HMF:harness-model-fit
The endgame of harness will be dominated by large model vendors that can truly keep HMF
just like recommend sys in Meta and Tiktok
There is a flywheel between the harness and the model:
1. launch/update harness
2. gather data
3. training harness in model
4. better harness-model-fit
loop through 1 to 4
As someone who's been banned 3 times on Claude Code's $200/mo Max plan, I'm done guessing what triggers it.
The Claude Code source leak revealed how Anthropic tracks you:
→ 640+ telemetry events
→ 40+ device fingerprint dimensions
→ Phones home every 5 seconds
→ RAM, OS, shell — all reported in plaintext
Read the analysis, couldn't sleep.
Built an open-source proxy that rewrites all of it before it leaves your network.
https://t.co/Bx6Xnq7iyV…
Built for teams and enterprises that need unified API access management across multiple workstations.
One account. Multiple machines. One identity.