madhav0k

[madhav0k @madhav0k]

I gave LLMs actual working memory. "Prototype"

ATLS Studio: a cognitive architecture where AI agents manage their own context — hash-addressed knowledge units with freshness tracking, staleness recovery, and lifecycle control.

The model pins, compacts, archives, and recalls what it knows. The system blocks stale edits before they happen.

60+ operations through one batch() tool. Content-addressed engrams. A 5-state freshness taxonomy. Automatic rebase when files shift under you.

No more "sorry, I lost context." No more patches on stale files. No more context window overflow.

Built with TypeScript + Rust (Tauri). Validated on Claude Opus.

The context window isn't a transcript anymore. It's managed memory.
https://t.co/apMlqWSl4D

[madhav0k @madhav0k]

@alexalbert__ @AmandaAskell

[madhav0k @madhav0k]

@alexalbert__ @AmandaAskell
I've been building a cognitive architecture that gives Claude managed working memory — hash-addressed engrams with freshness tracking, lifecycle management, and a unified batch executor. It works on Opus. The API caching model is the bottleneck.

Architecture doc :https://t.co/MHWQ4Uxiud

[madhav0k @madhav0k]

@alexalbert__ @AmandaAskell

[madhav0k @madhav0k]

@XeeK52 @EricLDaugh

[madhav0k @madhav0k]

@bronzeback88 @WEdwarda @TheTNHoller Are we going after Greenland and threatening them because Trump didn't get his participation Peace trophy? Shut the fuck up.

[madhav0k @madhav0k]

@NaturalSenseIAm @CalltoActivism @tristan_sudbury @acoyne She wasn't a threat they were threatening. She was being annoying but that doesn't mean she gets shot in the face. It's obvious there is an entire lane open and they decided not to proceed after she flagged them on.

[madhav0k @madhav0k]

@RebelLiberty5 @Native3rd On top of that the vehicle lost traction both backing up and moving forward. No one gunned it until they were threatened with a gun. Most videos on X are sped up I've seen 3 different angles of the issue.

[madhav0k @madhav0k]

@RebelLiberty5 @Native3rd What I saw was an agent immediately pull his pistol and stand firm against the vehicle after it was backed up. As far as gauging her intent. The wheels were moving. He easily could see her turning the wheel or just rather than pull his gun not stand in front of the vehicle.

[madhav0k @madhav0k]

@RebelLiberty5 @Native3rd This is fucking fake. If this were the real, the wife would be to the right side of the vehicle. Also the agent that walked around the right side of the vehicle ended up in front on the vehicle and only the wife was on the right side.

The shooters head doesn't match either.

[madhav0k @madhav0k]

@JayDaIceGoat @TheJFreakinC She wasn't detained, another ICE officer apparently told her to go ahead while the other came up and tried to open her car door for doing what she was told.

[MWM @MWM76]

What if Metals are going up due to the incoming collapse of Crypto?

$SLV $GLD $IBIT $ETHA

[madhav0k @madhav0k]

@AldrinGiler @grok is this true?

[Sanchoy Hossain @sanchoyai]

The most shocking accidents ever captured on camera.

(Don`t open if you are soft-hearted)🧵

[rstar @sixonehalfdoz]

a gift to cartels and $XXII - gift shares under $6
watch for incoming tobacco ban!
https://t.co/4hlN44GgrL

[madhav0k @madhav0k]

@wizardofsoho Why lie?

[madhav0k @madhav0k]

@Dominicanos1234 @AST_Diaries Cost vs Competitors.

[madhav0k @madhav0k]

@some_dude82 @JaneElle90 https://t.co/6UlC6FFgTU

[Anp🅰️nman @spacanpanman]

$ASTS: Scotia Bank Upgrades PT to $45.90 from $28. Reiterates Sector Outperform rating. Report below.

“Increasing emergency-response revenues and lowering funding costs; raising target to US $45.90/share (fully diluted). Considering ASTS’s coverage potential and FirstNet’s budget, it is clear that our old US$60M estimate for 2026 was too conservative. We are increasing that to US$150M, still low as it represents less than 2% of the FirstNet budget; there are hundreds of emergency agencies across the globe. Our price target was punished by an excessively high funding cost (12.9%), influenced primarily by the senior secured facility (14.8%). As ASTS gets access to cheaper sources of funding, such as credit-export loans, funding costs should drop. Our new US$45.90/share target remains conservative as it is based on a 10.5% funding rate, still higher than strategic partners and satellite comps at 7.3% (see pg 3). Stock liquidity should be enhanced by international listings, such as the ongoing Mexican SIC request.”

[MWM @MWM76]

@SassiItalyTours Some are talking about their loaned out shares being returned. Shorts might be getting ready to clear out ahead of the launch $ASTS

[madhav0k @madhav0k]

FCC Finalizes Rules That Now Will Allow ASTS, AT&T And Verizon To Do A Joint Spectrum Lease Filing $ASTS $T $VZ https://t.co/QGh4FRkvsR via @Benzinga