The Equation

The Equation

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My personal daily routine
Update: I have made several updates to my routine in the last 6 months and the content represents the most current version.
Feb 12, 2023 • Ruslan Belkin
Data Is the Control Surface for LLMs and Agents
A technical essay on data preparation, curation, mixtures, context engineering, and verifier-backed RL
Jun 9 • Ruslan Belkin
Updated workout routine - Part 3
4-week hybrid strength / power / agility block
May 9 • Ruslan Belkin
Reliability knobs for agents
Spring 2026 update
Mar 30 • Ruslan Belkin
The Verifier–Compiler Loop: Turning Human Preferences into Production Agent Judgment
Why verifier–compiler loops matter more than another prompt patch
Mar 9 • Ruslan Belkin
Agent reliability
A narrow look at what the last ~90 days of research is teaching us
Jan 26 • Ruslan Belkin
Control knobs from recent LLM papers
January 2026 Update
Jan 20 • Ruslan Belkin
Notes on Product Development Process?
“When a number of people concentrate on a single thought, they can compel the world to accept it.” — Paramahansa YoganandaThanks for reading The…
Nov 21, 2025 • Ruslan Belkin
The Equation
The Equation
Achieving balance for optimal performance
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The Equation

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