A flight recorder and verifier for AI agent runs. Python records model and tool calls as OpenTelemetry spans; Go reconstructs runs and checks them deterministically. Every verdict includes evidence, and incomplete traces produce an explicit INCONCLUSIVE result.
A synthetic multi-agent security testbed for shared-memory honeytokens. Compares decoy rotation with brokered containment, isolated trap namespaces, and quarantine while adaptive agents share information.
Fault-injected benchmark for tool-using agents, with targeted planner repairs, transfer checks, and evidence-based monitoring pilots. Evaluates routing, recovery, and unsafe pre-write actions in stateful workflows.
Production agentic platform for chat, voice, and KYC workflows across Django services, async workers, retrieval and tool execution, and React delivery.
Contributed fixes to Bayesian benchmarking for LLMs and agents. Merged changes make winner selection honor configured confidence, let users disable non-discriminating-task skipping, and apply skip thresholds consistently in model ranking.
Multilingual grounded QA pipeline focused on citation-aware answering and abstention, with artifact-backed evaluation instead of demo-first output.
KV-cache compression benchmark that measures how TurboQuant-style caching shifts refusal behavior, fidelity, and long-context robustness under matched prompts.
Bare-bones Go-based coding agent framework built from scratch. Inspired by the Pi architecture: small core abstractions, append-only JSONL sessions, tool execution as events, and multiple user-facing modes on one runtime.
A terminal-based MIDI mixer built in Go. Keyboard-driven workflow for mixing and routing—built as a focused developer tool.
Activation-geometry pipeline to locate, ablate, and evaluate refusal direction in Llama-3.1-8B-Instruct. Found refusal behavior geometrically localised to single direction at layer 14; ablation suppressed refusal from 0.98 to 0.16.
Go TUI that turns any folder into a knowledge base via Recursive Language Model methodology. Implements Bubble Tea TUI, Cobra CLI, pluggable LLM providers with live trajectory visualisation.
"Make it work. Make it right. Make it fast. In that order."