Pornphat Khemngern
33 posts
Tim Cook, who told The Wall Street Journal that the jump in costs was unlike anything he had seen “in any area in over 40 years.”
Biggest price jump in anything I’ve ever seen too. wsj.com/economy/the-da…
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@0xCodez 有点意思 但这个loop engineering听起来像把prompt engineer卷出新高度 我连agent都还没玩明白😂
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Pornphat Khemngern retweetledi
A senior Anthropic engineer just dropped 11-page PDF on "Loop Engineering" for agentic systems.
The shift: you stop prompting the agent. You build the system that prompts it instead.
Schedule → Discover → Build → Verify → Repeat
Every loop runs one turn, five moves:
• Discovery: it finds its own work - failing CI, open issues, recent commits - instead of being handed a list.
• Handoff: each task gets an isolated git worktree so parallel agents don't collide.
• Verification: a second agent, told to assume the code is broken, reviews the first. The "thing that can say no."
• Persistence: results get written to disk, never left in a context window that gets flushed.
• Scheduling: an automation wakes it on a timer. That's what makes it a loop.
The key insight: an agent grading its own work always praises it.
This 11-page PDF changed how I'm building agentic systems today.
Read it now, then explore the article below.
Codez@0xCodez
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深夜复盘 发现自己满手半导体 一看佩洛西也买了INTC 顿时觉得这波稳了 然后一看她行权价50...我成本70 emmm 明天要不先挂个卖单🤡
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OMG You wake up and this is the first thing you see.. what you doing?
Crazy Moments@Crazymoments01
You wake up and this is the first thing you see.. what you doing?
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早起看了一圈，Starlink上飞机、Mac mini搭AI服务器、基因疗法治愈患者……科技还在进步，就我的账户原地踏步。今日计划：管住手，不抄底，等PMI数据。📉
中文
Pornphat Khemngern retweetledi
The biggest IPO warning in 100 years.
This pattern has NEVER failed.
1926 → Goldman Sachs
1972 → Intel
1999 → AT&T Wireless
2026 → SpaceX
Each mega IPO arrived exactly on the peak of a major market bubble.
Then the S&P 500 crashed.
→ 1926 crash: 86%
→ 1972 crash: 53%
→ 1999 crash: 51%
→ 2026 crash: **%
And SpaceX is the final liquidity event before the AI bubble breaks.
Kalshi@Kalshi
JUST IN: AI stocks now represent 39% of the S&P 500
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Pornphat Khemngern retweetledi
A 21-YEAR-OLD FROM CHINA RUNS 300 AI AGENTS AT ONCE. THE PART THAT MATTERS ISN'T THE SPEED, IT'S THAT NONE OF THEM CAN LIE TO HIM
he opens the dashboard and shows the swarm live, 300 Kimi K2.6 agents firing in parallel, then Opus 4.8 checking every single output against its source. this is not just a faster swarm. it is a loop that refuses to stop while anything is still wrong
he pointed it at 100 EV-market companies. first pass: 12 failed. wrong revenue, dead citations, empty fields. second pass: 3 failed. third pass: zero
this is not another agent demo. it is a system that catches its own mistakes before he reads a single row
0xRicker@0xRicker
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Q1 tonnage to orbit by launch provider.
Once Starship is flying hourly, SpaceX’s mass to orbit will be about 100 times more than everyone else combined, even if they triple their current launch rate.
Steve Jurvetson@FutureJurvetson
@engine_rich Bryce's format pre-dates all that... and it's not ideal. Every quarter they have to use a magnifying box to show the "also ran" companies. Here's kg to orbit for Q1, cc @ElonMusk
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