[WIP] new heuristic compiler causes a gcc compile error and hasn't been tested for correctness or proper integration during runtime ever yet

[Copilot]

Thanks for assigning this issue to me. I'm starting to work on it and will keep this PR's description up to date as I form a plan and make progress.

Original issue description:

defcronyke@piano:~/gptenv/claude-opus-4/galileo$ make clean
🧹 Cleaning build artifacts...
rm -rf build/
rm -f galileo  # Remove convenience symlink
rm -f galileo_knowledge.db  # Remove SQLite database if exists
✅ Clean complete!
defcronyke@piano:~/gptenv/claude-opus-4/galileo$ make all symlinks

  ╔═══════════════════════════════════════════════╗
  ║          🚀 Building Galileo v42 🚀          ║
  ║    Graph-and-Logic Integrated Language       ║
  ║           Engine (Modular Edition)           ║
  ╚═══════════════════════════════════════════════╝

📄 Copying headers to build directory...
✅ Headers copied to build/include
Compiling src/core/galileo_core.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/core/galileo_core.d -c src/core/galileo_core.c -o build/obj/core/galileo_core.o
Compiling src/core/galileo_module_loader.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/core/galileo_module_loader.d -c src/core/galileo_module_loader.c -o build/obj/core/galileo_module_loader.o
🔧 Building core module...
gcc -shared -fPIC -o build/lib/galileo/libgalileo_core.so build/obj/core/galileo_core.o build/obj/core/galileo_module_loader.o -ldl -lm -pthread
✅ Core module: build/lib/galileo/libgalileo_core.so
Compiling src/graph/galileo_graph.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/graph/galileo_graph.d -c src/graph/galileo_graph.c -o build/obj/graph/galileo_graph.o
🔧 Building graph module...
gcc -shared -fPIC -o build/lib/galileo/libgalileo_graph.so build/obj/graph/galileo_graph.o -Lbuild/lib/galileo -lgalileo_core -ldl -lm -pthread
✅ Graph module: build/lib/galileo/libgalileo_graph.so
Compiling src/symbolic/galileo_symbolic.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/symbolic/galileo_symbolic.d -c src/symbolic/galileo_symbolic.c -o build/obj/symbolic/galileo_symbolic.o
🔧 Building symbolic module...
gcc -shared -fPIC -o build/lib/galileo/libgalileo_symbolic.so build/obj/symbolic/galileo_symbolic.o -Lbuild/lib/galileo -lgalileo_core -ldl -lm -pthread
✅ Symbolic module: build/lib/galileo/libgalileo_symbolic.so
Compiling src/memory/galileo_memory.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/memory/galileo_memory.d -c src/memory/galileo_memory.c -o build/obj/memory/galileo_memory.o
🔧 Building memory module...
gcc -shared -fPIC -o build/lib/galileo/libgalileo_memory.so build/obj/memory/galileo_memory.o -Lbuild/lib/galileo -lgalileo_core -ldl -lm -pthread
✅ Memory module: build/lib/galileo/libgalileo_memory.so
Compiling src/utils/galileo_utils.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/utils/galileo_utils.d -c src/utils/galileo_utils.c -o build/obj/utils/galileo_utils.o
🔧 Building utils module...
gcc -shared -fPIC -o build/lib/galileo/libgalileo_utils.so build/obj/utils/galileo_utils.o -Lbuild/lib/galileo -lgalileo_core -ldl -lm -pthread
✅ Utils module: build/lib/galileo/libgalileo_utils.so
Compiling src/heuristic/galileo_heuristic_compiler.c...
gcc -Wall -Wextra -Werror -std=c17 -fPIC -O3 -march=native -ffast-math -Iinclude -Ibuild/include -Isrc -MMD -MP -MF build/deps/heuristic/galileo_heuristic_compiler.d -c src/heuristic/galileo_heuristic_compiler.c -o build/obj/heuristic/galileo_heuristic_compiler.o
src/heuristic/galileo_heuristic_compiler.c: In function ‘calculate_fitness’:
src/heuristic/galileo_heuristic_compiler.c:137:29: error: using floating-point absolute value function ‘fabsf’ when argument is of integer type ‘int’ [-Werror=absolute-value]
  137 |     float position_energy = fabsf(chromo->subject_idx - chromo->object_idx) * 0.1f;
      |                             ^~~~~
src/heuristic/galileo_heuristic_compiler.c:122:46: error: unused parameter ‘model’ [-Werror=unused-parameter]
  122 | static float calculate_fitness(GalileoModel* model, FactChromosome* chromo,
      |                                ~~~~~~~~~~~~~~^~~~~
src/heuristic/galileo_heuristic_compiler.c:123:36: error: unused parameter ‘tokens’ [-Werror=unused-parameter]
  123 |                               char tokens[][MAX_TOKEN_LEN], int num_tokens) {
      |                               ~~~~~^~~~~~~~~~~~~~~~~~~~~~~
src/heuristic/galileo_heuristic_compiler.c: In function ‘generate_pattern_key’:
src/heuristic/galileo_heuristic_compiler.c:325:39: error: unused parameter ‘tokens’ [-Werror=unused-parameter]
  325 | static void generate_pattern_key(char tokens[][MAX_TOKEN_LEN], int num_tokens, char* key, size_t key_size) {
      |                                  ~~~~~^~~~~~~~~~~~~~~~~~~~~~~
src/heuristic/galileo_heuristic_compiler.c: In function ‘annual_relevancy_audit’:
src/heuristic/galileo_heuristic_compiler.c:505:55: error: format ‘%llu’ expects argument of type ‘long long unsigned in’, but argument 2 has type ‘uint64_t’ {aka ‘long unsigned int’} [-Werror=format=]
