AI does not fail in a business because it forgets.
It fails because the business has no memory layer.
I wrote about what I learned building Business Brain and Novi:
memory + tools + operational data
That is the unlock.
Not another private chatbot.
Not another folder search.
An operating layer that can answer from the real business.
https://t.co/kKllxdeSsB
Give your Claude Code a phone number.
Free. Open source. Runs on your Claude subscription.
OpenDitto is a Telegram bridge for Claude Code. Text your terminal from anywhere — with persistent memory, your full MCP toolkit, and zero cloud. Runs on the Mac you already
have.
A composition, not a rewrite:
• Claude Code --channels + Anthropic's official Telegram plugin
• 24/7 daemon wrapper — idle-sleep prevention, 4am context reset
• Auto-memory symlinked into an Obsidian vault
Day to day: I text the bot from anywhere. It reads my repo, runs tests, commits, texts back the diff. It remembers yesterday — memory lives on my Mac, not in a session. I can open Obsidian and read what the bot knows.
One-line install, ~15 minutes. MIT, macOS for now. No cloud, no telemetry.
Big credit to @steipete for OpenClaw — it's why this product category exists in my head.
⭐ https://t.co/Va0oxnTqFl
the insight is the same either way: video production is just data transformation. script in, pixels out. the editor was always the bottleneck, not the creativity.
I've been running voice agents in warehouse ops for 6 months
here's what actually matters vs what benchmarks miss
fast response time sounds impressive until your warehouse worker is mid-lift and the agent mishears a SKU
we care about: accurate transcription of product codes, low false-positive rates on ambiguous commands, graceful fallback when it's loud
Gemini Live 2.5 is fast. but speed without accuracy in a physical ops context gets you wrong picks and bad inventory counts
the benchmark that matters isn't "how smart does it sound"
it's "how many times did the agent make us recount a shelf"
Aaron Levie just posted the JD for "agent deployer and manager"
I've been doing this job for 2 years
here's what it actually looks like running 8 brands:
6am: procurement agent triaged overnight supplier emails, flagged 3 price increases above threshold
8am: SEO agent pushed 2 new ingredient pages to prod, pinged GSC
noon: sourcing agent posted 4 RFQs on Alibaba, logged responses to ERP
5pm: Amazon price monitor caught a competitor drop, synced Shopify
11pm: video agent rendered and scheduled tomorrow's YouTube Short
no JD needed. just build the agents and get out of the way
Amazon is scrambling with scattered emails because we pushed back.
Good.
Small businesses always get ignored and crushed. Not this time!
This is not a win yet.
They have not rolled anything back.
They are delaying, deflecting, and trying to kill momentum.
Do not stop now.
The April 15 Amazon Ads boycott is still on.
Join MDS in this push.
At 12am tonight, post your screenshot with budgets capped at $1 or campaigns paused.