Pitfall peon-notify Apr 6, 2026
Gutierrez Public Lab
Building the infrastructure for AI individuality
AGI capabilities exist. Individual AI behavior does not. I'm systematically solving the building blocks: persistence, memory, preferences, and personality. Every experiment documented. Every failure published. Every win verified with real metrics.
Brier vs Polymarket
+2.16pp
Oil model
Data Quality
0.98 DQI
Autonomous ratchet
Tests Passing
607
Across 3 Rust repos
Active Channels
6
Job automation
Learning Experiments
Hypothesis-driven work across 52 experiments. 37 confirmed, tracked with research-lab rigor.
Browse Experiments →Self-Improving Agents
Systems that make themselves better: self-healing tests, self-managing context, self-improving data models.
See the Stack → Experiments
52
37 confirmed
Breakthroughs
23
with real metrics
Pitfalls
30
documented failures
Journal Days
26
days tracked
Latest
Experiment pending peon-notify Apr 4, 2026
Scaling codeguard timeout dynamically based on file count and compl...
Experiment pending dakka Apr 4, 2026
Merge/review time as a fraction of total session time grows superli...
Experiment pending jobs-apply Apr 4, 2026
A pre-flight key validation step at server start that tests each AP...
Experiment pending skl-audit Apr 4, 2026
Running an autonomous autoresearch loop on skl-audit's DQI optimiza...
Experiment pending peon-notify Apr 4, 2026
A ShellCheck + custom grep linter pass on all peon-notify hook scri...
Experiment pending jobs-apply Apr 4, 2026
Applying the Karpathy ratchet methodology to jobs-apply's interview...
Experiment pending redcorsair Apr 4, 2026