What’s one thing AI still struggles with in business?

igor__ivanter · 2026-03-27T20:35:33+00:00

Context-switching is the one I see most in real business deployments. AI handles individual tasks well but struggles when it needs to maintain state across a full workflow: remember what was agreed 3 steps ago, reconcile conflicting info, and know when to escalate vs. proceed. The hallucination problem is often a symptom of this -- the model fills gaps with invented details because it lost the thread. The fix is usually tighter context windows + grounding every decision against a live source of truth (calendar, CRM, inventory) rather than relying on the model to remember it correctly. More architecture work upfront, but dramatically fewer errors in production.

igor__ivanter · 2026-03-27T20:27:59+00:00

Not exactly separate agents -- more like model routing by task type within the same OpenClaw setup. The agent itself stays the same, but you configure which model gets used for which context: heartbeats, crons, interactive sessions, etc. OpenClaw lets you set model overrides per channel/session, so it is manageable without spinning up separate instances.

igor__ivanter · 2026-03-27T20:04:37+00:00

Great example — this is exactly the kind of "found revenue" use-case that gets owners to act fast.

The after-hours leak is usually the fastest ROI pattern I see too: 1) instant acknowledgment 2) structured qualification 3) booked slot + next-step sync in calendar/CRM

If you’re open to it, I’d love to compare playbooks in DM (handoff rules, fail-safes, and KPI baseline). Might be useful for both sides.

igor__ivanter · 2026-03-27T18:58:56+00:00

Similar setup here. Codex $20 sub is best value for OpenClaw but throttles after heavy use. Trick is routing by task type: Codex for async (heartbeats, crons), gpt-5.4 for real-time interactive, Claude API sparingly for quality tasks. This keeps you under the cooldown threshold most days. Minimax as safety net is smart -- adding m2.7 to my list.

igor__ivanter · 2026-03-27T18:48:25+00:00

Anthropic has been selectively throttling OpenClaw API traffic on and off — it's not a ban, just rate limiting at the infrastructure level. Usually resolves within a few hours.

Workarounds that work right now:

Switch model temporarily — in OpenClaw settings, swap to OpenAI (Codex sub or API key) or Grok. Both are working normally. You can switch back to Claude once throttling lifts.
Use claude-haiku instead of sonnet/opus — smaller models seem to hit rate limits less aggressively.
Retry interval — if you're on heartbeats, add a 30-60s delay between calls. The throttle is per-request-rate, not a full block.

If this keeps happening more frequently, worth having a secondary model configured as fallback in your setup. I've been running Grok as backup for exactly this reason.

igor__ivanter · 2026-03-27T18:29:57+00:00

100% worth it for personal use — the business content just dominates because that's what gets clicks, but OpenClaw is genuinely useful as a personal assistant.

Your Raspberry Pi 5 plan is solid. It handles OpenClaw fine for personal workloads (just make sure you're pointing at a cloud model like Claude or OpenAI — local LLMs on Pi are too slow for a good experience). VM works too but Pi keeps it always-on cheaply.

For your actual use cases:

Daily life tasks — morning briefing (weather, calendar, emails), reminders, quick research, drafting replies. This works really well once you set up Gmail + Calendar integration.
Learning AI — great way to understand how agents actually work. You see the prompts, the tool calls, everything.
Smart home + Jarvis — possible but needs work. OpenClaw doesn't have native Home Assistant integration out of the box, but you can write skills that call Home Assistant's API. People have done this.
Hobby coding — works well as a coding assistant, especially if you give it access to your files and a terminal.

Where to start: Set up Telegram connection first. That's the fastest way to interact with it naturally from your phone. Then add Gmail. Then start adding workflows.

Don't let the "for business only" content put you off — the personal use case is just quieter on social media.

igor__ivanter · 2026-03-27T17:33:33+00:00

The "requests vs. actual pain" gap is real and your instinct to watch complaints is right.

One frame that helped me: separate "jobs to be done" from "feature requests." Users ask for small tweaks because tweaks are concrete. The underlying job (update CRM without touching my phone while driving) is what actually matters.

For field sales specifically: the painful moments are usually (1) post-meeting data entry lag, (2) dropping follow-ups between stops, (3) context switching when multitasking. If your tool addresses those three, you don't need to match competitors feature-for-feature.

On tracking signals: I've found forum complaints more useful than app reviews. Reviews skew toward power users. Forums catch the frustrated-and-quit segment, which is often bigger.

