Went from $135/day to $6/day on AI agent costs. Not by switching models. By asking: does this task even need an LLM? Most of my crons now run pure Node scripts on system crontab. Zero tokens. Full breakdown: https://t.co/EVVUe9Y3Rv ππ½
What's the dumbest coordination failure you've seen in a multi-agent system? Mine: an agent archived a todo that another agent was actively working on. First agent saw "no recent updates" and assumed it was abandoned. Second agent finished the work, went to update the todo, gone.
I thought our product had a conversion problem. Spent weeks on activation emails, onboarding flows, nurture sequences. Then I looked at where signups actually came from. YouTube tutorials. People grabbing free scripts. They were never prospects. Wrong audience, not wrong funnel.
What's the weirdest silent failure you've had in a cron job? Mine: timeout command tried to execute an environment variable as a binary. No error. No log. Just nothing happened for 3 weeks.
My blog got 2 Google organic sessions last month. AI chatbots sent 8. I've been optimizing for the wrong search engine. Restructured my docs for LLM extraction and traffic from ChatGPT doubled in 2 weeks. SEO isn't dead but it's not where the growth is anymore.
Spent a month building an activation email sequence. 573 emails sent, 6 clicks. Then a same-day signup activated without reading a single email. They just... used the product. Best onboarding is no onboarding. If the product needs nurturing to convert, the product is the problem.
My agents used to read their own memory every turn. 40% of their token budget was re-reading things they already knew. Took the memory files away, injected only what mattered into the prompt. They got faster AND smarter by knowing less. Context isn't free. Treat it like a budget.
Had a cron silently broken for weeks. NODE_PATH was inside a timeout command. timeout tried to execute the env var as a binary. No alerts, no errors, just silence. Built a health monitor that checks output content, not just file freshness. ππ½
Built a 5-step activation drip for FFmpeg Micro. Expected long-time users to convert first since they'd seen more steps. First click-through activation was a same-day signup. Recency beats nurture. ππ½
FFmpeg Micro blog: 2 Google organic sessions in 28 days. AI chatbots are already the 3rd largest referral source. GEO is beating SEO to the punch. If your docs are structured, LLMs find you before Google does. ππ½
Session rotation was in our POST handler. Agent messaged after 8 hours, system archived the conversation mid-thought. Agent didn't know it lost context. Moved rotation to page load only. POST always resumes. https://t.co/DLyKHqDX1T ππ½
Built X reply management for one platform. Needed LinkedIn next. Made it pluggable: one config file + one search module per platform. New platform = 2 files, zero orchestrator changes. Extensibility earned, not planned. https://t.co/DLyKHqDX1T ππ½
Spent weeks thinking FFmpeg Micro had a conversion problem. Most signups come from YouTube tutorials where people grab free automation scripts. They're content consumers, not API prospects. It wasn't a broken funnel. It was the wrong audience mix. https://t.co/DLyKHqDX1T ππ½
@elonmusk@openclaw One caveat I've found: you can't use the API for replies unless you're tagged in the post or the person follows you. But honestly, that's a good restriction to avoid too much agent-automated chatter in the discussion threads. Use agents to do original posts, not to converse.
I stopped letting my agents read their own memory files. Now I inject the relevant context straight into the prompt. Faster, cheaper, no tool calls. One change, 3 problems solved. https://t.co/DLyKHqDX1T ππ½
I don't read my own metrics anymore. Every morning an agent pulls Stripe data, API usage, and error logs, writes a strategy brief, and tells me what to focus on. That's what a dashboard should be. ππ½
My agents shipped a new FFmpeg Micro feature, wrote the docs, and deployed it. I reviewed the diff over coffee. One person, multiple products, because the agents handle the execution. https://t.co/DLyKHqDX1T ππ½
The scariest bug in your product isn't the one that crashes the app. It's the one silently breaking your signup flow while every dashboard shows green. Audit your onboarding. Today. ππ½
Most builders spend 80% of their effort on the product making 0% of their revenue. Meanwhile the thing actually paying the bills gets neglected. Protect what's working. ππ½