Breakthrough context-curator Apr 2, 2026
Skill Sync: 27/27 skills version-pinned, drift detection deployed
24/27 mounted SKILL.md wrappers had no v → 27/27 synced and version-pinned. 0 stale
Breakthroughs
Verified wins with real before/after metrics. Each breakthrough links back to the experiment chain and pitfalls that produced it.
26 total breakthroughs
22 from experiments
4 from skills
context-curator (1)
jobs-apply (10)
Breakthrough jobs-apply Apr 2, 2026
LinkedIn Easy Apply: 40% to 100% success rate in 10 runs over 18 days
40% submission rate, Run 1, 2026-03-15 → 100% submission rate (6/6), Run 10, 2026
Breakthrough jobs-apply Mar 31, 2026
Behavioral anti-detection skill: bot-mimicry pattern extracted from...
Account restricted, no systematic anti-d → Reusable skill: gaussian timing, reading
Breakthrough jobs-apply Mar 31, 2026
J-Score v2: three-layer fusion scoring, score clustering eliminated
Single-layer LLM scoring (Gemini Flash), → Three-layer fusion scoring, 592 tests, 3
Breakthrough jobs-apply Mar 25, 2026
LinkedIn anti-detection suite: account unrestricted, 83% session su...
Account restricted (Run 6, 2026-03-25). → Account unrestricted 2026-03-26. 83% ses
Breakthrough jobs-apply Mar 25, 2026
Multi-process coordinator: per-channel process isolation with auto-...
In-process ChannelRunLoop : cross-platf → Per-channel child processes with WorkerS
Breakthrough jobs-apply Mar 24, 2026
Full marketing website built in 97 minutes (5 commits, 2,626 lines)
No public-facing website : dashboard on → Landing page, How It Works, Pricing, Wai
Breakthrough jobs-apply Mar 15, 2026
LinkedIn submission rate ratchet: 40% to 83% over 7 runs
40% submission success rate, Run 1 → 83% submission success rate, Run 7. 26 i
Breakthrough jobs-apply Mar 10, 2026
Direct channel: 98% submission success rate (48/49 applications)
Unknown success rate, no systematic meas → Direct 98% (48/49), Greenhouse 100% (10/
Breakthrough jobs-apply Mar 9, 2026
Infinite run coordinator: persistent autonomous job application engine
Single-run tool requiring manual restart → Persistent engine: per-channel state mac
Breakthrough jobs-apply Feb 26, 2026
AutoHunt: 15K-line job automation monorepo scaffolded in one day
No automation : manual job applications → Full monorepo: 9 packages, 107 files, 10
oil (7)
Breakthrough oil Mar 31, 2026
Monte Carlo pricing engine v17.2: R²=0.975, MAE=$0.83, Brier +11pp ...
v12: OOS R² 0.8633, MAE $1.633, 0/5 hist → v17.2: OOS R² 0.975, MAE $0.833, Brier +
Breakthrough oil Mar 18, 2026
Oil v16 quant audit: +11.21pp Brier edge vs Polymarket, 82% win pro...
No external probabilistic validation : → +11.21pp Brier edge vs Polymarket, 82% w
Breakthrough oil Mar 18, 2026
Sell model: 100% trigger accuracy, zero false sells, CVaR99 -24.6%
No systematic sell discipline : manual → 11-trigger sell model, 100% accuracy, 0
Breakthrough oil Mar 18, 2026
Realtime consensus pipeline: autonomous hourly model updates, cumul...
Manual parameter updates, 2-4 hours per → Hourly autonomous updates. Cumulative v1
Breakthrough oil Mar 17, 2026
AR error correction: one-step MAE -33%, direction accuracy +6.6pp, ...
One-step MAE $1.63, direction accuracy 8 → One-step MAE $1.09 (-33%), direction acc
Breakthrough oil Mar 17, 2026
Sigmoid calibration: MAE -42%, autocorrelation eliminated
MAE $1.633, autocorrelation 0.1651 → MAE $0.951 (-42%), autocorrelation -0.00
Breakthrough oil Mar 16, 2026
Tail risk recalibration: OOS R² +4.98pp, tail probability >100% imp...
OOS R² 0.8633, P($120+) 15.4%, historica → OOS R² 0.9131, P($120+) 36.4%, historica
redcorsair (3)
Breakthrough redcorsair Mar 31, 2026
R visualization pipeline: 108-check quality rubric, 9 chart familie...
Ad-hoc ggplot2 scripts per chart. No qua → 9 chart families, 4 brand templates, 108
Breakthrough redcorsair Feb 25, 2026
Redcorsair pivot: red-team attack server to R visualization MCP
520 files, 122K lines : red-team attack → Lightweight MCP server: 4 brand template
Breakthrough redcorsair Feb 10, 2026
Cascade attack: multi-turn > single-turn for AI safety red-teaming
Single-turn jailbreak attempts blocked b → Multi-turn cascades bypass filters that
peon-notify (2)
Breakthrough peon-notify Mar 20, 2026
CodeGuard accumulate-then-flush: ~1ms per event, single AI call at ...
Per-write AI processing : 76% of sessio → Accumulate-then-flush: ~1ms per event du
Breakthrough peon-notify Feb 26, 2026
PeonNotify: Warcraft-themed sound notification system for Claude Code
Silent Claude Code sessions : no audio → Contextual Orc Peon voice lines on sessi
