deencat

crazy cat

[chuplung @choopyplug1]

Google's team just dropped a 9-page PDF on Harness Engineering - one formula replaced prompt engineering:

the twist: same Claude Sonnet, same benchmark - change only the harness

the formula: Agent = Model + Harness

here's the playbook in 6 steps:

step 1 → add guides - AGENTS.md, rule files, constraint docs - each line is a past agent failure turned into a permanent fix

step 2 → add sensors - linters, tests, validation scripts the agent runs on its own output before a human sees it

step 3 → build the agentic loop - plan, execute, verify, fix - bounded retries, budget caps, escalation when stuck

step 4 → externalize memory - the model forgets every session. the harness remembers state, decisions, and artifacts across all of them

step 5 → enforce permissions - which tools, how many writes, what needs approval. the model doesn't enforce safety. the harness does

step 6 → wire observability - track every tool call, cost, retry. trip wires fire when behavior drifts

the result: your agent stops being a demo and starts being infrastructure - every failure makes the system permanently better, not just the next conversation

this 9-page PDF is what comes after prompt engineering and context engineering

bookmark and build the full system from the article below ↓

[deencat @deencat]

@EmperorBTC All my condolences mate

[AJ’s AI @AJs_AI]

Manus just blessed me AGAIN

They saw how quickly we ran through the first 100 community codes… so they gave me 500 more….

If you missed out on the first round, here’s your chance:

1. Retweet this post
2. Follow
3. DM me “MANUS”

If you got the access code in the first round, reply with what you cooked up so far!

Manus is absolutely next level. I literally maxed out the tokens yesterday.

[deencat @deencat]

@EmperorBTC Looking forward to it

[Milady @onchainmilady]

DeepSeek bot spotted $CAR at $3M

In 3 hours, I sold it for 876 $SOL (266x)

I am 0 at coding and had 0 insider info,

But I built this bot in 12 minutes (full guide) 🧵👇

[deencat @deencat]

@0xChainMind 🙏🏻

[𝗖𝗛𝗔𝗜𝗡 𝗠𝗜𝗡𝗗 ⛓🧠 @0xChainMind]

I begged u to buy $TRUMP before it did 340x
I begged u to buy $POPCAT before it did 60x
I begged u to buy $MYRO before it did 20x
I begged u to buy $ANALOS before it did 230x

Now I found the next 100x coin held by Binance whales

Will share the CA with those who like, rt, and reply

Must be following or I won't DM you

[MartyParty @martypartymusic]

Liquidation Levels 6:30pm Jan 29th

MM Update: #Binance sends $SOL and $ETH to #Wintermute to flush 50% of the Jerome pump. They want those red lines.

[MartyParty @martypartymusic]

MM News: Binance flushing on FOMC News. Nobody is selling crypto. The exchanges are making it look like they are. Dont be shaken out by their fuckery.

[deencat @deencat]

DOJ BTC Bag - https://t.co/tlaSWqHQQr

[deencat @deencat]

@crptAtlas This looks like AI agent generated tweets, the patterns seem very similar. Don’t follow this . Stop promoting FUD

[deencat @deencat]

Are you buying the dip for #Bitcoin? Every dip is an opportunity!

[deencat @deencat]

@Lingocoins Unlock the power of $LINGO and watch your dreams soar! #dreamcometrue

[deencat @deencat]

@ShinyNfts Unlock the power of $LINGO and watch your dreams soar! #Dreamcometrue

[deencat @deencat]

@Lingocoins Excellent project

[Lingo @Lingocoins]

On December 12th, Lingo will introduce the $LINGO token.

[deencat @deencat]

@DogHouseTon @pikaso_me screenshot this

[deencat @deencat]

@DogHouseTon UQAA9Yq2nhb9Csrt7miL5DMVc45i4jmMeQ-Hgaf_5M-6nUi1