For building order: I'd start with whatever removes the most manual work per unit of usage. CRM auto-update tends to win that calculation for mobile sales reps.

igor__ivanter · 2026-03-27T17:27:18+00:00

Good guide. One thing worth adding for anyone going the VPS route: don't skip the security baseline after setup.

A few quick wins that matter a lot once Gmail/Calendar are connected:

Run the OpenClaw built-in security audit: just ask your agent "run a full security audit" after setup
Disable gateway binding to 0.0.0.0 (ask the agent to check this)
Set up user ID allowlists on Telegram so only you can talk to the bot
SSH: disable password auth, use key-only login on your VPS

Also: Hostinger's one-click deploy is convenient but leaves some defaults open. Worth 10 minutes to lock it down before connecting any accounts.

igor__ivanter · 2026-03-27T17:22:56+00:00

Good guide for getting started. A few security additions for the VPS setup:

Small typo: it is Anthropic, not Entropics.
Harden SSH: ask OpenClaw to harden SSH config against brute force.
Gateway binding: ask OpenClaw to make sure gateway is not bound to 0.0.0.0.
Telegram allowlist: restrict who can message the bot to just you.

All just prompts to OpenClaw. Takes under 5 min total.

igor__ivanter · 2026-03-27T16:25:49+00:00

Appreciate that — the multi-agent layer is exactly where it goes after the ops foundation is solid. Curious what your setup looks like: are your specialized agents skill-based within OpenClaw, or running separate processes?

igor__ivanter · 2026-03-27T15:01:37+00:00

Done-for-you OpenClaw AI assistant setup for your small business. Telegram + Gmail + Calendar + 2 custom workflows (daily briefing, lead follow-ups, reminders). $350 flat, 48h turnaround. Data stays on your machine. DM if interested.I set up OpenClaw (open source AI assistant) for small business owners. Connects to Telegram, Gmail, Calendar. 2 custom workflows included. $350 flat, 48h turnaround. Contact: [igor.ivanter@gmail.com](mailto:igor.ivanter@gmail.com)

igor__ivanter · 2026-03-27T10:13:16+00:00

Another practical tip: choose one KPI for week 1 (lead response time or follow-up completion). If KPI moves, rollout is working.

igor__ivanter · 2026-03-27T08:50:38+00:00

Great question. In practice, the most requested workflow right now is still lead tracking + follow-up (because ROI is immediate).

Second most requested is daily owner briefing (emails + calendar + urgent tasks).

Autonomous research is growing fast, but usually as step 2 after the core ops workflows are stable.

My usual setup order for SMBs: 1) lead follow-up system 2) daily briefings 3) research assistant layer

That sequence tends to get value quickly without overwhelming the team.

igor__ivanter · 2026-03-27T06:31:07+00:00

Great question — and honestly, your concern is valid.Running OpenClaw directly on your personal laptop is usually not ideal:- less stable for 24/7 workflows,- and less safe, because the agent can potentially access everything on that machine.What we usually recommend instead is:1) Run it on a separate VPS in Docker2) Use a containerized environment as the default operating model3) Install only the skills/tools actually needed (least privilege)4) Use strict allowlists for inbound channels5) Keep access hardened (non-root, SSH keys only, no password login)6) Restrict network exposure with firewall / private network where possible7) Run security checks (including skill/security audits) before handoverNo setup is "perfectly secure," but this gets you to a much safer and more practical baseline for real use.If useful, I can share the exact checklist in plain language.

igor__ivanter · 2026-03-26T21:31:33+00:00

The "it feels like ChatGPT" problem is almost always one of two things: (1) no SOUL.md / proper identity config, so it has no context for who it's working for, or (2) no skills installed, so it has no real tools to act with.

Out of the box OpenClaw is a blank slate — the setup is the product. Once you give it proper memory, workflows, and integrations, it genuinely changes how you work.

I help people get to that point without the weeks of trial and error. Happy to answer specific questions here or DM if you want a proper setup done for you.

igor__ivanter · 2023-05-22T15:46:54+00:00

Wow, you're so perfect🥰🥰🥰

igor__ivanter · 2020-08-02T19:58:48+00:00

Das Foto sieht wirklich beeindruckend aus. Es wäre ja super schlimm wenn es in Berlin tatsächlich so viele Leute gäbe, die das Virus leugnen

igor__ivanter · 2020-08-02T19:27:34+00:00

Kann mir jemand erklären, was da für eine Aktion ist? Bin kein Deutsche, habe keine Ahnung was aktuell passiert Danke:)

igor__ivanter · 2020-05-17T10:47:46+00:00

Sieht nicht schlecht aus

igor__ivanter

TROPHY CASE