> PYTHONPATH=src python -m mklang.cli console --provider deepseek --workspace /tmp/mklang-agent-machines ⭘ mklang console ● READY · deepseek · tokens 0+0 · session 20260804-124136-08f1 │ Ready. Ask the agent what should happen, or type /help. │ ║ Ask the agent or type / for commands ║ f2 Inspector ^t Activity ^g Stop ^l Clear ▏^p palette ║ /budget 100000 ║ │ default cost budget → 100000 tokens │ ║ RUN news_search now. Topic: this week's open-source AI models. Short brief with links. ║ ⏸ WAITING do_run · deepseek · tokens 2970+593 · session 20260804-124136-08f1 │ default cost budget → 100000 tokens ▂▂ │ │ you: RUN news_search now. Topic: this week's open-source AI models. Short brief with links. │ │ ⏸ Consent: machine 'news_search' will call host tool(s) [search]. Allow these scoped capabilities once │ │ for the session? → type y / yes / sì / always yes (Enter = no) │ │ ▼ RUN news_search now. Topic: this week's open-source AI model │ │ └── ▼ console_agent │ │ ├── ● decide ok → prepare_run │ │ ├── ● prepare_run ok → do_run │ │ └── ◐ do_run tool·balanced │ ║ answer here, then Enter… ║ ║ always yes ║ │ default cost budget → 100000 tokens ▃▃ │ │ for the session? → type y / yes / sì / always yes (Enter = no) ▅▅ │ │ Ask the agent or type / for commands │ ● READY · deepseek · tokens 17174+6581 · session 20260804-124136-08f1 │ you: RUN news_search now. Topic: this week's open-source AI models. Short brief with links. ▇▇ │ │ ⏸ Consent: machine 'news_search' will call host tool(s) [search]. Allow these scoped capabilities once ▇▇ │ │ you: always yes │ │ └── ▼ ✓ console_agent done │ │ ├── ▶ ● do_run ok → decide │ │ ├── ● decide ok → reply │ │ └── ● reply ok → END │ │ Honesty note: the machine's output was itself truncated (result_truncated: true; cutoff at 2,167 │ │ characters, right after "…the snippet refer…"). The missing tail was the start of an uncertainty flag │ │ about the Microsoft item's date (Jul 28 in the notes vs the snippet). I have not invented that omitted │ │ text. If you want the full untruncated tail, I can re-run news_search with a tighter output budget. │ ║ Now boil that down to a single headline takeaway. ║ ● READY · deepseek · tokens 21506+7279 · session 20260804-124136-08f1 │ text. If you want the full untruncated tail, I can re-run news_search with a tighter output budget. ▄▄ │ │ you: Now boil that down to a single headline takeaway. ▄▄ │ │ ▼ Now boil that down to a single headline takeaway. │ │ This week's takeaway: open-source AI is a two-front story — China's open-weight models (GLM-5.2, Kimi │ │ K2.6) are now rivaling closed U.S. frontier systems on capability and price, while U.S. institutions │ │ (Stanford, Microsoft) are pushing back with calls for genuinely open source standards rather than just │ │ open weights. (Based on news_search's truncated notes; the cut-off tail was not verified.) │ ║ /quit ║