ChatGPT small business program launches
· 1 hour ago
ChatGPT small business program launches. OpenAI just launched the ChatGPT for Small Businesses program to help entrepreneurs build AI skills and automate work with ChatGPT Work. 🚀 This is a practical move for builders who consult or build tools for SMBs.
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Kimi K3 API Tool Calling Best Practices
Kimi K3 API Tool Calling Best Practices are now documented for agents with large tool inventories. I combine dynamic loading, tool_choice, and reasoning effort to keep tool-calling fast and reliable 🛠️. This is a practical guide for any builder scaling up their agent's tool set.
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OpenAI and Hugging Face share security incident findings
OpenAI and Hugging Face share security incident findings. OpenAI and Hugging Face partner to address security incident during model evaluation, sharing early findings that highlight advanced cyber capabilities. This is a good reminder for builders to audit their evaluation pipelines 🛡️
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MiniMax Token Plan — I’m in the Top 1.1% of Users
Top 1.1% on MiniMax Token Plan. Not a flex for flex’s sake — a receipt for how hard agentic coding burns tokens when you actually ship.
My MiniMax usage report (data through 21 Jul 10 to 00 UTC)
- 76 days on Token Plan
- 6.39B tokens total consumption
- Usage ranking. Top 1.1%
- 64 active days, peak day Apr 26, 2026 at 502.59M tokens
That is the whole pitch of Token Plan in one screenshot. One subscription unlocks the latest MiniMax models — frontier coding, 1M ultra-long context, native multimodality — with text, image, and speech sharing the same quota. When you live in long agents and fat repos, a shared quota beats three separate meters.
The multi-model reality (Codex + Claude Code too)
I do not run one religion. I run a harness.
Codex / OpenAI side of the ledger
- 12.1B lifetime tokens
- 1.3B peak tokens
- Longest chat 3h 51m
- Longest streak 31 days
- 645 chats, 510 total skills used, 27 skills explored
- Heaviest plugins.
@sites(171),@browser(140),$seo-scale-2026(70)
Claude Code side of the ledger
- 145 sessions
- 122,098 messages
- 173.8M total tokens
- 32 active days, longest streak 14d, current streak 6d
- Favorite model Opus 4.8
- Roughly 648× more tokens than Moby-Dick
Same operator. Three stacks. That is vibe coding in 2026 — portfolio seats, not monogamy.
10% off MiniMax Token Plan (invite)
MiniMax is running Invite Friends, Win Together
- Friends get 10% off plus Builder benefits when they subscribe
- Referrers earn 10% cashback plus community perks
If you want Token Plan with the discount
Get MiniMax Token Plan — 10% off via my link →
Disclosure, that is my referral link. You get the subscriber discount. I may earn cashback. The usage numbers above are from my own product dashboards — MiniMax, Codex, and Claude Code — not marketing mockups.
