Founder, project lead and maintainer
Ayushman Bhattacharya
Coordinates Elixpo's technical direction, public releases, research surfaces, organization operations, and the shared project-foundry programme.
Elixpo Research
This publication surface connects each investigation to its implementation, paper, released artifacts, public demonstrations, citation record, and reproducibility notes. It also states clearly what has—and has not—been reviewed.
Leading research
These projects combine a defined question with public implementation evidence, publication material, or runnable artifacts.
A documented RISC-style 8-bit breadboard computer built with transistor and TTL logic, a discrete arithmetic logic unit, Arduino-managed microcode, four-bit opcode and address fields, and a four-digit seven-segment output. The public record connects the implementation, schematics, hardware documentation, and published paper.
Open publication record →OreoLook presents a three-layer cache for session context, semantically equivalent queries, and URL embeddings in an open LLM answer engine operating on commodity CPU infrastructure.
Open publication record →A controlled study of one-bit-weight diffusion training that separates binary representational limits from post-training projection failure using matched residual U-Net experiments, repeated seeds, controls, hashes, and runnable artifacts.
Open publication record →Research team
These people have a verified Elixpo research role, authorship record, or attributable repository work. The section is not a ranking of researchers.
Founder, project lead and maintainer
Coordinates Elixpo's technical direction, public releases, research surfaces, organization operations, and the shared project-foundry programme.
Lead developer
Works across Chapter engineering and project delivery, helping move shared implementation work into reviewed public releases.
Research and engineering lead
Connects open research with implementation through published studies, technical review, project development, and organization-level stewardship.
Research contributor
Contributes to MonoDiffuse and Wozformer research work, including early research material, documentation, diagrams, and LaTeX publication fixes.
Live experiments
Interactive artifacts let readers inspect current behaviour directly. Each demonstration remains linked to its research record and owning platform.
Interactive research artifact
Public demonstration related to Native Binary-Weight Training Outperforms Zero-Shot Sign Projection in MNIST Diffusion.
Interactive research artifact
Public demonstration related to A Three-Layer Caching Architecture for Low-Latency LLM Web Search on Commodity CPU Hardware.
Complete index
Active investigations, completed studies, paused work, and historical experiments remain visible. Status describes current activity, not importance.
A documented RISC-style 8-bit breadboard computer built with transistor and TTL logic, a discrete arithmetic logic unit, Arduino-managed microcode, four-bit opcode and address fields, and a four-digit seven-segment output. The public record connects the implementation, schematics, hardware documentation, and published paper.
OreoLook presents a three-layer cache for session context, semantically equivalent queries, and URL embeddings in an open LLM answer engine operating on commodity CPU infrastructure.
A controlled study of one-bit-weight diffusion training that separates binary representational limits from post-training projection failure using matched residual U-Net experiments, repeated seeds, controls, hashes, and runnable artifacts.
An archived T5 fine-tuning experiment that translates emoji-rich sentences into plain-English descriptions and includes inference and ROUGE evaluation scripts.
A completed automation experiment that used Git plumbing to produce a deliberately large repository history and contribution-graph pattern. It is preserved as an experimental artifact, not an active research claim.
A research prototype for empirical timing-contract recovery across Linux and RTOS execution domains on the Arduino UNO Q, with safe-boundary migration, probation, commit, rollback, and replayable decision evidence.
A paused proposal to train and port a tiny attention-based language model to a 1 MHz 6502 with 8 KB each of SRAM and EEPROM, implementing the inference path in 8-bit assembly for educational inspection.
Publication standard
Elixpo Research is a publication and discovery surface. Owning repositories remain authoritative for their source, evidence, releases, and artifact licenses.
The implementation and important revisions remain in the owning repository.
Papers, datasets, models, hardware, and evaluations are linked when released.
Every record states what can be reproduced and which material is still missing.
Editorial, external, and peer-review status remain separate and explicit.