PME @itsyourcode
Pro-grammer building the data agent for truth seekers @probablydatabot probably.dev San Francisco, CA Joined June 2023-
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@zeeg Been sending this prompt manually since result 2025 lol. LLMs do not understand that net redline is what matters. Thanks RL
General tip thread for de-slopping (sloptimizing) your code clanker 1) Use a live diff viewer to monitoor slop production in real-time when tuning a new model/harness or it will run so far down Slop Lane that it will cost you 3x the tokens to recover than if you had smashed ESC
10) Don't trust anything they say Make them tell on themselves, it works "List all unverified assumptions" "List everything you claimed to have done but didn't" "List all hacks, shortcuts or work-arounds in the unstaged diff" They will lie to you and then confess, use that
Straight truth all the way through
Feels relevant
Your RL post-training may be sabotaging your LLM’s test-time scaling! Conventional RL pretends that you can collapse all reward signals *upfront* into a single *scalar reward*. We introduce Vector Policy Optimization (VPO), which natively maximizes *vector-valued* rewards,
1M times yes
@charliermarsh The relative importance of memory safety
This is exactly the right idea
Introducing Zero The programming language for agents. I wanted a systems language that was faster, smaller, and easier for agents to use and repair. Explicit capabilities. JSON diagnostics. Typed safe fixes. Made for agents on day zero.
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