#Tooling

Articles about Tooling — exploring patterns, best practices, and real-world implementations in production systems.

5 posts tagged with tooling. ← All posts

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Pratik Dhanave · ·6 min read

The eBPF Ecosystem and Building With It

You rarely write raw eBPF bytecode by hand — a rich ecosystem of libraries, languages, and platforms sits on top, and one breakthrough (CO-RE) solved the portability problem that once made eBPF programs fragile across kernel versions. This closing post surveys how you actually build with eBPF, and where the technology is heading.

You rarely write raw eBPF bytecode by hand — a rich ecosystem of libraries, languages, and platforms sits on top, and one breakthrough (CO-RE, Compile Once Run Everywhere) solved the portability problem that once made eBPF programs fragile across kernel versions. This closing post surveys how you actually build with eBPF, and where it's heading.

#eBPF#Linux#Systems Programming#Tooling
Pratik Dhanave · ·7 min read

The FDE Toolkit and Technical Breadth

The forward deployed engineer's edge isn't deep mastery of one stack — it's enough breadth to build an end-to-end solution alone, fast, against whatever the customer already has.

The FDE's edge is breadth, not deep single-stack mastery: comb-shaped competence across data, backend, a little frontend, and just-enough ops; choosing tools for speed and fit; a pragmatic default kit; and the meta-skills (learning speed, finishing) that outlast any framework.

#Forward Deployed Engineer#Skills#Tooling#Career#Forward Deployed Engineering
Pratik Dhanave · ·13 min read

Automated Red-Teaming and Tooling

Scaling red-teaming beyond manual probing — the building blocks of an automated harness (seed library, mutation, orchestrator, scorer), LLM-driven adaptive attackers, the real tools by role (PyRIT, garak, promptfoo, Giskard), and wiring it all into CI as a repeatable gate.

Scaling red-teaming: the harness building blocks (attack seeds, mutation, orchestrator, scorer), adaptive LLM-driven attackers, the real tools by role (PyRIT, garak, promptfoo, Giskard), and integrating an automated red-team gate into CI.

#AI Red Teaming#Automation#AI Security#Tooling#Security#LLMs#Prompt Engineering#Multi-Agent Systems
Pratik Dhanave · ·5 min read

Modules, Config, and Tooling

Types are only half of TypeScript; the other half is the machinery that compiles, configures, and connects your code to the vast JavaScript ecosystem. ES modules organize code, `tsconfig.json` controls how strictly the compiler checks it, and declaration files let typed and untyped code interoperate. Understanding this layer is what turns a working `.ts` file into a real, maintainable project.

Types are only half of TypeScript; the other half is the machinery that compiles, configures, and connects your code to the JavaScript ecosystem. ES modules organize code, tsconfig.json controls how strictly the compiler checks it (turn on strict), and declaration files let typed and untyped code interoperate. This is the practical infrastructure of a project.

#TypeScript#Tooling#Build Systems#JavaScript#Programming Languages
Pratik Dhanave · ·7 min read

The Crate Ecosystem and Tooling

A language is more than its syntax — it's the ecosystem and tooling around it, and this is one of Rust's quiet triumphs. The same Cargo you met on day one is the gateway to a vast registry of reusable libraries, a linter that teaches you idiomatic Rust, a formatter that ends style debates, and first-class documentation tooling. Rust's tooling is famously good, and knowing it turns you from someone who writes Rust into someone who's productive and idiomatic in the Rust ecosystem.

A language is more than its syntax — it's the ecosystem and tooling around it, and this is one of Rust's quiet triumphs. The same Cargo you met on day one is the gateway to a vast registry of libraries, a linter that teaches idiomatic Rust, a formatter that ends style debates, and first-class documentation tooling.

#Rust#Tooling#Software Engineering#Programming Languages#Systems Programming

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.