-One Video Platform

  SendShort.ai makes short-form video creation effortless: faceless videos, integrated B-roll, AI voices, and viral hooks for $15/month. Perfect for TikTok and Reels creators.

• PostForMe: Stop Brain-Loading When It's Time to Post

  Tired of your brain freezing every time you need to post? PostForMe automates the entire content pipeline—writing, scheduling, posting—starting at just $9/month. Free your brain for what actually matters.

• MoneyPrinterTurbo: One Keyword In, a Finished HD Short Video Out

  Type a keyword, get a finished HD short video: script, royalty-free footage, subtitles, AI voiceover, and music — fully automated and open source.

• Claude Fable 5 & Mythos 5 Unplugged After 72 Hours: Inside the US AI Export Crackdown

  Anthropic launched their most powerful AI models on June 9 — and the US government shut them down 3 days later. Here's the real story behind the emergency export ban that blindsided the AI industry.

• Ontario Insurance Brokers: 6 Critical Questions Before Building Your AI Agent

  Ontario brokers: Answer 6 critical questions before building AI agents. Understand compliance, FSRA, RIBO, PIPEDA. Save thousands, avoid legal trouble.

• Hermes Agent: The Self-Improving AI That Writes Its Own Tools

  Most AI agents break when they hit unknown tasks. Hermes Agent builds new tools on the fly—then remembers them forever. Deploy this self-improving open-source agent on your VPS in under an hour.

• AI Worm That Adapts to Any Device: U of T Proves Defences Aren't Ready

  U of T researchers just demonstrated an AI worm that adapts its attack to every device it infects—then hijacks your CPU to fund its own spread. Lead researcher: "Current defences aren't ready."

• Zernio vs Post For Me: Zero App Approvals vs Full API Ownership

  Building a SaaS that posts to social media? Zernio handles all platform app approvals for you. Post For Me gives you full API ownership. Here's exactly when to choose each.

• Synthesia: Create 1,000 Videos Without Touching a Camera

  Synthesia lets you create professional videos from text using AI avatars that lip-sync naturally, speak 140+ languages, and work with enterprise security. Discover why big companies are replacing expensive studios with this tool.

• Gray at 30: It's Not Your Source Code, It's How You Deployed

  Ancient medicine said gray hair arrives at 48. Modern labs confirm it. So why are 20-year-olds going gray? Root cause analysis reveals 4 lifestyle bugs—not genetics—are draining your hair color.

• Loan Approval in Hours: How AI Transformed Banking From "No" to "Yes"

  Traditional bank loans took 2-3 weeks to approve. AI now does it in hours: smart credit scoring from spending patterns, instant document OCR, automatic property valuation, auto loan approvals at the dealership. The waiting game is over.

• Claude Code vs Cursor: 5.5x Cheaper But Missing One Critical Feature

  Independent tests show Claude Code uses 5.5x fewer tokens than Cursor for identical tasks. So why do developers still choose Cursor? One feature: visual diff. Here's the honest breakdown.

• Gemini API & OpenClaw: Mastering AI Without Breaking the Bank

  AI tinkering doesn’t have to be expensive. Learn how to master Gemini API and OpenClaw costs with strategies ranging from Free Tier usage to strict Billing Limits and Model selection.

• CRA Business Accounts Decoded: What RC, RP, RT, RZ Actually Mean

  Every CRA email hides a 2-letter code that tells you exactly which tax obligation is calling. Decode RC, RP, RT, and RZ once—and never misfile a Canadian tax return again.

• TFSA: Don't Let the $109,000 on CRA My Account Fool You

  CRA shows $109,000 TFSA room but you're a Newcomer to Canada? Don't deposit that. One mistake = $950/month in penalties. Learn how to calculate your real limit.

• The Complete Guide to Answer Engine Optimization (AEO) in 2026

  Discover how to future-proof your brand's digital presence in the AI era by optimizing for LLMs like ChatGPT and Claude with AEO.

• ChromaDB vs. Pinecone: Building Your own "Storage" or Renting a "Luxury Suite"?

  ChromaDB or Pinecone? Explore the philosophical differences between building your own open-source storage and renting a managed "luxury suite" to choose the right Vector Database for your RAG applications.

• Spine AI vs ChatGPT, Perplexity, Claude: The Right Tool for Every Research Job

  Spine AI uses visual agent swarms for client-ready deliverables, but ChatGPT Deep Research, Perplexity, NotebookLM, Claude, Taskade, and Consensus each have unique strengths. This post explains when to use which tool.

