@Tech

token billionaire

[@Tech @tech]

OpenCode seems to have badly underestimated my Astra Pro usage.

OpenRouter ended up reporting roughly 3x the cost OpenCode showed me.

Has anyone else run into this? Is OpenCode miscalculating token usage/cost, or is there another reason for the gap?

[@Tech @tech]

My Life has become cycling through multiple codex instances.

[@Tech @tech]

The jump from getting a plaque for 100M tokens to treating 1B/week as baseline happened fast.

[@Tech @tech]

Enterprises should invest in tokens than in knowledge workers

[@Tech @tech]

It's mid-2026. We can drop the vibe and call it code again.

[@Tech @tech]

@blocksec @defcon Different harness will give you diff results

[@Tech @tech]

@natolambert @natolambert congrats on the release 🎉

[@Tech @tech]

Zero-shot outfit selection

[@Tech @tech]

@sudoingX @poolsideai Good research

[@Tech @tech]

Windows 95 anyone?

[@Tech @tech]

No rate limits, no quotas, just always on

[NVIDIA Asia Pacific @NVIDIAAP]

One DGX Spark on your desk is powerful. Four is a local AI factory.

NVIDIA DGX Spark now scales up to four clustered nodes, enabling inference on models up to 700B parameters — with near-linear performance scaling for fine-tuning and reinforcement learning workloads. Memory scales from 128GB on a single node all the way up for the full four-node configuration, supporting large context windows, high concurrency, and multi-agent workflows.

For APAC enterprise teams building autonomous AI: each topology is purpose-built for your workload — from rapid local iteration to production-scale inference. And when you're ready to move to the cloud, Tile IR and cuTile Python carry your kernels across with minimal code changes.

No rack. No rearchitecting. Just scale.

🔗https://t.co/TPyfQmcN3H

[@Tech @tech]

@Mathewdoeslife @lloyd094 I have the CRS812, still can't get nvida cluster assistant to work (keeps saying aborted)

[@Tech @tech]

@Mathewdoeslife @lloyd094 Which switch?

My switch had the 400g port off so I had to buy a serial wire to turn on dhcp to enable the split to 200g,

Still running into slight problems though

[@Tech @tech]

How would that work though,

I currently have 4x sparks on a csr812, the max sparks on that switch is 6 if exhausting all usable ports.

Are you saying using one of the 200 port and connect that to another 812? Since we added another hop, would that have any latency or issues with expansion?

[@Tech @tech]

because burning tokens is easier than fixing your retrieval pipeline

[@Tech @tech]

@sudoingX Sparky

[@Tech @tech]

control over your ai stack beats relying on someone else's roadmap for when (or if) you get the next model

[@Tech @tech]

@JoelDeTeves Yes, 100%

[@Tech @tech]

@DevRico003 Smart!