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Jigar Patel
I make practical systems, engineering notes, and tools that stay readable over time.
writing rhythm
331 posts in 365 dayswork
Projects
A few things with notes, not just demos.
Formly
projectTyped dynamic-form engine for multi-tenant SaaS workflows with schema-driven runtime validation, versioned drafting, and role-based access control.
RepVault
projectSecure repository for reputation + sensitive profile assets with envelope encryption, audit logging, and revocation-aware secret sharing.
OpenClaw Mission Control
projectOperational control plane for distributed OpenClaw deployments: command orchestration, agent health telemetry, and policy-based remediations.
workers-openclaw-vpc
projectCloudflare Workers gateway layer that proxies private OpenClaw services through token-authenticated, VPC-aware edge endpoints.
AutoResearchClaw Integration
projectResearch-agent loop that chains idea generation, experiment execution, and evidence-based filtering to produce reproducible technical notes.
Personal Website / Next.js Platform
projectProduction Next.js blog platform with MDX content loading, route metadata, authoring ergonomics, and deployment-ready static optimization.
OpenClaw Codex App Server
projectOpenClaw plugin bridge for the Codex App Server protocol, supporting Telegram/Discord conversation binding, thread control, and action buttons through local Codex sessions.
clipmark
projectLocal-first Next.js clipping utility for saving URLs, tagging, markdown notes, and searching a growing reading queue with Prisma persistence.
writing
Latest posts
Compact notes from the latest entries.
Sleep, Memory, and AI: what systems can learn from consolidation
March 26, 2026How the brain moves memories from short-term storage into durable knowledge, and how AI systems can mimic that transfer with stable, explainable memory architecture.
AI Agents: define boundaries before you scale the loop
March 26, 2026Agent systems scale only when you define what is automatable, what is semi-automatic, and what must remain human-controlled.
Claude Code: use it when local execution is the bottleneck
March 26, 2026Claude Code is strongest when your task needs command-level verification and tight feedback loops, not just conversational answers.
Codex: scaffolding engine, not architecture lead
March 26, 2026Codex is excellent at repetitive, well-defined work, but it should never be the last person deciding behavior in critical system code.
Automate Data quality: what I learned (120)
March 25, 2026I automateed data quality end-to-end and got increased consistency.
AI Agents: what to automate and what to keep human
March 25, 2026A practical framework for deciding where AI agents should run autonomously and where human review remains non-negotiable.
Designing with failure boundaries
March 25, 2026I started by mapping failure paths first, then inputs, and only then happy paths.
Claude Code: when it should be your first, not your only pair
March 25, 2026Claude Code is strong for local reasoning and implementation, but it is most valuable when used as an execution engine inside a clear workflow.