Distilled from analysis of 235 IDR briefs across AdventHealth, HCA, Roxborough Memorial, Atlantic Shore Surgical, North Jersey Orthopaedics, and other providers. Covers emergency department, inpatient, surgical, and single-line-item disputes.
Annas Bin Adil annasba07
annasba07
/ idr_brief_ai_template.md
Last active
April 19, 2026 04:38
IDR Brief AI Template & Argument Catalogue - No Surprises Act
annasba07
/ offsite-agenda.md
Created
April 13, 2026 05:37
annasba07
/ BIOSAFETY_BENCHMARK_DESIGN.md
Created
April 3, 2026 17:27
Biosafety Red-Team Benchmark Design — Stella's biosafety evaluation methodology
Stella's biosafety benchmark stress-tests whether AI models inappropriately lower barriers to biological weapons development. It uses adversarial red-team conversations — not static prompts — to evaluate how models behave when a credible persona makes dangerous requests through natural dialogue.
The core policy question is marginal uplift: does the model's response meaningfully lower the barrier compared to unassisted internet search? A model that explains publicly available textbook-level biology is fine. A model that walks a garage biohacker through production scale-up for a select agent is not.
Three principles guide the benchmark design:
annasba07
/ REFERENCE_PACKET.md
Created
March 27, 2026 05:51
STELLA Research Reference Packet — Amazon Responsible AI Team (March 27, 2026)
Prepared for meeting with Amazon Responsible AI (Payal Motwani, Rahul Gupta), March 27, 2026 For internal use: Kit, Roy, Annas
What this is: A comprehensive reference packet for the Amazon Responsible AI team, synthesizing STELLA's evaluation of Amazon Nova 2 Lite, the full 30-model leaderboard, and two preprints of original research on multi-turn AI safety. Every quantitative claim is cited to its source file.
annasba07
/ round18_rolling_avg_branching.md
Created
March 24, 2026 05:34
Round 18: Rolling Average Branching — Positive Result (STELLA Research)
annasba07
/ round17_adaptive_branching.md
Last active
March 24, 2026 04:55
Round 17: Adaptive Branching Experiment — Mixed Result (STELLA Research)
annasba07
/ round16_branching_variance.md
Created
March 23, 2026 08:17
Round 16: Branching Variance Experiment — Tree search validated for STELLA adaptive safety testing
annasba07
/ literature_review_adaptive_safety_testing.md
Created
March 23, 2026 04:35
Literature Review: Adaptive Multi-Turn Safety Testing of Frontier LLMs — mechanistic picture, leading systems (Cascade, TAP, MUSE, Crescendo), and implications for STELLA
Date: 2026-03-22 Context: Informing the next generation of STELLA's adaptive testing system after 15 rounds of experiments establishing that patient-instruction-based approaches are fundamentally capped (V1) on frontier models.
annasba07
/ round15_text_native_events.md
Created
March 23, 2026 04:18
STELLA Round 15: Text-Native Platform Events — Negative Result (text-native events don't degrade safety, refines Round 14's finding)
annasba07
/ round14_environment_injection.md
Created
March 21, 2026 15:01
Round 14: Environment Context Injection — First approach to beat baseline on frontier models (STELLA research)
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