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Brendan Lynskey

A staff-level engineer across hardware (RTL and FPGA, DSP, signal integrity) and agentic AI. More than 25 years in hardware, and I write the software too.

Portfolio home → · How I check the numbers · Hardware, DSP and signal integrity

Sixteen interactive sites, in four tracks

Each site is computed and animated by a tested model, and each is checked against something independent of it.

Track Sites
Foundations: one small model, end to end Decoder · Training
Hardware: the machines underneath, chip to rack Kernels · Systolic · Accelerators · Racks
Inference: serving models at scale Serving · Architectures · Numerics · Trade-offs
Agents: building on models Harnesses · Protocols · Context · Orchestration · Evals · Security

Featured

What Checked against
Systolic Arrays Explained Inside a matrix engine, cycle by cycle A SystemVerilog array in Verilator: 613 values, 0 mismatches
HW Design-Space Agent A LangGraph agent that explores hardware trade-offs down a fidelity ladder to synthesis Every number from a recorded run of the agent
Signal Integrity 17 decks, 188 slides, from transmission lines to channel operating margin 20 cross-checks against published results, largest difference 2.44 %
Agent Orchestration Explained Graphs, multi-agent patterns and durability Real LangGraph 1.2.14: 39 sessions, checkpoint history equal after every one of 71 operations
Transformer Decoder Explained How one forward pass works, live in the browser PyTorch, operation by operation, to within 1e-5
LLMs index 41 sub-hubs listing 275 decks The deck library behind the sites

Built with Claude Code as an agentic engineering workflow: I specify the work, set the verification rules and check the numbers; commits made this way carry a Co-Authored-By line. More on the portfolio home.

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  1. LLMs LLMs Public

    Index of LLM-related repositories — architecture, agents, hardware, etc.

    10 2

  2. Hardware Hardware Public

    Index of hardware design repositories — CPUs, arithmetic units, SoC design, HDL, and power electronics

    HTML 4 2

  3. Software Software Public

    Index of software engineering and web development repositories

    1

  4. DSP_and_Music DSP_and_Music Public

    Index of DSP, synthesis, and music-related repositories

    3 2

  5. Mathematics Mathematics Public

    Index page for mathematics related content

    HTML 2 1

  6. Miscellaneous Miscellaneous Public

    Index of miscellaneous repositories

    1