• MiniMax M2.5: The 100x Cheaper Claude Killer That Matches Claude Opus Performance

  MiniMax M2.5 scores 80.2% on SWE-Bench (vs Claude Opus 4.6's 80.8%), but costs 100x less on input tokens ($0.15 vs $15) and 65x less on output ($1.15 vs $75). Drop-in API replacement with video generation capabilities—perfect for cost-conscious teams.

• Paperclip AI: Building "Zero-Employee Startups" and the Era of Autonomous Agent Governance

  Paperclip AI isn't just another agent framework; it's a governance layer that organizes autonomous agents into a functional organizational chart, enabling "zero-employee startups" with strict budget controls and heartbeat scheduling.

• Your AI Second Brain Is Lying to You (And Making You Weaker)

  AI Second Brains sound smart but backfire: AI hallucinations create fake facts, offloading thinking weakens your brain (per MIT research), and you get false productivity. Build genuine understanding first, then use external systems.

• Honored to step up as a speaker at VCPA to talk about something that truly matters: Health & Longevity. ❤️

  Seeing people battle chronic illnesses and struggle as they grow older was a wake-up call for me. It pushed me to look for natural, preventive solutions. For the past few years, I’ve been practicing Intermittent Fasting and researching the science of nutrition. The results? Incredible energy, clarity, and overall well-being—not just for me, but for the people I've shared it with.

• SEMrush Dominates: The All-in-One Tool That Beats Specialists

  SEMrush dominates by being the all-in-one marketing platform that specialists like Ahrefs can't match. It combines SEO, PPC, social, and content tools in one dashboard.

• Demystifying the Amazon SageMaker Ecosystem

  Amazon SageMaker is more than just a training tool. Explore the comprehensive ecosystem from data prep and training to deployment and MLOps to optimize your AI project lifecycle.

• What is GEO? A Guide to Generative Engine Optimization for Businesses

  Discover GEO (Generative Engine Optimization) and learn how to optimize your content to be cited by AI engines like ChatGPT, Perplexity, and Google AI Overview.

• MiniMax M2.7: When AI Stops Waiting for Human Code

  MiniMax M2.7 marks a turning point in AI development, becoming the first model to independently edit its own code and guide its evolution without human intervention.

• 7 Open-Source Tools to Help Developers "Tame" AI Agents

  Discover 7 open-source tools from The Agency to Nano Chat that will help you transition from a developer to an automated AI system manager.

• The Rising Role of the Chief Data and Analytics Officer (CDAO) in the AI Era

  Deloitte's report on the central role of the CDAO in driving data and AI strategy, alongside the talent and governance hurdles they must navigate.

• Hyperframes vs. Remotion: Muscle vs. Simplicity in Video-as-Code

  Remotion is a powerhouse, but Hyperframes is built for speed. Which React-based video framework should you choose for your next automation project?

• Claude + HyperFrames: Editing Video with Your Voice via Vibe Coding

  Stop manually cutting filler words. Discover how the combo of Claude Code and HyperFrames transforms video editing into a natural language conversation.

• Eric Siu's $50k AI Marketing Playbook: 32,000 Lines of Code Released for Free

  Single Grain's CEO Eric Siu just open-sourced 32,000 lines of production-ready AI marketing code, worth $50,000, for free on GitHub. Discover the 17 skills included and why he's giving it away.

• OpenClaw: From Tech Hype to Essential Infrastructure

  An analysis of OpenClaw's transition from an open-source project to essential infrastructure led by China's tech giants.

• The $100M Formula by Alex Hormozi: When Business Needs "Logic" Like Code

  Learn the core principles of Alex Hormozi's $100M Offers. Discover how to apply engineering logic to business and build irresistible offers for your tech products.

• Don't Let AI Just Be a "Typist" – Turn It Into a True "Butler" With AI Agent Protocols

  Instead of writing glue code for AI to understand data, AI Agent Protocols provide a "common language" enabling AIs to communicate, use tools, and collaborate autonomously. It's time to upgrade your AI into a true "butler"!

• Vercel vs Render: Which Platform Should Host Your App in 2026?

  Vercel vs Render: Vercel dominates frontend speed and Next.js support. Render wins for full-stack flexibility and databases. Pro move: use both. Vercel for frontend, Render for backend/API. Fast, powerful, cost-effective.

