LAURENCE FANG — INDEPENDENT WORKS
MOVE TO ENTER
01 / EVIDENCE SPACE
Can a model carry
a skill into a task?
A controlled pilot compares direct Modus Ponens probes with downstream tasks that require the same procedure in context.
The observed differences are shown directly, without extrapolating beyond the results.
READ THE STUDY- GPT-5.6 Luna60/60 · 60/60
- DeepSeek V4 Flash58/60 · 42/60
- Qwen 3.7 Max60/60 · 50/60
Modus Ponens evaluation · 3-model pilot · results shown as observed.
02 / SYSTEMS IN MOTION
From evidence
to agency.
Three working systems, each with an explicit operational boundary.03 / MULTI-AGENT / QUANT
Trading Agents
04 / FINANCIAL SYSTEMS
Pengbo Workbench
03 / FIELD NOTES
Methods meet
the field.
Applied AI algorithm internshipat 燧人（珠海）医疗科技有限公司.
INTERNSHIP TRACK
Visual Classification Model Reproduction & Evaluation
EfficientNetV2 98.10% · StarNet 98.05%Built and adjusted local model-training and evaluation workflows across dataset preparation, fine-tuning, training configuration, accuracy/F1 analysis and confusion matrices.
INTERNSHIP TRACK
Single-Video Multimodal Feature Extraction
TEXT 50 × 768 · AUDIO 925 × 25 · VISUAL 232 × 177Built a local tool that extracts structured text, audio and visual/facial representations from one video.
INTERNSHIP TRACK
INN / Feature Engineering Experiments
MNIST 90.58% · OOF +1.94 PPReproduced and experimented with an INN classifier workflow, comparing raw pixels, HOG + PCA, patch selection and ensemble approaches.
04 / HORIZON
Questions still
in motion.
Research directions and engineering notes, held to their actual evidence.CLOSED RESEARCH
Poker Agent Research
Information sets · CFR · Average policyClosed research on game-theoretic decision making in incomplete-information poker.
⟶02LOCAL ENVIRONMENT
Local Open Model Studio
Qwen3.8-27B · llama.cpp · 64K contextA local environment for LLM inference and image/video model workflows under explicit hardware constraints.
⟶03ENGINEERING NOTE
DeepSeek Harness Engineering
fileIds · Attachment state · SerializationInput-pipeline engineering for general file attachments in an existing AI developer tool.
⟶04IN PROGRESS
Multimodal Financial Research
Earnings calls · Text · Voice / audioExploring text and voice/audio signals in earnings calls and financial communication.
⟶OPEN CHANNEL / COLLABORATION & OPPORTUNITIES
Let's make the
signal useful.
I'm interested in AI engineering, research engineering, multimodal AI, LLM evaluation and agent-system opportunities.
DIRECT CONTACT
PUBLIC WORK