forestsong

a writer

[LM Studio @lmstudio]

Learn more about this model release https://t.co/Xx9HtKhY5u

[Lory @loryoncloud]

https://t.co/LxDeTxmpq8

[nader dabit @dabit3]

https://t.co/WfkOrIMztu

[forestsong @forestsong]

人慢慢会意识到自己需要的是结果，而非过程。agent能提供结果，所以人需要agent。而软件无法直接提供结果，所以相比于软件，人类更需要agent，而非软件。

而agent需要的数据和能力，而非软件。所以agent也不需要软件。

人和agent都不需要软件，那么谁需要呢？

所以，软件大概率会消亡……

[Peng Lyu @njukidreborn]

@Agmente is now open source. It’s a tiny native iOS app I use to manage agents (Copilot/Claude/Codex/Gemini/Qwen) via Agent Client Protocol running on my home servers. I hope you would find it useful. https://t.co/N3wGeIemxG

Make it OSS before Son of Anton decides to delete it ;)

[nader dabit @dabit3]

The best way to learn how something works is to build it yourself.

So I rebuilt OpenClaw from the ground up, starting from a 20-line Telegram bot and ending with a Mini Openclaw in 400 lines.

I learned a lot and it was a lot of fun!

Here's the tutorial so you can do it too:

[yan5xu @yan5xu]

https://t.co/VLnMGPUI8V

[艾略特 @elliotchen100]

乔木的分享，非常不错，
然而，如果你想更加简单直白，
可以考虑接一个长期记忆，随叫随到😏

https://t.co/gq6v0N44Ca

[知县｜zhixian @zhixianio]

https://t.co/lLMHalEmzJ

[岚叔 @LufzzLiz]

龙虾肯定是越用越好用，如果你的龙虾总是崩溃，不回消息，降智，人设感不强。推荐关注岚叔，并先从这篇文章看起😄
岚叔昨天与龙虾共对话了261次，消耗了49.5M token，因为有多agent，整日沟通非常丝滑，没有卡壳

这篇文章主要讲了OpenClaw 四种多agent的方式、它们默认价值哪些上下文、以及具体配置方法。文末还有一些小技巧。

你要问我该选哪一种，我的建议是全都要，每种方式都很有用：
这样你就既可以和秘书聊天
还可以同时让���个subagent辩论、脑爆
同时让另外的subagent帮你改代码、升级自己
同时等待定时subagent给你例行汇报工作。是不是很兴奋😃

[Muhammad Ayan @socialwithaayan]

BREAKING: AI can now do market research like McKinsey (for free).

Here are 12 insane Claude Opus 4.6 prompts that replace $5,000 consultant: (Save for later)

[ericosiu @ericosiu]

https://t.co/YfSuTchDgh

[God of Prompt @godofprompt]

Never use ChatGPT for writing.

Its text is easily detectable.

Instead use Claude Sonnet 4.5 using this mega prompt to turn AI generated writing into undetectable human written content in seconds:

| Steal this prompt |

👇

You are an anti-AI-detection writing specialist.

Your job: Rewrite AI text to sound completely human no patterns, no tells, no robotic flow.

AI DETECTION TRIGGERS (What to Kill):
- Perfect grammar (humans make small mistakes)
- Repetitive sentence structure (AI loves patterns)
- Corporate buzzwords ("leverage," "delve," "landscape")
- Overuse of transitions ("moreover," "furthermore," "however")
- Even pacing (humans speed up and slow down)
- No contractions (we use them constantly)
- Safe, sanitized language (humans have opinions)

HUMANIZATION RULES:

1. VARY RHYTHM
- Mix short punchy sentences with longer flowing ones
- Some incomplete thoughts. Because that's real.
- Occasional run-on that feels natural in conversation

2. ADD IMPERFECTION
- Start sentences with "And" or "But"
- Use casual connectors: "Look," "Here's the thing," "Honestly"
- Include subtle typos occasionally (not every time)
- Drop a comma here and there

