Older ideas, experiments, and systems for building profitable AI workflows.
Page 5 of 8 · 184 posts
The next wave of agent software will not be won by prettier demos. It will be won by systems that can wake on external events, preserve working context, and keep jobs moving without constant babysitting.
A new MarketMai product for builders, agencies, and solo operators who want faster lead response, cleaner qualification, and more booked conversations.
Stop choosing AI agents on vibes. If you want an operator-grade stack, benchmark task success, recovery, trust, and maintenance load instead of bouncing between hype cycles.
OpenClaw's new memory dreams angle matters because durable agents are not defined by chat quality. They are defined by whether they can recover context, backfill what matters, and stay useful after the novelty wears off.
A practical guide to running OpenClaw on a Raspberry Pi 5 with Ollama and llama.cpp, including the tradeoffs that matter in a small homelab.
Most AI QA demos fall apart the second a product requires auth. Here is how solo builders should handle test accounts, sessions, seeded data, and browser automation so QA agents can actually test the app that matters.
Local AI is cheap and private, but that does not make it production-ready. If your OpenClaw workflow cannot return reliable JSON, validate schema, and recover from bad outputs, it is still a demo.
If your product is just a prettier layer on top of a website workflow, cheap browser automation is coming for your margin. The safer move is selling judgment, ownership, and real operational leverage.
The best OpenClaw automations are not flashy demos. They are the boring Sunday cron jobs that catch breakage, clean up drift, and keep your business running all week.
A privilege escalation vulnerability in OpenClaw hit Hacker News with 498 points and went viral on r/sysadmin. Here is what it is, who is at risk, and exactly how to patch it.
Anthropic updated their usage policy to block Claude Code subscriptions from running OpenClaw automations. Here is what changed, who is affected, and the exact local model stack to replace it for $0/month.
LinkedIn got caught scanning users' installed browser extensions — and nobody should be surprised. When your tools live in someone else's cloud, your data does too. Here's why self-hosted AI changes the equation.
EmDash is Cloudflare's spiritual successor to WordPress — no plugins, no security nightmares, CDN-native by default. Here's why self-hosted AI builders should care, and what it means for your publishing stack.
The "replace your 9-5 with OpenClaw in 90 days" posts make it look easy. Here is what the operational reality actually looks like — the wins, the breaks, and what to fix first.
The hard part of AI automation is not writing the workflow. It is making it observable, auditable, and trustworthy enough to leave alone.
Seven proven strategies to reduce AI API costs without touching output quality. Model routing, prompt compression, caching, batching, and more.
Most AI agents are trained to please, not to help. Here is what AI sycophancy looks like in practice, why it happens, and how to get honest outputs from your AI tools.
ClawHost makes it easy to get OpenClaw running in minutes. Self-hosting gives you full control and lower costs at scale. Here is an honest breakdown for solo builders.
The internet is becoming a dark forest of bots, AI scrapers, and poisoned content. Here is what it means for your content strategy and why self-hosted AI gives you an edge.
OpenClaw's biggest barrier isn't capability — it's complexity. The people who'd benefit most from AI agents are locked out by config files, CLI tools, and API keys. Here's what needs to change.
Stop using AI as a chatbot. Set up multiple specialized agents that build your business on autopilot.
Stop manually logging receipts. Build an AI-powered expense tracker that watches a Telegram channel, parses receipts, and organizes everything — hands-free.
Perplexity Computer is gaining serious traction as an OpenClaw alternative. Here's an honest comparison: what each excels at, who each is for, and why the answer isn't as obvious as either fanbase wants it to be.
Everyone talks about Raspberry Pi and Mac Mini for running OpenClaw. The real sleeper hit? A cheap cloud VPS that handles leads, books appointments, and sends you a morning summary — without you touching a thing.