ACTIVE2025 – Present
devkernels Content Infrastructure
A full content pipeline from idea capture to 5-platform publish.
End-to-end content system: Notion DB as source of truth, Claude-driven humanizer + self-review, platform-native adapters for LinkedIn, Medium, Substack, Instagram, and newsletter. Remotion-rendered carousels and reels with brand-locked theme. Runs on cron with per-stage checkpointing.
- 8 research sources, auto-ranked into content angles every 3 days
- 4 platform adapters generating platform-native output from a single canonical article
- Brand consistency enforced programmatically — one theme, zero copy drift
Next.jsNotion APIClaude SonnetRemotionPythonSendGridReact Email
ACTIVE2026 – Present
claw — Scripts-to-Product Consolidation
Unifying a year of automation scripts into one coherent product.
A consolidation initiative to take dozens of one-off scripts — memory management, knowledge-base synthesis, content pipelines — and pull them under one product surface with shared primitives, a common config layer, and a unified CLI. PRD locked on the claw board; architecture decisions committed to memory.
- Design doc + product brief finalized (P0 on the claw Notion board)
- Shared memory layer reused across 4 sub-systems
- Single CLI replacing 14 ad-hoc scripts
PythonTyperpgvectorChromaDBPydanticuv
WORK2025 – Present
Real-Time CDC Pipelines
Sub-second change propagation over Oracle GoldenGate + WebSocket.
Designed real-time change-data-capture streaming pipelines built on Oracle GoldenGate with a WebSocket event layer for downstream consumers. Paired with a DAG-based orchestration engine — topological sort, concurrent execution, stateful failure recovery — for multi-stage data transformations on OCI.
- Sub-second propagation from source Oracle DB to downstream consumers
- DAG orchestration engine handles retry, backoff, and failure recovery per node
- Scaled across multi-tenant ingest on Oracle Cloud Infrastructure
JavaOracle GoldenGateWebSocketApache SparkOCITerraform
ACTIVE2025 – Present
Karpathy-Style Knowledge Base
A personal wiki that compounds, not a read-it-later graveyard.
Domain-organized markdown KB under /ai/{domain}/, auto-populated by the content consumer pipeline. Articles route to the right folder by tag overlap. Weekly Opus-driven synthesis per domain produces a "State of Knowledge" digest every Friday — a rolling research journal, not a dead archive.
- 9 domains, hundreds of articles auto-routed by tag overlap
- Weekly per-domain synthesis surfacing emerging patterns
- Backs content ideas, build bets, and strategic reads
PythonMarkdownClaude OpusChromaDBcron
SHIPPED2025
Local LLM Inference Stack
Ollama + quantized inference for privacy-first agent workloads.
Optimized local inference pipeline — Ollama for model serving, KV cache quantization, custom embedding generation for agent memory. Used as the privacy-preserving tier for sensitive agent traffic when cloud LLMs aren't an option.
- Throughput ≈ 40 tok/s on commodity hardware via KV cache quantization
- Embedding pipeline feeds both pgvector and ChromaDB for hybrid retrieval
- Drop-in fallback for cloud LLMs — same agent surface, local inference
OllamaPythonpgvectorChromaDBFastAPI
ACTIVE2026
devkernels Portfolio (this site)
Editorial tech portfolio with MDX, command palette, and TOC.
This site: Next.js 16 + MDX, Playfair Display + DM Sans + JetBrains Mono, rust-on-white editorial palette, custom ⌘K command palette, TOC sidebar with active-section highlight, RSS, sitemap, structured data, newsletter capture, and a /uses page.
- Zero runtime JS on content pages — static export to GitHub Pages
- ⌘K palette indexes all posts + tags + nav
- TOC sidebar extracted from MDX on the server, no client parsing cost
Next.jsMDXTailwindLucideGitHub Pages