Enterprise AI, built with an investigator's eye.
AI/ML Consultant · LLM Researcher
I'm Shreenivas Sangoram. I design agentic systems, RAG pipelines and AI-assisted investigations for firms where a wrong answer is expensive, and I open up small language models to see why they behave the way they do.
9+years in advisory & AI
237projects built since mid-2024
72client engagements: diligence & investigations
+41ppsycophancy fix, no retraining
Home
Home is a tree of light and its roots, drawn with Grok Imagine for this site.
Work
- Computer-use agent on a real iPhone
- A frontend taskset with a browser verifier
- Pocket Pi
- What is an agent harness
- CUDA Light Studio
- Video Studio
- MOPD
- OpenAI Parameter Golf
- Tensor-Slayer
- Reinforcement learning trading environments, from someone who has built the bots
- Interpretability work
- An SFT dataset from agent traces for a small model, measured instead of estimated
- Running the DeepSWE benchmark on MiniMax M3 across agent harnesses
- Running large language models on a 4 GB laptop GPU
- Multi-agent orchestration
- Mobile agents on Android
- ARPO (Agentic Reinforced Policy Optimization)
- KillSwitch Bench
- steer-v1
Work is a Lichtenberg figure: lightning frozen in acrylic · Timothee Rolland · CC BY-SA 4.0. source
Writing
- Between two Samsung lines, the eyes post
- Samsung’s HBM4 sold at “target price” is the memory bill for Rubin
- Powertech’s $400M panel fab is where Broadcom’s ASIC volume goes when CoWoS is full
- Samsung’s 60–70% LTA target is a mortgage on 2030 capacity
- Samsung’s 2028 line is a lead-time statement, not a demand forecast
- What is DataVendor by HUD, and who pays for your data
- Can you steer sycophancy out of a small model without retraining it
Writing is seed pods drifting down a thread of light · Stockcake · Stockcake (public domain).
Data
- Agent harnesses & ports
- Agents & RAG
- Hardware & IoT
- Interpretability & AI safety
- Learning
- Light-films & CUDA studio
- Phone & device agents
- RL & training
- Security & reverse engineering
- Tensor-Slayer & weight editing
- Trading & markets
- Video & sound studios
- Workstation & desktop setup
Data is a great tree with lit platforms in its branches · artist unknown (signed lower right) · the artist's.