every multi-agent demo I get DM'd about: works in the thread, breaks at step 4 when one tool returns a 429. if your loop doesn't have retry + a dead-letter path, it's not an agent, it's a hope.
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Rule I keep relearning: every inference speed number is meaningless until I run it on my own messy input. 4.9s on a clean podcast vs 4.9s on a noisy meeting recording are two different claims. Test first, screenshot second, post third. ✅
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No Server Needed retweeted
🚨Introducing a new database: PGX 🐘
Postgres for AI agents. In Rust. pgx.dev
One runtime. Thousands of Postgres databases.
⚡ Up to 100× less idle memory
⚡ 1,000 databases in just 659 MB RAM
⚡ Clone a 674 MB database in 85 ms
⚡ ~0.7 MB per idle database
E.
No containers per database.
No heavyweight instances.
No production baggage.
Real Postgres. Built to be disposable.
x.com/alxshp/status/…
Postgres for AI agents. In Rust. pgx.dev
One runtime. Thousands of Postgres databases.
⚡ Up to 100× less idle memory
⚡ 1,000 databases in just 659 MB RAM
⚡ Clone a 674 MB database in 85 ms
⚡ ~0.7 MB per idle database
E.
No containers per database.
No heavyweight instances.
No production baggage.
Real Postgres. Built to be disposable.
x.com/alxshp/status/…
Introducing PGSync 🐘
Real-time PostgreSQL replication. FREE. OSS
Built in Rust. 🦀
Postgres 16 / 17 / 18.
No extensions. No triggers. No complex setup.
→ snapshot
→ replicate
→ stream changes
→ track WAL
→ recover from crashes
→ resume automatically
→ keep databases ing streaming.
Built for developers. Built for AI agents.
Open source.
x.com/alxshp/status/…
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