pureeson

I know that I know nothing

[Codez @0xCodez]

A senior Anthropic engineer just dropped 12-page PDF on "Graph Engineering" for multi-agentic systems.

The shift: your agents memory dies with their context window. A knowledge graph makes it permanent.

Extract → Resolve → Assemble → Query → Repeat

Every agentic graph has 5 stages:

• Extract: Haiku pulls entities and S-P-O triples. One call per doc. The Pydantic schema is the only training data.

• Resolve: Sonnet clusters "Edwin Aldrin" → "Buzz Aldrin" - zero string overlap - using descriptions as context.

• Assemble: canonical nodes, typed edges, provenance on every triple. One connected graph.

• Query: serialize a subgraph → Sonnet reasons over triples → every answer cites a specific edge.

Plug this into multi-agent systems as shared memory.

Workers write to it, evaluators fact-check against it, loops persist overnight with it.

This 12-page PDF changed how I'm building multi-agent systems today.

Read it now, then explore the article below.

[Codez @0xCodez]

https://t.co/WVztfCUH4u

[pureeson @pureeson]

@playsolana 👾👾👾

[Play Solana | PSG1 @playsolana]

Who's your favourite pet?

Origins waits you ⚔️

[pureeson @pureeson]

@playsolana 👾👾👾👾👾👾👾👾

[Play Solana | PSG1 @playsolana]

What level is your pet at?

Don't lie 👇

[pureeson @pureeson]

@RHdotfun 0xed633e2b60ad463b57921adaae00432a1ff1a73a

[pureeson @pureeson]

@playsolana ready

[Play Solana | PSG1 @playsolana]

Something is coming to Origins ...

[pureeson @pureeson]

@khanomdonut @EthereumThaila1 @skongki2000 ไอ้นี่มันเบียววว

[pureeson @pureeson]

@playsolana gm

[Play Solana | PSG1 @playsolana]

GM

Rest here soldier

[pureeson @pureeson]

@lucifer5670 Yeder man

[pureeson @pureeson]

@playsolana awesome

[Play Solana | PSG1 @playsolana]

From a prompt to a playable game on the PSG1.

Prompt > Deploy > PLAY 👾

PlaySolana AI MCP is live 👇

[pureeson @pureeson]

@playsolana almost the moon

[Play Solana | PSG1 @playsolana]

GM

Send PSG1 higher 👾

[pureeson @pureeson]

@playsolana $PLAY

[Play Solana | PSG1 @playsolana]

GM

Thinking about the new games coming to PSG1 👾

[pureeson @pureeson]

@playsolana chilllll