  505 |             printf("   Rules cleaned in 19+ years: %llu\n", compiler->stats.rules_cleaned_19_year);
      |                                                    ~~~^     ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
      |                                                       |                    |
      |                                                       |                    uint64_t {aka long unsigned int}
      |                                                       long long unsigned int
      |                                                    %lu
src/heuristic/galileo_heuristic_compiler.c: In function ‘destroy_heuristic_compiler’:
src/heuristic/galileo_heuristic_compiler.c:554:31: error: format ‘%llu’ expects argument of type ‘long long unsigned in’, but argument 2 has type ‘uint64_t’ {aka ‘long unsigned int’} [-Werror=format=]
  554 |     printf("   Cache hits: %llu\n", compiler->stats.total_cache_hits);
      |                            ~~~^     ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
      |                               |                    |
      |                               |                    uint64_t {aka long unsigned int}
      |                               long long unsigned int
      |                            %lu
src/heuristic/galileo_heuristic_compiler.c:555:35: error: format ‘%llu’ expects argument of type ‘long long unsigned in’, but argument 2 has type ‘uint64_t’ {aka ‘long unsigned int’} [-Werror=format=]
  555 |     printf("   GA discoveries: %llu\n", compiler->stats.total_discoveries);
      |                                ~~~^     ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
      |                                   |                    |
      |                                   |                    uint64_t {aka long unsigned int}
      |                                   long long unsigned int
      |                                %lu
src/heuristic/galileo_heuristic_compiler.c:556:41: error: format ‘%llu’ expects argument of type ‘long long unsigned in’, but argument 2 has type ‘uint64_t’ {aka ‘long unsigned int’} [-Werror=format=]
  556 |     printf("   Rules cleaned (19yr): %llu\n", compiler->stats.rules_cleaned_19_year);
      |                                      ~~~^     ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
      |                                         |                    |
      |                                         |                    uint64_t {aka long unsigned int}
      |                                         long long unsigned int
      |                                      %lu
src/heuristic/galileo_heuristic_compiler.c: In function ‘extract_facts_with_heuristic_compiler’:
src/heuristic/galileo_heuristic_compiler.c:591:13: error: implicit declaration of function ‘galileo_add_enhanced_fact_safe’ [-Werror=implicit-function-declaration]
  591 |             galileo_add_enhanced_fact_safe(model,
      |             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/heuristic/galileo_heuristic_compiler.c: At top level:
src/heuristic/galileo_heuristic_compiler.c:417:14: error: ‘calculate_relevancy_score’ defined but not used [-Werror=unused-function]
  417 | static float calculate_relevancy_score(const HeuristicRule* rule) {
      |              ^~~~~~~~~~~~~~~~~~~~~~~~~
src/heuristic/galileo_heuristic_compiler.c: In function ‘extract_facts_with_heuristic_compiler’:
src/heuristic/galileo_heuristic_compiler.c:622:13: error: ‘strncpy’ output may be truncated copying 63 bytes from a string of length 255 [-Werror=stringop-truncation]
  622 |             strncpy(new_rule.pattern_hash, pattern_key, sizeof(new_rule.pattern_hash) - 1);
      |             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
cc1: all warnings being treated as errors
make: *** [Makefile:190: build/obj/heuristic/galileo_heuristic_compiler.o] Error 1
defcronyke@piano:~/gptenv/claude-opus-4/galileo$

Please fix the above errors properly by fixing the causes of the errors in the appropriate files and don't remove any existing features or functionality, and if necessary, finish any missing portions of implementations of things related to the above compiler errors (if any), and please read every file in this git repo in its entirety and learn the full project architecture, conventions, and execution flow before modifying or adding any code or changes to anything in this project.

Thanks for your help. Upon successful resolution, I'll offer you a cookie of your choosing as thanks for your efforts, professionalism, and ultimate success. Do you like chocolate chip?

Fixes #1.

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[defcron]

Please solve issue #1 and resubmit PR for review once you've personally validated that all aspects of the issue and any issues related to any issues within or comprised of the issue is/are resolved.