Code Generation

From Silicon Specs to Optimized Code: H2LooP’s Embedded Engineering Superpower

H2LooP’s Approach to Low-Level System Optimization

From Datasheet to High-Performance Code How H2LooP Thinks Like an Lower level system engineer
You’ve got a Broadcom BCM2835 board on your desk and the profiler tells you your code is running just slow enough to miss your timing budget.

You know the problem isn’t your algorithm. It’s the little things:

  • A few too many register reads.

  • Memory access patterns that aren’t friendly to the SoC’s bus.

  • DMA that isn’t bursting efficiently.

The answers are all buried inside a 283-page PDF — the BCM2835 ARM Peripherals datasheet.
And tonight, that PDF feels like it’s 10,000 pages long.

This is Where H2LooP Steps In

H2LooP is a domain-specific Small Language Model (SLM) trained not on generic internet text, but on the kind of documents embedded engineers actually live in: SoC datasheets, memory maps, bus diagrams, and BSP codebases.

When it “reads” the BCM2835 datasheet https://www.raspberrypi.org/app/uploads/2012/02/BCM2835-ARM-Peripherals.pdf

 it doesn’t just memorize register addresses.
It understands why each detail matters:

  • Which addresses are cacheable vs non-cacheable.

  • How the DMA controller’s burst mode can save cycles.

  • Where to place an ISR so it runs from fast SRAM instead of slow DRAM.

  • Why the ARM1176JZF-S core needs explicit memory barriers before GPIO writes.

It thinks like an engineer — one that’s read the datasheet cover-to-cover and actually retained it all.

A Walk Through the H2LooP Thought Process

Let’s imagine a real-world scenario.

You need to move data between two buffers — a common task in embedded systems.
Most C programmers might write


void mem_copy(uint32_t* dest, uint32_t* src, size_t count) {

    for (size_t i = 0; i < count; i++) {

        dest[i] = src[i];

    }

}

It works, but the BCM2835 datasheet quietly warns: unaligned memory accesses can kill performance.

H2LooP knows this.
It modifies the code to use word-aligned transfers:

static void fast_memory_copy(uint32_t* dest, const uint32_t* src, size_t word_count) {

    for (size_t i = 0; i < word_count; i++) {

        dest[i] = src[i];

    }

}

This isn’t just cleaner — it’s faster because it plays nice with the SoC’s internal bus.

DMA? Let’s Make It Burst

When H2LooP spots the phrase “DMA controller supports burst lengths up to 4” in the BCM2835 docs, it knows exactly what to do:

static void setup_efficient_dma(uint32_t channel, uint32_t* src, uint32_t* dest, size_t len) {

    DMA_CS(channel) = DMA_RESET;

    DMA_CONBLK_AD(channel) = (uint32_t)&dma_cb;

    dma_cb.ti = DMA_TI_SRC_INC | DMA_TI_DEST_INC | DMA_TI_BURST_LENGTH(4);

}

Result? Four transfers per burst — fewer bus cycles, higher throughput.

Interrupts Without Guesswork

The datasheet clearly states there are three pending IRQ registers — but you’d be amazed how many drivers only read one.

H2LooP generates a handler that reads them all, every time:

#define IRQ_BASIC_PENDING  0x2000B200

#define IRQ_PENDING_1      0x2000B204

#define IRQ_PENDING_2      0x2000B208

void irq_handler() {

    unsigned int basic = *((volatile unsigned int*)IRQ_BASIC_PENDING);

    unsigned int irq1  = *((volatile unsigned int*)IRQ_PENDING_1);

    unsigned int irq2  = *((volatile unsigned int*)IRQ_PENDING_2);

    // Decode and handle IRQ

}

No missed interrupts. No unexplained hangs.

Cache Safety Built-In

Some peripherals break if you hit them with cached writes.
H2LooP reads that BCM2835 GPIO writes need memory barriers — and adds them automatically:

#define GPIO_BASE 0x20200000

void set_gpio_output(int pin) {

    __asm__ volatile("dmb" ::: "memory");

    volatile unsigned int* gpio_fsel = (unsigned int*)(GPIO_BASE + 0x00);

    int reg = pin / 10;

    int shift = (pin % 10) * 3;

    gpio_fsel[reg] |= (1 << shift);

    __asm__ volatile("dsb" ::: "memory");

}

The barriers ensure the CPU and hardware stay in sync.

SRAM for the Win

H2LooP doesn’t just write code — it suggests where it should live in memory.
Critical interrupt handlers? Straight into fast on-chip SRAM:

__attribute__((section(".fastcode")))

void irq_handler() {

    // Minimal latency routine

}

It even generates linker script entries to make that happen.

Why This Matters

H2LooP turns engineering intent from a PDF into working, optimized C code — without an engineer spending weeks in the manual.

  • Faster execution: fewer cycles, aligned transfers, burst DMA

  • Smaller footprint: efficient code paths, smart memory use

  • More robust: correct register handling, safe peripheral access

The end result? Code that feels like it was written by someone who’s been shipping embedded firmware for decades — because in a way, it has.

From PDF to Production

The BCM2835 story is just one example.
H2LooP can apply the same approach to any SoC, MCU, or peripheral — from ARM cores to DSPs to automotive ECUs — learning their quirks, and generating code that makes the hardware shine.

The next time your performance graph is dipping into the red, remember:
The fix might already be hiding in your datasheet.
H2LooP just knows how to find it — and turn it into code.

Download the BCM2835 ARM Peripherals Datasheet

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