More than six years of professional software engineering. Recent work includes source-traceable document pipelines, financial automation, Rust cryptography, real-time backends, and serving frontier open-weight models on Blackwell GPUs.
Selected systems with production code, source-level debugging, tests, and measured results.
The system extracts financial facts from Arabic and English audited statements. Each value keeps its source reference.
Audited-statement extraction evaluation
Two extraction passes are checked against accounting identities, section totals, and cross-year consistency. Uncertain values move to an explicit review state.
The system connects onboarding, money movement, policy checks, scheduled workers, and Aave V3 position protection.
18-month managed production run
The system combined Plaid, Bridge.xyz, Privy, smart contracts, background execution, and operational reconciliation.
A 504-billion-parameter checkpoint loaded on eight RTX PRO 6000 GPUs. Output then repeated because the sparse indexer ran on the wrong layers.
Cold single-prompt validation on the sparse path
The investigation ruled out decoding variables, isolated attention with a dense fallback, derived the missing layer pattern, and bounded long-context work with chunked prefill and decode-context parallelism.
Users can grant or revoke permission for data use. Providers and consumers can verify the current consent state without seeing the underlying record.
SHA3-256, Merkle proof generation, and local IPFS storage
The implementation covered identity-based encryption, BLS signatures, Merkle proofs, threshold decryption, PVSS and DKG flows, and WASM and FFI exports.
A TypeScript server implements the stateless MCP 2026-07-28 protocol over HTTP and stdio. A direct CLI uses the same bounded OpenRouter operations.
Fixed 3.0.0 surface under the 2026-07-28 protocol
The 3.0.0 surface fixes its discovery, account, inference, and generation operations instead of deriving tools from upstream data.
Each note states the failure, tests, cause, and fix.
The note shows the failed tests, the checkpoint field mismatch, and the configuration that restored inference with 240K-token context.
Read note ->The note traces the failure through WSL, Windows paths, the native host, and the browser connection.
Read note ->Production systems, tools, research, experiments, hackathons, and public-interest projects.
I started programming around 2012 through Linux, networking, web servers, security tools, and technical communities. Professional work began in real-time backend systems and grew into document processing, financial automation, cryptography, and model inference.