All projects.

Oracle Forge

A multi-database analytics agent that integrates every prior TRP1 system (auditor, refinery, cartographer, event store, and contract enforcer) into one compound system.

▲5 prior systems integrated into 1 compound agent

Tenacious-Bench: Sales Agent Evaluation & LoRA Fine-Tuning

A 200-task benchmark built through multi-LLM synthesis with judge filtering. Trained LoRA adapters with SFT, DPO, and a process-reward model to target a specific failure mode.

▲200-task benchmark, published on HuggingFace

Document Intelligence Refinery

A five-stage escalating pipeline that turns mixed PDFs, scans, and tables into structured, spatially-indexed knowledge, using vision only when text extraction cannot answer.

▲Vision models used only when cheaper stages fail

Data Contract Enforcer

Schema validation and lineage across heterogeneous sources. Generate contracts from samples, validate live data, and attribute violations back to the upstream system that broke them.

▲Traces violations to source in minutes, not a week

Agentic Event Store

An event-sourced ledger on PostgreSQL with CQRS projections, optimistic concurrency, cryptographic integrity, and MCP exposure so LLMs query history without bypassing the audit log.

▲Cryptographically tamper-evident audit ledger

AI-Native IDE: Intent-Code Traceability

A VS Code extension that links business intent, code AST, and agent action through content-hashed sidecar traces so parallel agents can share context.

▲Parallel agents share context, no central lock

The Automaton Auditor: Multi-Agent Code Auditing Swarm

A LangGraph swarm that grades repositories against a structured rubric. Detective, Prosecutor, Defense, Tech Lead, and Chief Justice nodes produce a deterministic verdict.

▲5-agent adversarial swarm, deterministic verdicts

The Brownfield Cartographer: Codebase Intelligence

A four-agent system that ingests a GitHub repo and produces CODEBASE.md, day-one onboarding briefs, semantic indices, and lineage graphs.

▲4-agent pipeline, docs stay current on every push

Conversion Engine: Sales Automation

An automated lead-generation system that grounds outreach in real signals: Crunchbase firmographics, job-post velocity, layoffs.fyi, AI-maturity scoring. Benchmarked against τ²-Bench retail.

▲4 external signal sources ground every outreach

Dashen Super App: Mobile Banking Platform

Backend services for a mobile banking super app used by one of Ethiopia's largest banks. Secure transaction APIs, auth, RBAC, and tuned hot paths for high transaction volume.

▲Production banking APIs at national scale

StarPay: Digital Payment Gateway

National digital payment gateway. Multi-channel payments (QR, payment links, USSD, reference-based) with the reliability budget you'd expect for real-time money movement.

TeleTv: Online Cinema Streaming Platform

Backend for Ethiopia's first online cinema, used by thousands of users on Android and iOS. Rental APIs, time-limited content access, mobile auth, and payment gateway integrations.

E-commerce REST API

REST API for an e-commerce platform consumed by React and Next.js clients. Product catalog, cart, orders, and auth, tuned for read-heavy load.

▲REST API powering React + Next.js storefronts

Safe-Fetch MCP Server

An MCP fetch server built around one unified security pipeline, closing the SSRF gaps the reference implementation ships without.

▲62 unit tests, zero secondary fetch path

Djinni Job Alert Bot

A Telegram bot that polls Djinni RSS feeds and sends keyword-filtered job alerts, with deduplication so the same listing never gets sent twice.