Michele Caprara

[Michele Caprara @Mich622]

@mattshumer_ Nice!

[Matt Shumer @mattshumer_]

Claude Opus 5 really disappointed me with this result.

I had it attempt to create the same type of educational 3D video I had Fable 5 create (see the quoted post) and the result is definitely a caliber below.

Watch both, you'll see what I mean.

[Michele Caprara @Mich622]

@elune0x Keep it up!

[Michele Caprara @Mich622]

@steventey Amazing!

[unicode @unicodef1wn]

A senior Anthropic engineer leaked his internal PDF on giving multi-agent systems permanent memory.

Your agent forgets everything the second its context window closes. His fix: a knowledge graph that survives past any single run.

Extract → Resolve → Assemble → Query → Repeat:

Extract: Haiku pulls entities and triples, one call per doc
Resolve: Sonnet matches "Edwin Aldrin" to "Buzz Aldrin" with zero string overlap, just context
Assemble: canonical nodes, typed edges, provenance on every triple
Query: Sonnet reasons over the graph, every answer points to a specific edge

Wire it in as shared memory: workers write to it, evaluators check claims against it, loops run overnight without losing state.

Save this before it gets taken down 👇

[Michele Caprara @Mich622]

@r0ck3t23 So good!

[Michele Caprara @Mich622]

@lennysan @netflix So good!

[Michele Caprara @Mich622]

@JFibers @MDPIOpenAccess @ChemMatSci_MDPI This is awesome!

[Michele Caprara @Mich622]

Getting ready to go to a benefit. It may be rainy & cold, but will be fun & sad at the same time. Have a great day!