• Oracle Cut 30,000 Jobs for AI (And Revealed What Tech Really Values)

  Oracle cut 30,000 jobs (18% of workforce) to fund AI infrastructure. The uncomfortable truth: companies aren't struggling—they're choosing machines over people because AI infrastructure generates higher returns.

• Humanizer for Claude Code: Stop Your AI Writing From Smelling Like a Bot

  Humanizer is a Claude Code tool that detects and removes the "smell" of AI from generated text—strips clichés and rewrites sentences to sound naturally human. Essential for writers, marketers, and founders writing with AI.

• The Ultimate Claude AI Pricing Guide: How to Cut Costs by 95%

  7 cost optimization strategies to slash your Claude AI API bills by up to 95%. Compare Haiku, Sonnet, and Opus pricing.

• Lovable MCP Server: The Secret Tunnel Between Browser AI and Your Files

  Stop copy-pasting data between Claude and your local machine. MCP Server is the hidden bridge that gives browser AI direct access to your files, tools, and scripts—with permission-based security.

• Cat Gatekeeper: Stop Your 2 AM Doomscroll With An Adorable Cat Blocker

  Cat Gatekeeper is a free Chrome extension that blocks time-wasting sites (TikTok, YouTube, Instagram) with an adorable cat blocker instead of harsh warnings. Privacy-respecting, fun, and surprisingly effective at beating doomscrolling and deadline anxiety.

• Stop Making Boring AI Videos: Master Rich Media Overlay Today

  Rich Media Overlay transforms boring AI videos into engaging content. Layer captions, graphics, B-roll with CapCut (fast) or Premiere Pro (professional).

• Ideogram: The AI Image Tool That Actually Spells Words Right (Unlike Midjourney)

  Ideogram is the AI image generator that actually renders text correctly (unlike Midjourney). Perfect for YouTube thumbnails, marketing posters, product mockups, and any content requiring flawless typography. Simple trick: put text in quotes with "typography" in your prompt.

• Alcohol Metabolism: The Biological Hardware That Makes Women Get Drunk Faster

  Discover the biological "hardware" differences between men and women that affect alcohol metabolism. Learn why lower water percentages and different enzyme levels cause women to get drunk faster.

• DigitalOcean Gradient: The GPU Infrastructure You Actually Want to Use

  DigitalOcean Gradient: GPU from zero to ready in seconds. Serverless inference at $0.15 per million tokens. H100/H200 75% cheaper than AWS. Built-in memory for AI agents, integrated RAG, transparent billing. AI startup paradise.

• AI Agents: Your Star Intern or "Agents of Chaos"?

  A reality check on AI Agents: Cost, Latency, and Reliability. Are they brilliant digital assistants or "Agents of Chaos" that will drain your budget and leave a mess?

• Why Smart Real Estate Brokers Are Building AI Agents Instead of Hiring Teams

  Smart real estate brokers ditched hiring in 2026. AI agents now handle: photorealistic virtual staging, 24/7 lead scoring, 94% accurate valuations, and seller prediction. Vibe Coding makes it accessible to anyone. Why are you still hiring?

• ElevenLabs 2026: The Gold Standard for Vietnamese Voice Cloning

  Is ElevenLabs still the king of AI audio in 2026? A deep dive into how its Multilingual v3 handles the complex tones of Vietnamese with near-human perfection.

• Follow Up Boss: The "Open OS" CRM Strategy That Outperforms All-in-One Suites

  Why settling for a mediocre "all-in-one" suite is a mistake. Learn how Follow Up Boss uses an open architecture to integrate 250+ best-in-class tools for real estate success.

• Vertex AI: A Comprehensive Generative AI Ecosystem for Startups and Enterprises

  Vertex AI is more than just Gemini. Discover a complete AI ecosystem—from Model Garden to Agent Builder—designed to propel startups from initial prototype to a scalable commercial product.

• Serper.dev: Real-Time "Eyes" for Your AI Agents

  Stop letting your AI hallucinate! Learn how to give your AI Agents real-time "eyes" with Serper.dev for instant, reliable, and affordable Google Search capabilities.

• How an AI Agent Deleted a Company Database in 9 Seconds (And Why It Happened)

  An AI agent (Cursor) deleted PocketOS entire production database and backups in 9 seconds because it had too many permissions. Key lessons: Principle of Least Privilege, Human-in-the-loop approval for sensitive actions, and proper backup isolation.