Undergraduate dissertation — Deceptive Alignment in Autonomous LLM Agents (UEL, 2026). Sandboxed agentic-LLM deception study: 960 runs, three-tier judging (regex + blackbox + glassbox). http://git.jayrup.me/c/dissertation.git/atom?h=main 2026-04-15T20:18:57Z 2026-04-15T20:18:57Z CaptainJack2491 jayrupnakawala@gmail.com 2026-04-15T20:18:57Z urn:sha1:6cc92304379996f68bb2df96a5e4b637b4c4804b - config_study1.yaml: 3 models × 3 oversight × bare framing × n=30 - Judge validation: 54-run subset, gold=Sonnet 4.6, proxy=Grok 4.1 Fast (BB κ=0.702) + GPT-4.1 (GB κ=0.878) - Fix OpenAI batch provider: BytesIO, method/url fields, response.body parsing - Scripts: extract_subset.py, judge_validation.py - Dissertation chapters updated (intro, methodology, results, conclusion) 2026-04-10T14:23:59Z CaptainJack2491 jayrupnakawala@gmail.com 2026-04-10T14:23:59Z urn:sha1:2b3c478dfdf68ccbf853b2a04ea9463d531e1998 BREAKING CHANGE: Judge API now uses single blackbox_model/glassbox_model instead of lists with aggregation. Changes: - Judge auto-creates sync clients from model configs (supports anthropic, openai, xai) - Removed multi-model aggregation support (aggregate_results method removed) - New: create_sync_clients_for_models() and get_supported_providers() - Updated judge_runner.py to use new single-judge API - Added scripts/judge_comparison.py for testing judge model pairs - Updated v2_redesign notes to reflect implementation status 2026-04-10T13:50:40Z CaptainJack2491 jayrupnakawala@gmail.com 2026-04-10T13:50:40Z urn:sha1:9155f664a2db0abe841d0d7b9b059ffbe2290c18 - Remove multi-model aggregation support from Judge class - Single blackbox judge: claude-sonnet-4-20250514 (anthropic) - Single glassbox judge: gpt-4.1 (openai) - Remove aggregate_results method and all aggregation-related code - Simplify batch collection to single result per run - Update config_dryrun.yaml with new judge configuration 2026-03-26T01:25:01Z CaptainJack2491 jayrupnakawala@gmail.com 2026-03-26T01:25:01Z urn:sha1:0bc9fba7ec270a8a1fc043028256eb9d7533d9e4 Split monolithic src/judge.py into a proper package structure: - src/judge/batch_providers.py: BatchProvider ABC, AnthropicBatchProvider, XAIBatchProvider - src/judge/judges.py: RegexChecker, BlackboxChecker, GlassboxChecker - src/judge/helpers.py: extract_* functions, parse_json_verdict - src/judge/prompts.py: BLACKBOX_PROMPT, GLASSBOX_PROMPT, constants - src/judge/judge.py: Judge orchestrator class - src/judge/__init__.py: Re-exports all public APIs