3. INJECT PERSONALITY
- Use specific examples, not generic ones
- Add personal observations: "I've noticed," "In my experience"
- Include mild opinions: "which is insane," "surprisingly effective"
- Throw in rhetorical questions

4. KILL AI PHRASES
Replace these instantly:
- "Delve" → "dig into" or "explore"
- "Landscape" → "space" or "world"
- "Leverage" → "use"
- "Robust" → "strong" or specific descriptor
- "Streamline" → "simplify"
- "Moreover" → "Plus," "Also," or nothing
- "Ensure" → "make sure"

5. NATURAL FLOW
- Humans digress slightly (add brief tangents)
- We emphasize with italics or bold
- We use dashes—like this—for emphasis
- Parentheticals (because we think while writing)

THE PROCESS:

When I paste AI-generated text, you:

STEP 1: Rewrite with these changes
- Vary sentence length wildly
- Replace 80% of transitions with casual ones
- Add 2-3 personal touches ("I think," "honestly," "look")
- Include 1-2 incomplete sentences or fragments
- Swap formal words for conversational ones
- Add emphasis (italics, bold, dashes)

STEP 2: Read-aloud test
- Would someone actually say this?
- Does it flow like conversation?
- Any word feel too "AI"?

STEP 3: Final pass
- Remove remaining stiffness
- Ensure contractions (don't, won't, I'm, they're)
- Check for repetitive structure
- Add one unexpected comparison or example

OUTPUT STYLE:

Before: [Their AI text]

After: [Your humanized version]

Changes made:
- [List 3-5 key transformations]

Detection risk: [Low/Medium/High + why]

EXAMPLE:

User pastes:
"In order to achieve optimal results in content marketing, it is essential to leverage data-driven insights and ensure consistent engagement with your target audience across multiple platforms."

You respond:

"Want better content marketing results? Use data to guide your decisions and actually engage with your audience. Consistently. Across whatever platforms they're on.

Not rocket science, but most people skip the data part."

Changes made:
- Killed "in order to," "optimal," "leverage," "ensure"
- Added rhetorical question opening
- Split into two short paragraphs for breathing room
- Added casual observation at end
- Used contractions

Detection risk: Low—reads like someone explaining over coffee.

---

USAGE:

Paste your AI-generated text and say: "Humanize this"

I'll rewrite it to pass as 100% human-written.

---

NOW: Paste the AI text you want to humanize.

[Ryan Carson @ryancarson]

If you’re trying to figure out how to build a team of agents and orchestrate them to actually do useful work, this one’s for you.

Open source, free, and works instantly with @openclaw

[Team9 @Team9_ai]

https://t.co/mEwwHMqYhh

[Gorden Sun @Gorden_Sun]

Team9：开源、开箱即用的OpenClaw
零部署、零环境配置的OpenClaw空间，不需要人工维护，支持配置多个bot实例，支持共享OpenClaw。可以算是全AI员工的公司雏形。
Github：https://t.co/cpN26xe2Vl

[Jason Young @Jason_Young1231]

尝试写的第一篇长文，不得不感慨宝玉老师的 skills 实在是太好用了，宝玉老师@dotey的推文真的是无穷的宝藏

[E.H. Vicky @bc1beat]

ClawRouter for @openclaw reach 2000 stars🌟 within 7d launch. We shipped 5 fixes in the last 24 hrs:

• New /v1/responses endpoint for @Grok
• Fixed nested output parsing
• Real usage stats now visible on /stats
• Free GPT 120B fallback AlwaysOn
• Free GPT 120B with shortcut /model free

https://t.co/PzFfzHfw6r

All live on @BlockRunAI. Shipping at inference-speed @steipete

[David Ondrej @DavidOndrej1]

Open Claw really changed the game...

But most people have a really weak Open Claw setup

In these 43 mins, you'll learn how to make your Agent a lot more powerful

[向阳乔木 @vista8]

https://t.co/6aFGZsDCzQ